{ "version": "V5", "generated_at": "2026-03-21T16:09:26.813Z", "description": "Published heuristic offset-potential layer estimating how much demand persistence, transition support, and task reallocation could cushion structural AI pressure.", "notes": [ "This is not a direct measure of reinstatement or new-task creation.", "It is intentionally published outside the structural score so users can separate core pressure from possible offsetting forces.", "Inputs combine official demand signals, labour monitor context, live postings, transition-support infrastructure, and task-level context.", "Switching friction reflects licensing and credential-transfer constraints, not observed worker mobility outcomes." ], "component_weights": { "demand_persistence": 0.35, "transition_support": 0.3, "reallocation_room": 0.25, "low_switching_friction": 0.1 }, "entries": [ { "ssoc": "12112", "title": "Administration manager", "score": 0.6018, "band": "medium", "summary": "Administration manager has some offset potential, but it depends on task redesign holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "A meaningful share of the work can likely be reorganized around AI rather than removed outright." ], "cautions": [ "Current demand support is thin, so offsets may take longer to show up." ], "components": { "demand_persistence": 0.369, "transition_support": 0.5846, "reallocation_room": 0.856, "mobility_friction": 0.1675 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "12221", "title": "Advertising/Public relations manager", "score": 0.6719, "band": "medium", "summary": "Advertising/Public relations manager has some offset potential, but it depends on task redesign holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "A meaningful share of the work can likely be reorganized around AI rather than removed outright." ], "cautions": [], "components": { "demand_persistence": 0.529, "transition_support": 0.583, "reallocation_room": 0.8863, "mobility_friction": 0.0975 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "13430", "title": "Aged care services manager", "score": 0.5194, "band": "medium", "summary": "Aged care services manager has some offset potential, but it depends on task redesign holding up in practice and on workers clearing the main switching frictions.", "strengths": [], "cautions": [ "Current demand support is thin, so offsets may take longer to show up." ], "components": { "demand_persistence": 0.3615, "transition_support": 0.5567, "reallocation_room": 0.5936, "mobility_friction": 0.2258 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "14330", "title": "Arts and cultural centre manager (including gallery and museum manager)", "score": 0.6196, "band": "medium", "summary": "Arts and cultural centre manager (including gallery and museum manager) has some offset potential, but it depends on task redesign holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "A meaningful share of the work can likely be reorganized around AI rather than removed outright." ], "cautions": [ "Current demand support is thin, so offsets may take longer to show up." ], "components": { "demand_persistence": 0.3615, "transition_support": 0.5565, "reallocation_room": 0.9855, "mobility_friction": 0.2025 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "14322", "title": "Attractions manager", "score": 0.5464, "band": "medium", "summary": "Attractions manager has some offset potential, but it depends on task redesign holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "A meaningful share of the work can likely be reorganized around AI rather than removed outright." ], "cautions": [ "Current demand support is thin, so offsets may take longer to show up." ], "components": { "demand_persistence": 0.3115, "transition_support": 0.5705, "reallocation_room": 0.7038, "mobility_friction": 0.0975 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "12113", "title": "Audit manager", "score": 0.6092, "band": "medium", "summary": "Audit manager has some offset potential, but it depends on task redesign holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "A meaningful share of the work can likely be reorganized around AI rather than removed outright." ], "cautions": [ "Current demand support is thin, so offsets may take longer to show up." ], "components": { "demand_persistence": 0.369, "transition_support": 0.582, "reallocation_room": 0.9028, "mobility_friction": 0.2025 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "12111", "title": "Budgeting and financial accounting manager (including financial controller)", "score": 0.5965, "band": "medium", "summary": "Budgeting and financial accounting manager (including financial controller) has some offset potential, but it depends on task redesign holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "A meaningful share of the work can likely be reorganized around AI rather than removed outright." ], "cautions": [ "Current demand support is thin, so offsets may take longer to show up." ], "components": { "demand_persistence": 0.369, "transition_support": 0.5397, "reallocation_room": 0.9028, "mobility_friction": 0.2025 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "12212", "title": "Business development manager", "score": 0.6317, "band": "medium", "summary": "Business development manager has some offset potential, but it depends on task redesign holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "A meaningful share of the work can likely be reorganized around AI rather than removed outright." ], "cautions": [ "Current demand support is thin, so offsets may take longer to show up." ], "components": { "demand_persistence": 0.419, "transition_support": 0.5879, "reallocation_room": 0.8735, "mobility_friction": 0.0975 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "12242", "title": "Call centre manager", "score": 0.5246, "band": "medium", "summary": "Call centre manager has some offset potential, but it depends on task redesign holding up in practice and on workers clearing the main switching frictions.", "strengths": [], "cautions": [ "Current demand support is thin, so offsets may take longer to show up." ], "components": { "demand_persistence": 0.319, "transition_support": 0.5945, "reallocation_room": 0.6052, "mobility_friction": 0.1675 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "14122", "title": "Catering manager", "score": 0.546, "band": "medium", "summary": "Catering manager has some offset potential, but it depends on task redesign holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "A meaningful share of the work can likely be reorganized around AI rather than removed outright." ], "cautions": [ "Current demand support is thin, so offsets may take longer to show up." ], "components": { "demand_persistence": 0.3115, "transition_support": 0.5706, "reallocation_room": 0.7299, "mobility_friction": 0.1675 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "13301", "title": "Chief information officer/Chief technology officer/Chief security officer", "score": 0.7096, "band": "high", "summary": "Chief information officer/Chief technology officer/Chief security officer still has credible offset paths. Demand persists, adjacent moves look viable, and enough of the work appears reorganizable around AI.", "strengths": [ "A meaningful share of the work can likely be reorganized around AI rather than removed outright." ], "cautions": [], "components": { "demand_persistence": 0.5595, "transition_support": 0.5825, "reallocation_room": 0.9951, "mobility_friction": 0.0975 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "11203", "title": "Chief operating officer/General Manager", "score": 0.6532, "band": "medium", "summary": "Chief operating officer/General Manager has some offset potential, but it depends on task redesign holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "A meaningful share of the work can likely be reorganized around AI rather than removed outright." ], "cautions": [ "Current demand support is thin, so offsets may take longer to show up." ], "components": { "demand_persistence": 0.419, "transition_support": 0.5812, "reallocation_room": 0.9679, "mobility_friction": 0.0975 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "13492", "title": "Community, partnership and relations manager", "score": 0.586, "band": "medium", "summary": "Community, partnership and relations manager has some offset potential, but it depends on task redesign holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "A meaningful share of the work can likely be reorganized around AI rather than removed outright." ], "cautions": [ "Current demand support is thin, so offsets may take longer to show up." ], "components": { "demand_persistence": 0.3115, "transition_support": 0.5682, "reallocation_room": 0.8929, "mobility_friction": 0.1675 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "11202", "title": "Company director", "score": 0.6187, "band": "medium", "summary": "Company director has some offset potential, but it depends on task redesign holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "A meaningful share of the work can likely be reorganized around AI rather than removed outright." ], "cautions": [ "Current demand support is thin, so offsets may take longer to show up." ], "components": { "demand_persistence": 0.319, "transition_support": 0.5828, "reallocation_room": 0.9679, "mobility_friction": 0.0975 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "13230", "title": "Construction manager", "score": 0.5989, "band": "medium", "summary": "Construction manager has some offset potential, but it depends on task redesign holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "A meaningful share of the work can likely be reorganized around AI rather than removed outright." ], "cautions": [ "Current demand support is thin, so offsets may take longer to show up." ], "components": { "demand_persistence": 0.2995, "transition_support": 0.5732, "reallocation_room": 0.9273, "mobility_friction": 0.0975 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "12241", "title": "Customer service manager", "score": 0.5022, "band": "medium", "summary": "Customer service manager has some offset potential, but it depends on transition pathways holding up in practice and on workers clearing the main switching frictions.", "strengths": [], "cautions": [ "Current demand support is thin, so offsets may take longer to show up." ], "components": { "demand_persistence": 0.299, "transition_support": 0.5817, "reallocation_room": 0.5732, "mobility_friction": 0.2025 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "14391", "title": "Event manager", "score": 0.5783, "band": "medium", "summary": "Event manager has some offset potential, but it depends on task redesign holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "A meaningful share of the work can likely be reorganized around AI rather than removed outright." ], "cautions": [ "Current demand support is thin, so offsets may take longer to show up." ], "components": { "demand_persistence": 0.3115, "transition_support": 0.5723, "reallocation_room": 0.8292, "mobility_friction": 0.0975 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "13463", "title": "Financial risk manager", "score": 0.5555, "band": "medium", "summary": "Financial risk manager has some offset potential, but it depends on task redesign holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "A meaningful share of the work can likely be reorganized around AI rather than removed outright." ], "cautions": [ "Current demand support is thin, so offsets may take longer to show up." ], "components": { "demand_persistence": 0.319, "transition_support": 0.5498, "reallocation_room": 0.7826, "mobility_friction": 0.1675 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "13461", "title": "Financial services manager", "score": 0.5541, "band": "medium", "summary": "Financial services manager has some offset potential, but it depends on task redesign holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "A meaningful share of the work can likely be reorganized around AI rather than removed outright." ], "cautions": [ "Current demand support is thin, so offsets may take longer to show up." ], "components": { "demand_persistence": 0.319, "transition_support": 0.5592, "reallocation_room": 0.7657, "mobility_friction": 0.1675 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "14123", "title": "Food and beverage operations manager", "score": 0.5702, "band": "medium", "summary": "Food and beverage operations manager has some offset potential, but it depends on task redesign holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "A meaningful share of the work can likely be reorganized around AI rather than removed outright." ], "cautions": [ "Current demand support is thin, so offsets may take longer to show up." ], "components": { "demand_persistence": 0.3615, "transition_support": 0.5638, "reallocation_room": 0.765, "mobility_friction": 0.1675 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "13420", "title": "Health services manager", "score": 0.5745, "band": "medium", "summary": "Health services manager has some offset potential, but it depends on task redesign holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "A meaningful share of the work can likely be reorganized around AI rather than removed outright." ], "cautions": [ "Current demand support is thin, so offsets may take longer to show up." ], "components": { "demand_persistence": 0.3115, "transition_support": 0.5522, "reallocation_room": 0.8663, "mobility_friction": 0.1675 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "14110", "title": "Hotel operations/Lodging services manager", "score": 0.5994, "band": "medium", "summary": "Hotel operations/Lodging services manager has some offset potential, but it depends on task redesign holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "A meaningful share of the work can likely be reorganized around AI rather than removed outright." ], "cautions": [ "Current demand support is thin, so offsets may take longer to show up." ], "components": { "demand_persistence": 0.3115, "transition_support": 0.5527, "reallocation_room": 0.9371, "mobility_friction": 0.0975 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "13304", "title": "ICT service manager", "score": 0.685, "band": "high", "summary": "ICT service manager still has credible offset paths. Demand persists, adjacent moves look viable, and enough of the work appears reorganizable around AI.", "strengths": [ "A meaningful share of the work can likely be reorganized around AI rather than removed outright." ], "cautions": [], "components": { "demand_persistence": 0.5095, "transition_support": 0.6015, "reallocation_room": 0.944, "mobility_friction": 0.0975 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "12122", "title": "Industrial relations manager", "score": 0.5961, "band": "medium", "summary": "Industrial relations manager has some offset potential, but it depends on task redesign holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "A meaningful share of the work can likely be reorganized around AI rather than removed outright." ], "cautions": [ "Current demand support is thin, so offsets may take longer to show up." ], "components": { "demand_persistence": 0.319, "transition_support": 0.5966, "reallocation_room": 0.8609, "mobility_friction": 0.0975 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "13462", "title": "Insurance services manager", "score": 0.5189, "band": "medium", "summary": "Insurance services manager has some offset potential, but it depends on task redesign holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "A meaningful share of the work can likely be reorganized around AI rather than removed outright." ], "cautions": [ "Current demand support is thin, so offsets may take longer to show up." ], "components": { "demand_persistence": 0.3115, "transition_support": 0.5504, "reallocation_room": 0.6738, "mobility_friction": 0.2375 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "12192", "title": "Landscape manager", "score": 0.6842, "band": "high", "summary": "Landscape manager still has credible offset paths. Demand persists, adjacent moves look viable, and enough of the work appears reorganizable around AI.", "strengths": [ "A meaningful share of the work can likely be reorganized around AI rather than removed outright." ], "cautions": [], "components": { "demand_persistence": 0.529, "transition_support": 0.5925, "reallocation_room": 0.9243, "mobility_friction": 0.0975 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "11201", "title": "Managing director/Chief executive officer", "score": 0.635, "band": "medium", "summary": "Managing director/Chief executive officer has some offset potential, but it depends on task redesign holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "A meaningful share of the work can likely be reorganized around AI rather than removed outright." ], "cautions": [ "Current demand support is thin, so offsets may take longer to show up." ], "components": { "demand_persistence": 0.369, "transition_support": 0.5786, "reallocation_room": 0.9679, "mobility_friction": 0.0975 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "13210", "title": "Manufacturing manager", "score": 0.5986, "band": "medium", "summary": "Manufacturing manager has some offset potential, but it depends on task redesign holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "A meaningful share of the work can likely be reorganized around AI rather than removed outright." ], "cautions": [ "Current demand support is thin, so offsets may take longer to show up." ], "components": { "demand_persistence": 0.2995, "transition_support": 0.5723, "reallocation_room": 0.9273, "mobility_friction": 0.0975 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "12222", "title": "Marketing manager", "score": 0.6851, "band": "high", "summary": "Marketing manager still has credible offset paths. Demand persists, adjacent moves look viable, and enough of the work appears reorganizable around AI.", "strengths": [ "A meaningful share of the work can likely be reorganized around AI rather than removed outright." ], "cautions": [], "components": { "demand_persistence": 0.579, "transition_support": 0.5686, "reallocation_room": 0.8863, "mobility_friction": 0.0975 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "13493", "title": "Media and broadcasting manager", "score": 0.5817, "band": "medium", "summary": "Media and broadcasting manager has some offset potential, but it depends on task redesign holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "A meaningful share of the work can likely be reorganized around AI rather than removed outright." ], "cautions": [ "Current demand support is thin, so offsets may take longer to show up." ], "components": { "demand_persistence": 0.3115, "transition_support": 0.5693, "reallocation_room": 0.8747, "mobility_friction": 0.1675 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "12214", "title": "Merchandising/Category manager", "score": 0.5958, "band": "medium", "summary": "Merchandising/Category manager has some offset potential, but it depends on task redesign holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "A meaningful share of the work can likely be reorganized around AI rather than removed outright." ], "cautions": [ "Current demand support is thin, so offsets may take longer to show up." ], "components": { "demand_persistence": 0.319, "transition_support": 0.5849, "reallocation_room": 0.8735, "mobility_friction": 0.0975 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "13303", "title": "Network, communications and infrastructure manager", "score": 0.7146, "band": "high", "summary": "Network, communications and infrastructure manager still has credible offset paths. Demand persists, adjacent moves look viable, and enough of the work appears reorganizable around AI.", "strengths": [ "A meaningful share of the work can likely be reorganized around AI rather than removed outright." ], "cautions": [], "components": { "demand_persistence": 0.5595, "transition_support": 0.5992, "reallocation_room": 0.9951, "mobility_friction": 0.0975 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "12215", "title": "Online sales channel manager", "score": 0.6148, "band": "medium", "summary": "Online sales channel manager has some offset potential, but it depends on task redesign holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "A meaningful share of the work can likely be reorganized around AI rather than removed outright." ], "cautions": [ "Current demand support is thin, so offsets may take longer to show up." ], "components": { "demand_persistence": 0.369, "transition_support": 0.59, "reallocation_room": 0.8735, "mobility_friction": 0.0975 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "12121", "title": "Personnel/Human resource manager", "score": 0.5726, "band": "medium", "summary": "Personnel/Human resource manager has some offset potential, but it depends on task redesign holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "A meaningful share of the work can likely be reorganized around AI rather than removed outright." ], "cautions": [ "Current demand support is thin, so offsets may take longer to show up." ], "components": { "demand_persistence": 0.3615, "transition_support": 0.529, "reallocation_room": 0.7883, "mobility_friction": 0.0975 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "12131", "title": "Policy manager", "score": 0.6988, "band": "high", "summary": "Policy manager still has credible offset paths. Demand persists, adjacent moves look viable, and enough of the work appears reorganizable around AI.", "strengths": [ "A meaningful share of the work can likely be reorganized around AI rather than removed outright." ], "cautions": [], "components": { "demand_persistence": 0.529, "transition_support": 0.5898, "reallocation_room": 0.9857, "mobility_friction": 0.0975 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "13245", "title": "Port/Shipping operations manager", "score": 0.6064, "band": "medium", "summary": "Port/Shipping operations manager has some offset potential, but it depends on task redesign holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "A meaningful share of the work can likely be reorganized around AI rather than removed outright." ], "cautions": [ "Current demand support is thin, so offsets may take longer to show up." ], "components": { "demand_persistence": 0.2995, "transition_support": 0.5881, "reallocation_room": 0.9394, "mobility_friction": 0.0975 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "13244", "title": "Postal service manager", "score": 0.5994, "band": "medium", "summary": "Postal service manager has some offset potential, but it depends on task redesign holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "A meaningful share of the work can likely be reorganized around AI rather than removed outright." ], "cautions": [ "Current demand support is thin, so offsets may take longer to show up." ], "components": { "demand_persistence": 0.2995, "transition_support": 0.5887, "reallocation_room": 0.9108, "mobility_friction": 0.0975 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "12191", "title": "Premises and facilities maintenance manager (excluding building security manager)", "score": 0.6696, "band": "medium", "summary": "Premises and facilities maintenance manager (excluding building security manager) has some offset potential, but it depends on task redesign holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "A meaningful share of the work can likely be reorganized around AI rather than removed outright." ], "cautions": [], "components": { "demand_persistence": 0.529, "transition_support": 0.5902, "reallocation_room": 0.8684, "mobility_friction": 0.0975 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "13410", "title": "Pre-school education manager", "score": 0.5339, "band": "medium", "summary": "Pre-school education manager has some offset potential, but it depends on task redesign holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "A meaningful share of the work can likely be reorganized around AI rather than removed outright." ], "cautions": [ "Current demand support is thin, so offsets may take longer to show up." ], "components": { "demand_persistence": 0.3115, "transition_support": 0.5615, "reallocation_room": 0.716, "mobility_friction": 0.2258 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "13242", "title": "Procurement/Purchasing manager", "score": 0.6416, "band": "medium", "summary": "Procurement/Purchasing manager has some offset potential, but it depends on task redesign holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "A meaningful share of the work can likely be reorganized around AI rather than removed outright." ], "cautions": [ "Current demand support is thin, so offsets may take longer to show up." ], "components": { "demand_persistence": 0.3995, "transition_support": 0.5887, "reallocation_room": 0.9394, "mobility_friction": 0.0975 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "13100", "title": "Production manager in agriculture and fisheries", "score": 0.5794, "band": "medium", "summary": "Production manager in agriculture and fisheries has some offset potential, but it depends on task redesign holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "A meaningful share of the work can likely be reorganized around AI rather than removed outright." ], "cautions": [ "Current demand support is thin, so offsets may take longer to show up." ], "components": { "demand_persistence": 0.3495, "transition_support": 0.5576, "reallocation_room": 0.7982, "mobility_friction": 0.0975 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "13292", "title": "Quality control/assurance manager", "score": 0.6181, "band": "medium", "summary": "Quality control/assurance manager has some offset potential, but it depends on task redesign holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "A meaningful share of the work can likely be reorganized around AI rather than removed outright." ], "cautions": [ "Current demand support is thin, so offsets may take longer to show up." ], "components": { "demand_persistence": 0.3495, "transition_support": 0.5729, "reallocation_room": 0.9345, "mobility_friction": 0.0975 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "12213", "title": "Regional sales manager", "score": 0.5923, "band": "medium", "summary": "Regional sales manager has some offset potential, but it depends on task redesign holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "A meaningful share of the work can likely be reorganized around AI rather than removed outright." ], "cautions": [ "Current demand support is thin, so offsets may take longer to show up." ], "components": { "demand_persistence": 0.319, "transition_support": 0.5733, "reallocation_room": 0.8735, "mobility_friction": 0.0975 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "12230", "title": "Research and development manager", "score": 0.6129, "band": "medium", "summary": "Research and development manager has some offset potential, but it depends on task redesign holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "A meaningful share of the work can likely be reorganized around AI rather than removed outright." ], "cautions": [ "Current demand support is thin, so offsets may take longer to show up." ], "components": { "demand_persistence": 0.319, "transition_support": 0.5705, "reallocation_room": 0.9594, "mobility_friction": 0.0975 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "14121", "title": "Restaurant manager", "score": 0.5631, "band": "medium", "summary": "Restaurant manager has some offset potential, but it depends on task redesign holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "A meaningful share of the work can likely be reorganized around AI rather than removed outright." ], "cautions": [ "Current demand support is thin, so offsets may take longer to show up." ], "components": { "demand_persistence": 0.3615, "transition_support": 0.5741, "reallocation_room": 0.7245, "mobility_friction": 0.1675 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "14201", "title": "Retail manager", "score": 0.5749, "band": "medium", "summary": "Retail manager has some offset potential, but it depends on task redesign holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "A meaningful share of the work can likely be reorganized around AI rather than removed outright." ], "cautions": [ "Current demand support is thin, so offsets may take longer to show up." ], "components": { "demand_persistence": 0.3115, "transition_support": 0.5623, "reallocation_room": 0.8416, "mobility_friction": 0.1325 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "12133", "title": "Risk management manager", "score": 0.6983, "band": "high", "summary": "Risk management manager still has credible offset paths. Demand persists, adjacent moves look viable, and enough of the work appears reorganizable around AI.", "strengths": [ "A meaningful share of the work can likely be reorganized around AI rather than removed outright." ], "cautions": [], "components": { "demand_persistence": 0.529, "transition_support": 0.5881, "reallocation_room": 0.9857, "mobility_friction": 0.0975 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "12211", "title": "Sales manager", "score": 0.6152, "band": "medium", "summary": "Sales manager has some offset potential, but it depends on task redesign holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "A meaningful share of the work can likely be reorganized around AI rather than removed outright." ], "cautions": [ "Current demand support is thin, so offsets may take longer to show up." ], "components": { "demand_persistence": 0.369, "transition_support": 0.5914, "reallocation_room": 0.8735, "mobility_friction": 0.0975 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "13451", "title": "School principal", "score": 0.5958, "band": "medium", "summary": "School principal has some offset potential, but it depends on task redesign holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "A meaningful share of the work can likely be reorganized around AI rather than removed outright." ], "cautions": [ "Current demand support is thin, so offsets may take longer to show up." ], "components": { "demand_persistence": 0.3115, "transition_support": 0.5618, "reallocation_room": 0.94, "mobility_friction": 0.1675 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "12194", "title": "Security manager", "score": 0.6769, "band": "medium", "summary": "Security manager has some offset potential, but it depends on task redesign holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "A meaningful share of the work can likely be reorganized around AI rather than removed outright." ], "cautions": [], "components": { "demand_persistence": 0.529, "transition_support": 0.5879, "reallocation_room": 0.9005, "mobility_friction": 0.0975 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "13441", "title": "Social service manager", "score": 0.588, "band": "medium", "summary": "Social service manager has some offset potential, but it depends on task redesign holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "A meaningful share of the work can likely be reorganized around AI rather than removed outright." ], "cautions": [ "Current demand support is thin, so offsets may take longer to show up." ], "components": { "demand_persistence": 0.3615, "transition_support": 0.5693, "reallocation_room": 0.8156, "mobility_friction": 0.1325 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "13302", "title": "Software and applications manager", "score": 0.6962, "band": "high", "summary": "Software and applications manager still has credible offset paths. Demand persists, adjacent moves look viable, and enough of the work appears reorganizable around AI.", "strengths": [ "A meaningful share of the work can likely be reorganized around AI rather than removed outright." ], "cautions": [], "components": { "demand_persistence": 0.5095, "transition_support": 0.5962, "reallocation_room": 0.9951, "mobility_friction": 0.0975 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "14310", "title": "Sports centre manager", "score": 0.5604, "band": "medium", "summary": "Sports centre manager has some offset potential, but it depends on task redesign holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "A meaningful share of the work can likely be reorganized around AI rather than removed outright." ], "cautions": [ "Current demand support is thin, so offsets may take longer to show up." ], "components": { "demand_persistence": 0.3115, "transition_support": 0.5662, "reallocation_room": 0.7651, "mobility_friction": 0.0975 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "12132", "title": "Strategic planning manager", "score": 0.7147, "band": "high", "summary": "Strategic planning manager still has credible offset paths. Demand persists, adjacent moves look viable, and enough of the work appears reorganizable around AI.", "strengths": [ "A meaningful share of the work can likely be reorganized around AI rather than removed outright." ], "cautions": [], "components": { "demand_persistence": 0.579, "transition_support": 0.5846, "reallocation_room": 0.9857, "mobility_friction": 0.0975 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "13241", "title": "Supply and distribution/Logistics/Warehousing manager", "score": 0.6251, "band": "medium", "summary": "Supply and distribution/Logistics/Warehousing manager has some offset potential, but it depends on task redesign holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "A meaningful share of the work can likely be reorganized around AI rather than removed outright." ], "cautions": [ "Current demand support is thin, so offsets may take longer to show up." ], "components": { "demand_persistence": 0.3495, "transition_support": 0.5921, "reallocation_room": 0.9394, "mobility_friction": 0.0975 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "13291", "title": "Technical/Engineering services manager (excluding transport)", "score": 0.6198, "band": "medium", "summary": "Technical/Engineering services manager (excluding transport) has some offset potential, but it depends on task redesign holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "A meaningful share of the work can likely be reorganized around AI rather than removed outright." ], "cautions": [ "Current demand support is thin, so offsets may take longer to show up." ], "components": { "demand_persistence": 0.3995, "transition_support": 0.5754, "reallocation_room": 0.8685, "mobility_friction": 0.0975 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "12123", "title": "Training manager", "score": 0.5855, "band": "medium", "summary": "Training manager has some offset potential, but it depends on task redesign holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "A meaningful share of the work can likely be reorganized around AI rather than removed outright." ], "cautions": [ "Current demand support is thin, so offsets may take longer to show up." ], "components": { "demand_persistence": 0.319, "transition_support": 0.5998, "reallocation_room": 0.8147, "mobility_friction": 0.0975 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "13243", "title": "Transport/Technical operations manager (except port/shipping operations)", "score": 0.6069, "band": "medium", "summary": "Transport/Technical operations manager (except port/shipping operations) has some offset potential, but it depends on task redesign holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "A meaningful share of the work can likely be reorganized around AI rather than removed outright." ], "cautions": [ "Current demand support is thin, so offsets may take longer to show up." ], "components": { "demand_persistence": 0.2995, "transition_support": 0.5898, "reallocation_room": 0.9394, "mobility_friction": 0.0975 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "14392", "title": "Travel agency manager", "score": 0.5773, "band": "medium", "summary": "Travel agency manager has some offset potential, but it depends on task redesign holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "A meaningful share of the work can likely be reorganized around AI rather than removed outright." ], "cautions": [ "Current demand support is thin, so offsets may take longer to show up." ], "components": { "demand_persistence": 0.3115, "transition_support": 0.5606, "reallocation_room": 0.8392, "mobility_friction": 0.0975 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "14324", "title": "Wellness centre manager (e.g. hair/beauty/slimming/spa/manicure/massage)", "score": 0.5523, "band": "medium", "summary": "Wellness centre manager (e.g. hair/beauty/slimming/spa/manicure/massage) has some offset potential, but it depends on task redesign holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "A meaningful share of the work can likely be reorganized around AI rather than removed outright." ], "cautions": [ "Current demand support is thin, so offsets may take longer to show up." ], "components": { "demand_persistence": 0.3115, "transition_support": 0.5717, "reallocation_room": 0.7261, "mobility_friction": 0.0975 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "14202", "title": "Wholesale trade manager", "score": 0.5737, "band": "medium", "summary": "Wholesale trade manager has some offset potential, but it depends on task redesign holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "A meaningful share of the work can likely be reorganized around AI rather than removed outright." ], "cautions": [ "Current demand support is thin, so offsets may take longer to show up." ], "components": { "demand_persistence": 0.3115, "transition_support": 0.5387, "reallocation_room": 0.8792, "mobility_friction": 0.1675 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "24111", "title": "Accountant (excluding tax accountant)", "score": 0.6061, "band": "medium", "summary": "Accountant (excluding tax accountant) has some offset potential, but it depends on transition pathways holding up in practice and on workers clearing the main switching frictions.", "strengths": [], "cautions": [], "components": { "demand_persistence": 0.5889, "transition_support": 0.6052, "reallocation_room": 0.5128, "mobility_friction": 0.0975 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "21213", "title": "Actuary", "score": 0.4778, "band": "medium", "summary": "Actuary has some offset potential, but it depends on transition pathways holding up in practice and on workers clearing the main switching frictions.", "strengths": [], "cautions": [ "Current demand support is thin, so offsets may take longer to show up." ], "components": { "demand_persistence": 0.3019, "transition_support": 0.605, "reallocation_room": 0.4158, "mobility_friction": 0.1325 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "21471", "title": "Aeronautical engineer", "score": 0.5083, "band": "medium", "summary": "Aeronautical engineer has some offset potential, but it depends on task redesign holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "A meaningful share of the work can likely be reorganized around AI rather than removed outright." ], "cautions": [ "Current demand support is thin, so offsets may take longer to show up.", "Credential or licensing barriers could make switching harder than the adjacent-role list suggests." ], "components": { "demand_persistence": 0.3019, "transition_support": 0.5866, "reallocation_room": 0.7668, "mobility_friction": 0.65 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "21443", "title": "Air-conditioning/Refrigeration engineer", "score": 0.5113, "band": "medium", "summary": "Air-conditioning/Refrigeration engineer has some offset potential, but it depends on task redesign holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "A meaningful share of the work can likely be reorganized around AI rather than removed outright." ], "cautions": [ "Current demand support is thin, so offsets may take longer to show up.", "Credential or licensing barriers could make switching harder than the adjacent-role list suggests." ], "components": { "demand_persistence": 0.3019, "transition_support": 0.5807, "reallocation_room": 0.7857, "mobility_friction": 0.65 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "22141", "title": "Anaesthesiologist", "score": 0.5246, "band": "medium", "summary": "Anaesthesiologist has some offset potential, but it depends on task redesign holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "A meaningful share of the work can likely be reorganized around AI rather than removed outright." ], "cautions": [ "Current demand support is thin, so offsets may take longer to show up.", "Credential or licensing barriers could make switching harder than the adjacent-role list suggests." ], "components": { "demand_persistence": 0.2944, "transition_support": 0.5877, "reallocation_room": 0.8411, "mobility_friction": 0.65 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "25140", "title": "Applications/Systems programmer", "score": 0.5725, "band": "medium", "summary": "Applications/Systems programmer has some offset potential, but it depends on transition pathways holding up in practice and on workers clearing the main switching frictions.", "strengths": [], "cautions": [], "components": { "demand_persistence": 0.4924, "transition_support": 0.598, "reallocation_room": 0.5221, "mobility_friction": 0.0975 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "26543", "title": "Artistic director (stage, film, television, game and radio)", "score": 0.6051, "band": "medium", "summary": "Artistic director (stage, film, television, game and radio) has some offset potential, but it depends on task redesign holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "A meaningful share of the work can likely be reorganized around AI rather than removed outright." ], "cautions": [ "Current demand support is thin, so offsets may take longer to show up." ], "components": { "demand_persistence": 0.3519, "transition_support": 0.5881, "reallocation_room": 0.8611, "mobility_friction": 0.0975 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "21524", "title": "Audio and video equipment engineer", "score": 0.6258, "band": "medium", "summary": "Audio and video equipment engineer has some offset potential, but it depends on task redesign holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "A meaningful share of the work can likely be reorganized around AI rather than removed outright." ], "cautions": [], "components": { "demand_persistence": 0.5619, "transition_support": 0.5958, "reallocation_room": 0.6408, "mobility_friction": 0.0975 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "22661", "title": "Audiologist", "score": 0.4956, "band": "medium", "summary": "Audiologist has some offset potential, but it depends on task redesign holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "A meaningful share of the work can likely be reorganized around AI rather than removed outright." ], "cautions": [ "Current demand support is thin, so offsets may take longer to show up.", "Credential or licensing barriers could make switching harder than the adjacent-role list suggests." ], "components": { "demand_persistence": 0.2944, "transition_support": 0.5798, "reallocation_room": 0.7345, "mobility_friction": 0.65 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "24112", "title": "Auditor (accounting)", "score": 0.6122, "band": "medium", "summary": "Auditor (accounting) has some offset potential, but it depends on transition pathways holding up in practice and on workers clearing the main switching frictions.", "strengths": [], "cautions": [], "components": { "demand_persistence": 0.5889, "transition_support": 0.603, "reallocation_room": 0.5399, "mobility_friction": 0.0975 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "26411", "title": "Author", "score": 0.4675, "band": "medium", "summary": "Author has some offset potential, but it depends on transition pathways holding up in practice and on workers clearing the main switching frictions.", "strengths": [], "cautions": [ "Current demand support is thin, so offsets may take longer to show up." ], "components": { "demand_persistence": 0.3019, "transition_support": 0.6122, "reallocation_room": 0.3518, "mobility_friction": 0.0975 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "21413", "title": "Automation engineer (including robotics engineer)", "score": 0.6112, "band": "medium", "summary": "Automation engineer (including robotics engineer) has some offset potential, but it depends on task redesign holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "A meaningful share of the work can likely be reorganized around AI rather than removed outright." ], "cautions": [ "Credential or licensing barriers could make switching harder than the adjacent-role list suggests." ], "components": { "demand_persistence": 0.5119, "transition_support": 0.5792, "reallocation_room": 0.893, "mobility_friction": 0.65 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "21343", "title": "Biochemist", "score": 0.6634, "band": "medium", "summary": "Biochemist has some offset potential, but it depends on task redesign holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "A meaningful share of the work can likely be reorganized around AI rather than removed outright." ], "cautions": [], "components": { "demand_persistence": 0.5119, "transition_support": 0.599, "reallocation_room": 0.8572, "mobility_friction": 0.0975 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "21311", "title": "Biologist", "score": 0.5764, "band": "medium", "summary": "Biologist has some offset potential, but it depends on task redesign holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "A meaningful share of the work can likely be reorganized around AI rather than removed outright." ], "cautions": [ "Current demand support is thin, so offsets may take longer to show up." ], "components": { "demand_persistence": 0.3019, "transition_support": 0.5834, "reallocation_room": 0.836, "mobility_friction": 0.1325 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "21491", "title": "Biomedical engineer", "score": 0.5137, "band": "medium", "summary": "Biomedical engineer has some offset potential, but it depends on task redesign holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "A meaningful share of the work can likely be reorganized around AI rather than removed outright." ], "cautions": [ "Current demand support is thin, so offsets may take longer to show up.", "Credential or licensing barriers could make switching harder than the adjacent-role list suggests." ], "components": { "demand_persistence": 0.3019, "transition_support": 0.5951, "reallocation_room": 0.7782, "mobility_friction": 0.65 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "21610", "title": "Building architect", "score": 0.5795, "band": "medium", "summary": "Building architect has some offset potential, but it depends on task redesign holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "A meaningful share of the work can likely be reorganized around AI rather than removed outright." ], "cautions": [ "Current demand support is thin, so offsets may take longer to show up." ], "components": { "demand_persistence": 0.3519, "transition_support": 0.5728, "reallocation_room": 0.777, "mobility_friction": 0.0975 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "21422", "title": "Building construction engineer", "score": 0.4661, "band": "medium", "summary": "Building construction engineer has some offset potential, but it depends on transition pathways holding up in practice and on workers clearing the main switching frictions.", "strengths": [], "cautions": [ "Current demand support is thin, so offsets may take longer to show up.", "Credential or licensing barriers could make switching harder than the adjacent-role list suggests." ], "components": { "demand_persistence": 0.3019, "transition_support": 0.5921, "reallocation_room": 0.5912, "mobility_friction": 0.65 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "24213", "title": "Business and financial project management professional", "score": 0.5682, "band": "medium", "summary": "Business and financial project management professional has some offset potential, but it depends on task redesign holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "A meaningful share of the work can likely be reorganized around AI rather than removed outright." ], "cautions": [ "Current demand support is thin, so offsets may take longer to show up." ], "components": { "demand_persistence": 0.3019, "transition_support": 0.5607, "reallocation_room": 0.8583, "mobility_friction": 0.2025 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "24212", "title": "Business consultant", "score": 0.5578, "band": "medium", "summary": "Business consultant has some offset potential, but it depends on task redesign holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "A meaningful share of the work can likely be reorganized around AI rather than removed outright." ], "cautions": [ "Current demand support is thin, so offsets may take longer to show up.", "Employer-side pressure is still elevated in nearby functions." ], "components": { "demand_persistence": 0.2524, "transition_support": 0.5721, "reallocation_room": 0.8583, "mobility_friction": 0.1675 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "24122", "title": "Business valuer", "score": 0.6256, "band": "medium", "summary": "Business valuer has some offset potential, but it depends on task redesign holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "A meaningful share of the work can likely be reorganized around AI rather than removed outright." ], "cautions": [ "Employer-side pressure is still elevated in nearby functions." ], "components": { "demand_persistence": 0.4624, "transition_support": 0.5813, "reallocation_room": 0.7963, "mobility_friction": 0.0975 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "22132", "title": "Cardiothoracic surgeon", "score": 0.4605, "band": "medium", "summary": "Cardiothoracic surgeon has some offset potential, but it depends on task redesign holding up in practice and on workers clearing the main switching frictions.", "strengths": [], "cautions": [ "Current demand support is thin, so offsets may take longer to show up.", "Credential or licensing barriers could make switching harder than the adjacent-role list suggests." ], "components": { "demand_persistence": 0.2944, "transition_support": 0.5797, "reallocation_room": 0.5941, "mobility_friction": 0.65 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "26375", "title": "Career coach (counselling)", "score": 0.5801, "band": "medium", "summary": "Career coach (counselling) has some offset potential, but it depends on task redesign holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "A meaningful share of the work can likely be reorganized around AI rather than removed outright." ], "cautions": [ "Current demand support is thin, so offsets may take longer to show up." ], "components": { "demand_persistence": 0.3019, "transition_support": 0.5758, "reallocation_room": 0.8459, "mobility_friction": 0.0975 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "21130", "title": "Chemist", "score": 0.5993, "band": "medium", "summary": "Chemist has some offset potential, but it depends on task redesign holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "A meaningful share of the work can likely be reorganized around AI rather than removed outright." ], "cautions": [ "Current demand support is thin, so offsets may take longer to show up." ], "components": { "demand_persistence": 0.3519, "transition_support": 0.5767, "reallocation_room": 0.8654, "mobility_friction": 0.1325 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "21711", "title": "Chief engineer/Second engineer (ship)", "score": 0.6418, "band": "medium", "summary": "Chief engineer/Second engineer (ship) has some offset potential, but it depends on task redesign holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "A meaningful share of the work can likely be reorganized around AI rather than removed outright." ], "cautions": [], "components": { "demand_persistence": 0.5119, "transition_support": 0.5934, "reallocation_room": 0.7773, "mobility_friction": 0.0975 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "21421", "title": "Civil engineer", "score": 0.4697, "band": "medium", "summary": "Civil engineer has some offset potential, but it depends on task redesign holding up in practice and on workers clearing the main switching frictions.", "strengths": [], "cautions": [ "Current demand support is thin, so offsets may take longer to show up.", "Credential or licensing barriers could make switching harder than the adjacent-role list suggests." ], "components": { "demand_persistence": 0.3019, "transition_support": 0.5904, "reallocation_room": 0.6075, "mobility_friction": 0.65 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "26341", "title": "Clinical psychologist", "score": 0.6404, "band": "medium", "summary": "Clinical psychologist has some offset potential, but it depends on task redesign holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "A meaningful share of the work can likely be reorganized around AI rather than removed outright." ], "cautions": [], "components": { "demand_persistence": 0.5119, "transition_support": 0.5789, "reallocation_room": 0.8033, "mobility_friction": 0.1325 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "21347", "title": "Clinical research professional", "score": 0.6688, "band": "medium", "summary": "Clinical research professional has some offset potential, but it depends on task redesign holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "A meaningful share of the work can likely be reorganized around AI rather than removed outright." ], "cautions": [], "components": { "demand_persistence": 0.5119, "transition_support": 0.5759, "reallocation_room": 0.9064, "mobility_friction": 0.0975 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "25231", "title": "Cloud specialist", "score": 0.5625, "band": "medium", "summary": "Cloud specialist has some offset potential, but it depends on demand holding up in practice and on workers clearing the main switching frictions.", "strengths": [], "cautions": [], "components": { "demand_persistence": 0.5924, "transition_support": 0.5801, "reallocation_room": 0.3776, "mobility_friction": 0.1325 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "21721", "title": "Commercial airline pilot", "score": 0.5649, "band": "medium", "summary": "Commercial airline pilot has some offset potential, but it depends on task redesign holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "A meaningful share of the work can likely be reorganized around AI rather than removed outright." ], "cautions": [ "Current demand support is thin, so offsets may take longer to show up." ], "components": { "demand_persistence": 0.3019, "transition_support": 0.563, "reallocation_room": 0.8004, "mobility_friction": 0.0975 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "24154", "title": "Commodities and freight derivatives broker", "score": 0.5791, "band": "medium", "summary": "Commodities and freight derivatives broker has some offset potential, but it depends on task redesign holding up in practice and on workers clearing the main switching frictions.", "strengths": [], "cautions": [ "Employer-side pressure is still elevated in nearby functions." ], "components": { "demand_persistence": 0.4624, "transition_support": 0.5938, "reallocation_room": 0.5957, "mobility_friction": 0.0975 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "24351", "title": "Commodities trader (excluding oil and bunker)", "score": 0.4996, "band": "medium", "summary": "Commodities trader (excluding oil and bunker) has some offset potential, but it depends on task redesign holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "A meaningful share of the work can likely be reorganized around AI rather than removed outright." ], "cautions": [ "Current demand support is thin, so offsets may take longer to show up.", "Employer-side pressure is still elevated in nearby functions." ], "components": { "demand_persistence": 0.2524, "transition_support": 0.5958, "reallocation_room": 0.7121, "mobility_friction": 0.455 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "24132", "title": "Compliance officer/Risk analyst (financial)", "score": 0.6429, "band": "medium", "summary": "Compliance officer/Risk analyst (financial) has some offset potential, but it depends on demand holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "Demand still persists through current labour or hiring signals." ], "cautions": [], "components": { "demand_persistence": 0.6389, "transition_support": 0.6085, "reallocation_room": 0.5861, "mobility_friction": 0.0975 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "21522", "title": "Computer engineer", "score": 0.6097, "band": "medium", "summary": "Computer engineer has some offset potential, but it depends on task redesign holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "A meaningful share of the work can likely be reorganized around AI rather than removed outright." ], "cautions": [], "components": { "demand_persistence": 0.5119, "transition_support": 0.6008, "reallocation_room": 0.6402, "mobility_friction": 0.0975 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "26413", "title": "Content writer", "score": 0.4826, "band": "medium", "summary": "Content writer has some offset potential, but it depends on transition pathways holding up in practice and on workers clearing the main switching frictions.", "strengths": [], "cautions": [ "Current demand support is thin, so offsets may take longer to show up." ], "components": { "demand_persistence": 0.3519, "transition_support": 0.6131, "reallocation_room": 0.341, "mobility_friction": 0.0975 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "26373", "title": "Counsellor (family)", "score": 0.5729, "band": "medium", "summary": "Counsellor (family) has some offset potential, but it depends on task redesign holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "A meaningful share of the work can likely be reorganized around AI rather than removed outright." ], "cautions": [ "Current demand support is thin, so offsets may take longer to show up." ], "components": { "demand_persistence": 0.3019, "transition_support": 0.5781, "reallocation_room": 0.8144, "mobility_friction": 0.0975 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "24311", "title": "Creative advertising professional", "score": 0.5176, "band": "medium", "summary": "Creative advertising professional has some offset potential, but it depends on task redesign holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "A meaningful share of the work can likely be reorganized around AI rather than removed outright." ], "cautions": [ "Current demand support is thin, so offsets may take longer to show up.", "Employer-side pressure is still elevated in nearby functions." ], "components": { "demand_persistence": 0.2524, "transition_support": 0.588, "reallocation_room": 0.7933, "mobility_friction": 0.455 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "26212", "title": "Curator", "score": 0.5431, "band": "medium", "summary": "Curator has some offset potential, but it depends on task redesign holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "A meaningful share of the work can likely be reorganized around AI rather than removed outright." ], "cautions": [ "Current demand support is thin, so offsets may take longer to show up." ], "components": { "demand_persistence": 0.3019, "transition_support": 0.5703, "reallocation_room": 0.7182, "mobility_friction": 0.1325 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "25241", "title": "Cyber risk specialist", "score": 0.5734, "band": "medium", "summary": "Cyber risk specialist has some offset potential, but it depends on transition pathways holding up in practice and on workers clearing the main switching frictions.", "strengths": [], "cautions": [], "components": { "demand_persistence": 0.4924, "transition_support": 0.5881, "reallocation_room": 0.5517, "mobility_friction": 0.1325 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "25245", "title": "Cybersecurity architect", "score": 0.5772, "band": "medium", "summary": "Cybersecurity architect has some offset potential, but it depends on task redesign holding up in practice and on workers clearing the main switching frictions.", "strengths": [], "cautions": [], "components": { "demand_persistence": 0.5119, "transition_support": 0.558, "reallocation_room": 0.5615, "mobility_friction": 0.0975 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "25291", "title": "Data centre engineer", "score": 0.4931, "band": "medium", "summary": "Data centre engineer has some offset potential, but it depends on transition pathways holding up in practice and on workers clearing the main switching frictions.", "strengths": [], "cautions": [ "Current demand support is thin, so offsets may take longer to show up." ], "components": { "demand_persistence": 0.3519, "transition_support": 0.5946, "reallocation_room": 0.4051, "mobility_friction": 0.0975 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "21222", "title": "Data scientist", "score": 0.5823, "band": "medium", "summary": "Data scientist has some offset potential, but it depends on transition pathways holding up in practice and on workers clearing the main switching frictions.", "strengths": [], "cautions": [], "components": { "demand_persistence": 0.5619, "transition_support": 0.6124, "reallocation_room": 0.4607, "mobility_friction": 0.1325 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "25211", "title": "Database administrator", "score": 0.4916, "band": "medium", "summary": "Database administrator has some offset potential, but it depends on transition pathways holding up in practice and on workers clearing the main switching frictions.", "strengths": [], "cautions": [ "Current demand support is thin, so offsets may take longer to show up." ], "components": { "demand_persistence": 0.4019, "transition_support": 0.5998, "reallocation_room": 0.323, "mobility_friction": 0.0975 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "25212", "title": "Database architect", "score": 0.456, "band": "medium", "summary": "Database architect has some offset potential, but it depends on transition pathways holding up in practice and on workers clearing the main switching frictions.", "strengths": [], "cautions": [ "Current demand support is thin, so offsets may take longer to show up." ], "components": { "demand_persistence": 0.3019, "transition_support": 0.5948, "reallocation_room": 0.3266, "mobility_friction": 0.0975 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "22122", "title": "Dermatologist", "score": 0.5513, "band": "medium", "summary": "Dermatologist has some offset potential, but it depends on task redesign holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "A meaningful share of the work can likely be reorganized around AI rather than removed outright." ], "cautions": [ "Current demand support is thin, so offsets may take longer to show up.", "Credential or licensing barriers could make switching harder than the adjacent-role list suggests." ], "components": { "demand_persistence": 0.2944, "transition_support": 0.5693, "reallocation_room": 0.97, "mobility_friction": 0.65 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "22142", "title": "Diagnostic radiologist", "score": 0.5467, "band": "medium", "summary": "Diagnostic radiologist has some offset potential, but it depends on task redesign holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "A meaningful share of the work can likely be reorganized around AI rather than removed outright." ], "cautions": [ "Current demand support is thin, so offsets may take longer to show up.", "Credential or licensing barriers could make switching harder than the adjacent-role list suggests." ], "components": { "demand_persistence": 0.2944, "transition_support": 0.5849, "reallocation_room": 0.9328, "mobility_friction": 0.65 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "22651", "title": "Dietitian", "score": 0.5507, "band": "medium", "summary": "Dietitian has some offset potential, but it depends on task redesign holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "A meaningful share of the work can likely be reorganized around AI rather than removed outright." ], "cautions": [ "Current demand support is thin, so offsets may take longer to show up.", "Credential or licensing barriers could make switching harder than the adjacent-role list suggests." ], "components": { "demand_persistence": 0.2944, "transition_support": 0.5798, "reallocation_room": 0.955, "mobility_friction": 0.65 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "24314", "title": "Digital marketing professional (e.g. online, social media, e-commerce marketing professional)", "score": 0.5507, "band": "medium", "summary": "Digital marketing professional (e.g. online, social media, e-commerce marketing professional) has some offset potential, but it depends on task redesign holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "A meaningful share of the work can likely be reorganized around AI rather than removed outright." ], "cautions": [ "Current demand support is thin, so offsets may take longer to show up." ], "components": { "demand_persistence": 0.3519, "transition_support": 0.5843, "reallocation_room": 0.7909, "mobility_friction": 0.455 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "26542", "title": "Director (stage, film, television, game, commercial, video and radio)", "score": 0.5887, "band": "medium", "summary": "Director (stage, film, television, game, commercial, video and radio) has some offset potential, but it depends on task redesign holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "A meaningful share of the work can likely be reorganized around AI rather than removed outright." ], "cautions": [ "Current demand support is thin, so offsets may take longer to show up." ], "components": { "demand_persistence": 0.3019, "transition_support": 0.5606, "reallocation_room": 0.8984, "mobility_friction": 0.0975 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "23622", "title": "Early intervention teacher for infants and children", "score": 0.4861, "band": "medium", "summary": "Early intervention teacher for infants and children has some offset potential, but it depends on transition pathways holding up in practice and on workers clearing the main switching frictions.", "strengths": [], "cautions": [ "Current demand support is thin, so offsets may take longer to show up." ], "components": { "demand_persistence": 0.2944, "transition_support": 0.5505, "reallocation_room": 0.5247, "mobility_friction": 0.1325 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "26310", "title": "Economist", "score": 0.5617, "band": "medium", "summary": "Economist has some offset potential, but it depends on task redesign holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "A meaningful share of the work can likely be reorganized around AI rather than removed outright." ], "cautions": [ "Current demand support is thin, so offsets may take longer to show up." ], "components": { "demand_persistence": 0.3019, "transition_support": 0.5924, "reallocation_room": 0.7665, "mobility_friction": 0.1325 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "26422", "title": "Editor (news and periodicals)", "score": 0.5757, "band": "medium", "summary": "Editor (news and periodicals) has some offset potential, but it depends on task redesign holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "A meaningful share of the work can likely be reorganized around AI rather than removed outright." ], "cautions": [ "Current demand support is thin, so offsets may take longer to show up." ], "components": { "demand_persistence": 0.3019, "transition_support": 0.5571, "reallocation_room": 0.8507, "mobility_friction": 0.0975 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "26544", "title": "Editor (radio, television and video)", "score": 0.5955, "band": "medium", "summary": "Editor (radio, television and video) has some offset potential, but it depends on task redesign holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "A meaningful share of the work can likely be reorganized around AI rather than removed outright." ], "cautions": [ "Current demand support is thin, so offsets may take longer to show up." ], "components": { "demand_persistence": 0.3019, "transition_support": 0.5833, "reallocation_room": 0.8984, "mobility_friction": 0.0975 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "21511", "title": "Electrical engineer", "score": 0.5399, "band": "medium", "summary": "Electrical engineer has some offset potential, but it depends on task redesign holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "A meaningful share of the work can likely be reorganized around AI rather than removed outright." ], "cautions": [ "Current demand support is thin, so offsets may take longer to show up." ], "components": { "demand_persistence": 0.3019, "transition_support": 0.5926, "reallocation_room": 0.665, "mobility_friction": 0.0975 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "21521", "title": "Electronics engineer", "score": 0.6218, "band": "medium", "summary": "Electronics engineer has some offset potential, but it depends on task redesign holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "A meaningful share of the work can likely be reorganized around AI rather than removed outright." ], "cautions": [], "components": { "demand_persistence": 0.5119, "transition_support": 0.593, "reallocation_room": 0.6978, "mobility_friction": 0.0975 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "21526", "title": "Embedded systems engineer (including port systems engineer)", "score": 0.6486, "band": "medium", "summary": "Embedded systems engineer (including port systems engineer) has some offset potential, but it depends on task redesign holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "A meaningful share of the work can likely be reorganized around AI rather than removed outright." ], "cautions": [], "components": { "demand_persistence": 0.5619, "transition_support": 0.5968, "reallocation_room": 0.7305, "mobility_friction": 0.0975 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "22143", "title": "Emergency physician", "score": 0.5406, "band": "medium", "summary": "Emergency physician has some offset potential, but it depends on task redesign holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "A meaningful share of the work can likely be reorganized around AI rather than removed outright." ], "cautions": [ "Current demand support is thin, so offsets may take longer to show up.", "Credential or licensing barriers could make switching harder than the adjacent-role list suggests." ], "components": { "demand_persistence": 0.2944, "transition_support": 0.588, "reallocation_room": 0.9047, "mobility_friction": 0.65 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "21496", "title": "Energy engineer", "score": 0.5221, "band": "medium", "summary": "Energy engineer has some offset potential, but it depends on task redesign holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "A meaningful share of the work can likely be reorganized around AI rather than removed outright." ], "cautions": [ "Current demand support is thin, so offsets may take longer to show up.", "Credential or licensing barriers could make switching harder than the adjacent-role list suggests." ], "components": { "demand_persistence": 0.3019, "transition_support": 0.572, "reallocation_room": 0.8392, "mobility_friction": 0.65 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "25113", "title": "Enterprise/Solution architect", "score": 0.5638, "band": "medium", "summary": "Enterprise/Solution architect has some offset potential, but it depends on task redesign holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "A meaningful share of the work can likely be reorganized around AI rather than removed outright." ], "cautions": [ "Current demand support is thin, so offsets may take longer to show up." ], "components": { "demand_persistence": 0.3824, "transition_support": 0.574, "reallocation_room": 0.6981, "mobility_friction": 0.1675 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "21430", "title": "Environmental engineer", "score": 0.6111, "band": "medium", "summary": "Environmental engineer has some offset potential, but it depends on task redesign holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "A meaningful share of the work can likely be reorganized around AI rather than removed outright." ], "cautions": [ "Credential or licensing barriers could make switching harder than the adjacent-role list suggests." ], "components": { "demand_persistence": 0.5119, "transition_support": 0.5689, "reallocation_room": 0.9331, "mobility_friction": 0.72 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "21331", "title": "Environmental officer (environmental protection)", "score": 0.5816, "band": "medium", "summary": "Environmental officer (environmental protection) has some offset potential, but it depends on task redesign holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "A meaningful share of the work can likely be reorganized around AI rather than removed outright." ], "cautions": [ "Current demand support is thin, so offsets may take longer to show up." ], "components": { "demand_persistence": 0.3019, "transition_support": 0.5788, "reallocation_room": 0.8622, "mobility_friction": 0.1325 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "22632", "title": "Environmental officer (public health)", "score": 0.5447, "band": "medium", "summary": "Environmental officer (public health) has some offset potential, but it depends on task redesign holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "A meaningful share of the work can likely be reorganized around AI rather than removed outright." ], "cautions": [ "Current demand support is thin, so offsets may take longer to show up.", "Credential or licensing barriers could make switching harder than the adjacent-role list suggests." ], "components": { "demand_persistence": 0.2944, "transition_support": 0.5597, "reallocation_room": 0.955, "mobility_friction": 0.65 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "24232", "title": "Executive search consultant", "score": 0.5581, "band": "medium", "summary": "Executive search consultant has some offset potential, but it depends on task redesign holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "A meaningful share of the work can likely be reorganized around AI rather than removed outright." ], "cautions": [ "Current demand support is thin, so offsets may take longer to show up.", "Employer-side pressure is still elevated in nearby functions." ], "components": { "demand_persistence": 0.3024, "transition_support": 0.5808, "reallocation_room": 0.7652, "mobility_friction": 0.1325 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "21631", "title": "Fashion designer", "score": 0.5618, "band": "medium", "summary": "Fashion designer has some offset potential, but it depends on task redesign holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "A meaningful share of the work can likely be reorganized around AI rather than removed outright." ], "cautions": [ "Current demand support is thin, so offsets may take longer to show up." ], "components": { "demand_persistence": 0.3019, "transition_support": 0.5776, "reallocation_room": 0.7703, "mobility_friction": 0.0975 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "24131", "title": "Financial analyst (e.g. equities analyst, credit analyst, investment research analyst)", "score": 0.6408, "band": "medium", "summary": "Financial analyst (e.g. equities analyst, credit analyst, investment research analyst) has some offset potential, but it depends on demand holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "Demand still persists through current labour or hiring signals." ], "cautions": [], "components": { "demand_persistence": 0.6389, "transition_support": 0.6091, "reallocation_room": 0.577, "mobility_friction": 0.0975 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "24135", "title": "Financial product structurer", "score": 0.628, "band": "medium", "summary": "Financial product structurer has some offset potential, but it depends on task redesign holding up in practice and on workers clearing the main switching frictions.", "strengths": [], "cautions": [], "components": { "demand_persistence": 0.5889, "transition_support": 0.5896, "reallocation_room": 0.6191, "mobility_friction": 0.0975 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "24121", "title": "Financial/Investment adviser (e.g. relationship manager)", "score": 0.679, "band": "medium", "summary": "Financial/Investment adviser (e.g. relationship manager) has some offset potential, but it depends on task redesign holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "A meaningful share of the work can likely be reorganized around AI rather than removed outright." ], "cautions": [], "components": { "demand_persistence": 0.6119, "transition_support": 0.5852, "reallocation_room": 0.7963, "mobility_friction": 0.0975 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "21723", "title": "Flying instructor (except air force)", "score": 0.5015, "band": "medium", "summary": "Flying instructor (except air force) has some offset potential, but it depends on task redesign holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "A meaningful share of the work can likely be reorganized around AI rather than removed outright." ], "cautions": [ "Current demand support is thin, so offsets may take longer to show up." ], "components": { "demand_persistence": 0.2944, "transition_support": 0.5057, "reallocation_room": 0.654, "mobility_friction": 0.1675 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "21454", "title": "Food and drink technologist", "score": 0.5689, "band": "medium", "summary": "Food and drink technologist has some offset potential, but it depends on task redesign holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "A meaningful share of the work can likely be reorganized around AI rather than removed outright." ], "cautions": [ "Credential or licensing barriers could make switching harder than the adjacent-role list suggests." ], "components": { "demand_persistence": 0.5119, "transition_support": 0.5816, "reallocation_room": 0.7213, "mobility_friction": 0.65 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "24152", "title": "Foreign exchange broker", "score": 0.5724, "band": "medium", "summary": "Foreign exchange broker has some offset potential, but it depends on task redesign holding up in practice and on workers clearing the main switching frictions.", "strengths": [], "cautions": [ "Employer-side pressure is still elevated in nearby functions." ], "components": { "demand_persistence": 0.4624, "transition_support": 0.5776, "reallocation_room": 0.5883, "mobility_friction": 0.0975 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "24142", "title": "Foreign exchange dealer", "score": 0.5012, "band": "medium", "summary": "Foreign exchange dealer has some offset potential, but it depends on task redesign holding up in practice and on workers clearing the main switching frictions.", "strengths": [], "cautions": [ "Current demand support is thin, so offsets may take longer to show up.", "Employer-side pressure is still elevated in nearby functions." ], "components": { "demand_persistence": 0.2524, "transition_support": 0.578, "reallocation_room": 0.5967, "mobility_friction": 0.0975 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "24133", "title": "Fund/Portfolio manager (including asset allocator)", "score": 0.626, "band": "medium", "summary": "Fund/Portfolio manager (including asset allocator) has some offset potential, but it depends on task redesign holding up in practice and on workers clearing the main switching frictions.", "strengths": [], "cautions": [], "components": { "demand_persistence": 0.5889, "transition_support": 0.5916, "reallocation_room": 0.6085, "mobility_friction": 0.0975 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "22611", "title": "General dental practitioner", "score": 0.5118, "band": "medium", "summary": "General dental practitioner has some offset potential, but it depends on task redesign holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "A meaningful share of the work can likely be reorganized around AI rather than removed outright." ], "cautions": [ "Current demand support is thin, so offsets may take longer to show up.", "Credential or licensing barriers could make switching harder than the adjacent-role list suggests." ], "components": { "demand_persistence": 0.2944, "transition_support": 0.5727, "reallocation_room": 0.8079, "mobility_friction": 0.65 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "22110", "title": "General practitioner/physician", "score": 0.5263, "band": "medium", "summary": "General practitioner/physician has some offset potential, but it depends on task redesign holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "A meaningful share of the work can likely be reorganized around AI rather than removed outright." ], "cautions": [ "Current demand support is thin, so offsets may take longer to show up.", "Credential or licensing barriers could make switching harder than the adjacent-role list suggests." ], "components": { "demand_persistence": 0.2944, "transition_support": 0.5687, "reallocation_room": 0.8707, "mobility_friction": 0.65 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "22131", "title": "General surgeon", "score": 0.4616, "band": "medium", "summary": "General surgeon has some offset potential, but it depends on task redesign holding up in practice and on workers clearing the main switching frictions.", "strengths": [], "cautions": [ "Current demand support is thin, so offsets may take longer to show up.", "Credential or licensing barriers could make switching harder than the adjacent-role list suggests." ], "components": { "demand_persistence": 0.2944, "transition_support": 0.5829, "reallocation_room": 0.5947, "mobility_friction": 0.65 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "21661", "title": "Graphic designer", "score": 0.5205, "band": "medium", "summary": "Graphic designer has some offset potential, but it depends on transition pathways holding up in practice and on workers clearing the main switching frictions.", "strengths": [], "cautions": [ "Current demand support is thin, so offsets may take longer to show up." ], "components": { "demand_persistence": 0.3019, "transition_support": 0.5924, "reallocation_room": 0.5873, "mobility_friction": 0.0975 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "24231", "title": "Human resource consultant (excluding executive search consultant)", "score": 0.5466, "band": "medium", "summary": "Human resource consultant (excluding executive search consultant) has some offset potential, but it depends on task redesign holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "A meaningful share of the work can likely be reorganized around AI rather than removed outright." ], "cautions": [ "Current demand support is thin, so offsets may take longer to show up." ], "components": { "demand_persistence": 0.2944, "transition_support": 0.5365, "reallocation_room": 0.7697, "mobility_friction": 0.0975 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "21652", "title": "Hydrographic surveyor", "score": 0.4793, "band": "medium", "summary": "Hydrographic surveyor has some offset potential, but it depends on transition pathways holding up in practice and on workers clearing the main switching frictions.", "strengths": [], "cautions": [ "Current demand support is thin, so offsets may take longer to show up." ], "components": { "demand_persistence": 0.3019, "transition_support": 0.5958, "reallocation_room": 0.4188, "mobility_friction": 0.0975 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "25152", "title": "ICT auditor", "score": 0.486, "band": "medium", "summary": "ICT auditor has some offset potential, but it depends on transition pathways holding up in practice and on workers clearing the main switching frictions.", "strengths": [], "cautions": [ "Current demand support is thin, so offsets may take longer to show up." ], "components": { "demand_persistence": 0.3019, "transition_support": 0.5542, "reallocation_room": 0.5093, "mobility_friction": 0.1325 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "25112", "title": "ICT business process consultant/Business analyst", "score": 0.5523, "band": "medium", "summary": "ICT business process consultant/Business analyst has some offset potential, but it depends on task redesign holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "A meaningful share of the work can likely be reorganized around AI rather than removed outright." ], "cautions": [ "Current demand support is thin, so offsets may take longer to show up." ], "components": { "demand_persistence": 0.3519, "transition_support": 0.58, "reallocation_room": 0.6598, "mobility_friction": 0.0975 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "25151", "title": "ICT quality assurance specialist", "score": 0.4917, "band": "medium", "summary": "ICT quality assurance specialist has some offset potential, but it depends on transition pathways holding up in practice and on workers clearing the main switching frictions.", "strengths": [], "cautions": [ "Current demand support is thin, so offsets may take longer to show up." ], "components": { "demand_persistence": 0.2824, "transition_support": 0.5874, "reallocation_room": 0.5336, "mobility_friction": 0.1675 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "24333", "title": "ICT sales and services professional", "score": 0.5328, "band": "medium", "summary": "ICT sales and services professional has some offset potential, but it depends on task redesign holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "A meaningful share of the work can likely be reorganized around AI rather than removed outright." ], "cautions": [ "Current demand support is thin, so offsets may take longer to show up." ], "components": { "demand_persistence": 0.3019, "transition_support": 0.5867, "reallocation_room": 0.7866, "mobility_friction": 0.455 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "26343", "title": "Industrial and organisational psychologist", "score": 0.656, "band": "medium", "summary": "Industrial and organisational psychologist has some offset potential, but it depends on task redesign holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "A meaningful share of the work can likely be reorganized around AI rather than removed outright." ], "cautions": [], "components": { "demand_persistence": 0.5119, "transition_support": 0.5749, "reallocation_room": 0.8703, "mobility_friction": 0.1325 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "21442", "title": "Industrial machinery and tools engineer", "score": 0.5048, "band": "medium", "summary": "Industrial machinery and tools engineer has some offset potential, but it depends on task redesign holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "A meaningful share of the work can likely be reorganized around AI rather than removed outright." ], "cautions": [ "Current demand support is thin, so offsets may take longer to show up.", "Credential or licensing barriers could make switching harder than the adjacent-role list suggests." ], "components": { "demand_persistence": 0.3019, "transition_support": 0.5827, "reallocation_room": 0.7575, "mobility_friction": 0.65 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "24234", "title": "Industrial relations officer", "score": 0.5316, "band": "medium", "summary": "Industrial relations officer has some offset potential, but it depends on task redesign holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "A meaningful share of the work can likely be reorganized around AI rather than removed outright." ], "cautions": [ "Current demand support is thin, so offsets may take longer to show up.", "Employer-side pressure is still elevated in nearby functions." ], "components": { "demand_persistence": 0.2524, "transition_support": 0.5742, "reallocation_room": 0.7369, "mobility_friction": 0.1325 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "21493", "title": "Industrial safety engineer", "score": 0.5001, "band": "medium", "summary": "Industrial safety engineer has some offset potential, but it depends on task redesign holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "A meaningful share of the work can likely be reorganized around AI rather than removed outright." ], "cautions": [ "Current demand support is thin, so offsets may take longer to show up.", "Credential or licensing barriers could make switching harder than the adjacent-role list suggests." ], "components": { "demand_persistence": 0.3019, "transition_support": 0.5908, "reallocation_room": 0.729, "mobility_friction": 0.65 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "26112", "title": "In-house legal counsel (except judiciary, ministries and statutory boards)", "score": 0.5122, "band": "medium", "summary": "In-house legal counsel (except judiciary, ministries and statutory boards) has some offset potential, but it depends on task redesign holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "A meaningful share of the work can likely be reorganized around AI rather than removed outright." ], "cautions": [ "Current demand support is thin, so offsets may take longer to show up.", "Credential or licensing barriers could make switching harder than the adjacent-role list suggests." ], "components": { "demand_persistence": 0.3019, "transition_support": 0.4854, "reallocation_room": 0.9456, "mobility_friction": 0.755 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "21525", "title": "Instrumentation engineer", "score": 0.6309, "band": "medium", "summary": "Instrumentation engineer has some offset potential, but it depends on task redesign holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "A meaningful share of the work can likely be reorganized around AI rather than removed outright." ], "cautions": [], "components": { "demand_persistence": 0.5119, "transition_support": 0.5951, "reallocation_room": 0.7319, "mobility_friction": 0.0975 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "24160", "title": "Insurance underwriter", "score": 0.4532, "band": "medium", "summary": "Insurance underwriter has some offset potential, but it depends on transition pathways holding up in practice and on workers clearing the main switching frictions.", "strengths": [], "cautions": [ "Current demand support is thin, so offsets may take longer to show up." ], "components": { "demand_persistence": 0.3019, "transition_support": 0.5764, "reallocation_room": 0.3515, "mobility_friction": 0.1325 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "24251", "title": "Intellectual property agent", "score": 0.4068, "band": "low", "summary": "Intellectual property agent has limited offset support right now. The model still sees fewer clear pathways for demand persistence, role redesign, or quick redeployment.", "strengths": [], "cautions": [ "Current demand support is thin, so offsets may take longer to show up.", "Employer-side pressure is still elevated in nearby functions." ], "components": { "demand_persistence": 0.2524, "transition_support": 0.6072, "reallocation_room": 0.2402, "mobility_friction": 0.2375 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "21664", "title": "Interaction designer", "score": 0.5494, "band": "medium", "summary": "Interaction designer has some offset potential, but it depends on task redesign holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "A meaningful share of the work can likely be reorganized around AI rather than removed outright." ], "cautions": [ "Current demand support is thin, so offsets may take longer to show up." ], "components": { "demand_persistence": 0.3519, "transition_support": 0.5726, "reallocation_room": 0.6568, "mobility_friction": 0.0975 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "22124", "title": "Internal medicine physician", "score": 0.5425, "band": "medium", "summary": "Internal medicine physician has some offset potential, but it depends on task redesign holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "A meaningful share of the work can likely be reorganized around AI rather than removed outright." ], "cautions": [ "Current demand support is thin, so offsets may take longer to show up.", "Credential or licensing barriers could make switching harder than the adjacent-role list suggests." ], "components": { "demand_persistence": 0.2944, "transition_support": 0.5858, "reallocation_room": 0.9151, "mobility_friction": 0.65 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "25232", "title": "IT infrastructure specialist", "score": 0.5539, "band": "medium", "summary": "IT infrastructure specialist has some offset potential, but it depends on demand holding up in practice and on workers clearing the main switching frictions.", "strengths": [], "cautions": [], "components": { "demand_persistence": 0.5924, "transition_support": 0.5889, "reallocation_room": 0.3326, "mobility_friction": 0.1325 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "26421", "title": "Journalist", "score": 0.5757, "band": "medium", "summary": "Journalist has some offset potential, but it depends on task redesign holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "A meaningful share of the work can likely be reorganized around AI rather than removed outright." ], "cautions": [ "Current demand support is thin, so offsets may take longer to show up." ], "components": { "demand_persistence": 0.3019, "transition_support": 0.577, "reallocation_room": 0.8409, "mobility_friction": 0.1325 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "21651", "title": "Land surveyor", "score": 0.4789, "band": "medium", "summary": "Land surveyor has some offset potential, but it depends on transition pathways holding up in practice and on workers clearing the main switching frictions.", "strengths": [], "cautions": [ "Current demand support is thin, so offsets may take longer to show up." ], "components": { "demand_persistence": 0.3019, "transition_support": 0.5959, "reallocation_room": 0.417, "mobility_friction": 0.0975 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "21621", "title": "Landscape architect", "score": 0.5367, "band": "medium", "summary": "Landscape architect has some offset potential, but it depends on task redesign holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "A meaningful share of the work can likely be reorganized around AI rather than removed outright." ], "cautions": [ "Current demand support is thin, so offsets may take longer to show up." ], "components": { "demand_persistence": 0.3019, "transition_support": 0.5695, "reallocation_room": 0.6796, "mobility_friction": 0.0975 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "26221", "title": "Librarian", "score": 0.5612, "band": "medium", "summary": "Librarian has some offset potential, but it depends on task redesign holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "A meaningful share of the work can likely be reorganized around AI rather than removed outright." ], "cautions": [ "Current demand support is thin, so offsets may take longer to show up." ], "components": { "demand_persistence": 0.3019, "transition_support": 0.5697, "reallocation_room": 0.7915, "mobility_friction": 0.1325 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "21513", "title": "Lift engineer", "score": 0.5356, "band": "medium", "summary": "Lift engineer has some offset potential, but it depends on task redesign holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "A meaningful share of the work can likely be reorganized around AI rather than removed outright." ], "cautions": [ "Current demand support is thin, so offsets may take longer to show up." ], "components": { "demand_persistence": 0.3019, "transition_support": 0.5932, "reallocation_room": 0.647, "mobility_friction": 0.0975 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "24211", "title": "Management consultant", "score": 0.6084, "band": "medium", "summary": "Management consultant has some offset potential, but it depends on task redesign holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "A meaningful share of the work can likely be reorganized around AI rather than removed outright." ], "cautions": [ "Current demand support is thin, so offsets may take longer to show up.", "Employer-side pressure is still elevated in nearby functions." ], "components": { "demand_persistence": 0.4024, "transition_support": 0.5658, "reallocation_room": 0.8583, "mobility_friction": 0.1675 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "21411", "title": "Manufacturing engineer", "score": 0.6059, "band": "medium", "summary": "Manufacturing engineer has some offset potential, but it depends on task redesign holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "A meaningful share of the work can likely be reorganized around AI rather than removed outright." ], "cautions": [ "Credential or licensing barriers could make switching harder than the adjacent-role list suggests." ], "components": { "demand_persistence": 0.5119, "transition_support": 0.5937, "reallocation_room": 0.8544, "mobility_friction": 0.65 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "21473", "title": "Marine engineer", "score": 0.4932, "band": "medium", "summary": "Marine engineer has some offset potential, but it depends on task redesign holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "A meaningful share of the work can likely be reorganized around AI rather than removed outright." ], "cautions": [ "Current demand support is thin, so offsets may take longer to show up.", "Credential or licensing barriers could make switching harder than the adjacent-role list suggests." ], "components": { "demand_persistence": 0.3019, "transition_support": 0.5855, "reallocation_room": 0.7077, "mobility_friction": 0.65 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "21714", "title": "Marine superintendent", "score": 0.6749, "band": "medium", "summary": "Marine superintendent has some offset potential, but it depends on task redesign holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "A meaningful share of the work can likely be reorganized around AI rather than removed outright." ], "cautions": [], "components": { "demand_persistence": 0.5119, "transition_support": 0.586, "reallocation_room": 0.9189, "mobility_friction": 0.0975 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "21712", "title": "Marine superintendent (engineer)", "score": 0.674, "band": "medium", "summary": "Marine superintendent (engineer) has some offset potential, but it depends on task redesign holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "A meaningful share of the work can likely be reorganized around AI rather than removed outright." ], "cautions": [], "components": { "demand_persistence": 0.5119, "transition_support": 0.5946, "reallocation_room": 0.9051, "mobility_friction": 0.0975 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "24312", "title": "Market research professional", "score": 0.5187, "band": "medium", "summary": "Market research professional has some offset potential, but it depends on task redesign holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "A meaningful share of the work can likely be reorganized around AI rather than removed outright." ], "cautions": [ "Current demand support is thin, so offsets may take longer to show up.", "Employer-side pressure is still elevated in nearby functions." ], "components": { "demand_persistence": 0.2524, "transition_support": 0.5918, "reallocation_room": 0.7933, "mobility_friction": 0.455 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "24313", "title": "Marketing strategy/planning professional", "score": 0.5316, "band": "medium", "summary": "Marketing strategy/planning professional has some offset potential, but it depends on task redesign holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "A meaningful share of the work can likely be reorganized around AI rather than removed outright." ], "cautions": [ "Current demand support is thin, so offsets may take longer to show up." ], "components": { "demand_persistence": 0.3019, "transition_support": 0.577, "reallocation_room": 0.7933, "mobility_friction": 0.455 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "21492", "title": "Materials engineer", "score": 0.4885, "band": "medium", "summary": "Materials engineer has some offset potential, but it depends on task redesign holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "A meaningful share of the work can likely be reorganized around AI rather than removed outright." ], "cautions": [ "Current demand support is thin, so offsets may take longer to show up.", "Credential or licensing barriers could make switching harder than the adjacent-role list suggests." ], "components": { "demand_persistence": 0.3019, "transition_support": 0.5861, "reallocation_room": 0.6881, "mobility_friction": 0.65 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "21441", "title": "Mechanical engineer", "score": 0.5341, "band": "medium", "summary": "Mechanical engineer has some offset potential, but it depends on task redesign holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "A meaningful share of the work can likely be reorganized around AI rather than removed outright." ], "cautions": [ "Current demand support is thin, so offsets may take longer to show up.", "Credential or licensing barriers could make switching harder than the adjacent-role list suggests." ], "components": { "demand_persistence": 0.3519, "transition_support": 0.5831, "reallocation_room": 0.8041, "mobility_friction": 0.65 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "21531", "title": "Media and broadcasting engineer", "score": 0.4754, "band": "medium", "summary": "Media and broadcasting engineer has some offset potential, but it depends on transition pathways holding up in practice and on workers clearing the main switching frictions.", "strengths": [], "cautions": [ "Current demand support is thin, so offsets may take longer to show up." ], "components": { "demand_persistence": 0.3019, "transition_support": 0.6174, "reallocation_room": 0.3773, "mobility_friction": 0.0975 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "24332", "title": "Medical and pharmaceutical products sales professional", "score": 0.5345, "band": "medium", "summary": "Medical and pharmaceutical products sales professional has some offset potential, but it depends on task redesign holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "A meaningful share of the work can likely be reorganized around AI rather than removed outright." ], "cautions": [ "Current demand support is thin, so offsets may take longer to show up." ], "components": { "demand_persistence": 0.3019, "transition_support": 0.5922, "reallocation_room": 0.7866, "mobility_friction": 0.455 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "22693", "title": "Medical diagnostic radiographer", "score": 0.5914, "band": "medium", "summary": "Medical diagnostic radiographer has some offset potential, but it depends on task redesign holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "A meaningful share of the work can likely be reorganized around AI rather than removed outright." ], "cautions": [ "Credential or licensing barriers could make switching harder than the adjacent-role list suggests." ], "components": { "demand_persistence": 0.5044, "transition_support": 0.5825, "reallocation_room": 0.8205, "mobility_friction": 0.65 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "21342", "title": "Medical laboratory scientist", "score": 0.6582, "band": "medium", "summary": "Medical laboratory scientist has some offset potential, but it depends on task redesign holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "A meaningful share of the work can likely be reorganized around AI rather than removed outright." ], "cautions": [], "components": { "demand_persistence": 0.5119, "transition_support": 0.5974, "reallocation_room": 0.8384, "mobility_friction": 0.0975 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "21346", "title": "Medical scientist", "score": 0.6569, "band": "medium", "summary": "Medical scientist has some offset potential, but it depends on task redesign holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "A meaningful share of the work can likely be reorganized around AI rather than removed outright." ], "cautions": [], "components": { "demand_persistence": 0.5119, "transition_support": 0.5982, "reallocation_room": 0.832, "mobility_friction": 0.0975 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "26353", "title": "Medical social worker", "score": 0.6084, "band": "medium", "summary": "Medical social worker has some offset potential, but it depends on task redesign holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "A meaningful share of the work can likely be reorganized around AI rather than removed outright." ], "cautions": [], "components": { "demand_persistence": 0.5119, "transition_support": 0.5749, "reallocation_room": 0.6663, "mobility_friction": 0.0975 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "26361", "title": "Minister of religion", "score": 0.6011, "band": "medium", "summary": "Minister of religion has some offset potential, but it depends on task redesign holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "A meaningful share of the work can likely be reorganized around AI rather than removed outright." ], "cautions": [ "Current demand support is thin, so offsets may take longer to show up." ], "components": { "demand_persistence": 0.3019, "transition_support": 0.5647, "reallocation_room": 0.9572, "mobility_friction": 0.1325 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "21662", "title": "Multimedia (including games) designer", "score": 0.5373, "band": "medium", "summary": "Multimedia (including games) designer has some offset potential, but it depends on task redesign holding up in practice and on workers clearing the main switching frictions.", "strengths": [], "cautions": [ "Current demand support is thin, so offsets may take longer to show up." ], "components": { "demand_persistence": 0.3519, "transition_support": 0.5878, "reallocation_room": 0.5902, "mobility_friction": 0.0975 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "25123", "title": "Multimedia (including games) developer", "score": 0.5716, "band": "medium", "summary": "Multimedia (including games) developer has some offset potential, but it depends on transition pathways holding up in practice and on workers clearing the main switching frictions.", "strengths": [], "cautions": [], "components": { "demand_persistence": 0.5694, "transition_support": 0.6031, "reallocation_room": 0.4045, "mobility_friction": 0.0975 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "21663", "title": "Multimedia artist and animator", "score": 0.5392, "band": "medium", "summary": "Multimedia artist and animator has some offset potential, but it depends on task redesign holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "A meaningful share of the work can likely be reorganized around AI rather than removed outright." ], "cautions": [ "Current demand support is thin, so offsets may take longer to show up." ], "components": { "demand_persistence": 0.3019, "transition_support": 0.5979, "reallocation_room": 0.6558, "mobility_friction": 0.0975 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "25220", "title": "Network, servers and computer systems administrator", "score": 0.5833, "band": "medium", "summary": "Network, servers and computer systems administrator has some offset potential, but it depends on demand holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "Demand still persists through current labour or hiring signals." ], "cautions": [], "components": { "demand_persistence": 0.6424, "transition_support": 0.5953, "reallocation_room": 0.3724, "mobility_friction": 0.1325 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "22652", "title": "Nutritionist", "score": 0.5504, "band": "medium", "summary": "Nutritionist has some offset potential, but it depends on task redesign holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "A meaningful share of the work can likely be reorganized around AI rather than removed outright." ], "cautions": [ "Current demand support is thin, so offsets may take longer to show up.", "Credential or licensing barriers could make switching harder than the adjacent-role list suggests." ], "components": { "demand_persistence": 0.2944, "transition_support": 0.5789, "reallocation_room": 0.955, "mobility_friction": 0.65 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "22144", "title": "Obstetrician/Gynaecologist", "score": 0.5444, "band": "medium", "summary": "Obstetrician/Gynaecologist has some offset potential, but it depends on task redesign holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "A meaningful share of the work can likely be reorganized around AI rather than removed outright." ], "cautions": [ "Current demand support is thin, so offsets may take longer to show up.", "Credential or licensing barriers could make switching harder than the adjacent-role list suggests." ], "components": { "demand_persistence": 0.2944, "transition_support": 0.5881, "reallocation_room": 0.9196, "mobility_friction": 0.65 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "22631", "title": "Occupational health and safety professional", "score": 0.5373, "band": "medium", "summary": "Occupational health and safety professional has some offset potential, but it depends on task redesign holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "A meaningful share of the work can likely be reorganized around AI rather than removed outright." ], "cautions": [ "Current demand support is thin, so offsets may take longer to show up.", "Credential or licensing barriers could make switching harder than the adjacent-role list suggests." ], "components": { "demand_persistence": 0.2944, "transition_support": 0.5816, "reallocation_room": 0.8991, "mobility_friction": 0.65 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "22680", "title": "Occupational therapist", "score": 0.6077, "band": "medium", "summary": "Occupational therapist has some offset potential, but it depends on task redesign holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "A meaningful share of the work can likely be reorganized around AI rather than removed outright." ], "cautions": [ "Credential or licensing barriers could make switching harder than the adjacent-role list suggests." ], "components": { "demand_persistence": 0.5044, "transition_support": 0.573, "reallocation_room": 0.897, "mobility_friction": 0.65 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "24352", "title": "Oil and bunker trader", "score": 0.4741, "band": "medium", "summary": "Oil and bunker trader has some offset potential, but it depends on task redesign holding up in practice and on workers clearing the main switching frictions.", "strengths": [], "cautions": [ "Current demand support is thin, so offsets may take longer to show up.", "Employer-side pressure is still elevated in nearby functions." ], "components": { "demand_persistence": 0.2524, "transition_support": 0.5897, "reallocation_room": 0.6174, "mobility_friction": 0.455 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "21212", "title": "Operations research analyst", "score": 0.5314, "band": "medium", "summary": "Operations research analyst has some offset potential, but it depends on transition pathways holding up in practice and on workers clearing the main switching frictions.", "strengths": [], "cautions": [ "Current demand support is thin, so offsets may take longer to show up." ], "components": { "demand_persistence": 0.3519, "transition_support": 0.6097, "reallocation_room": 0.5543, "mobility_friction": 0.1325 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "22145", "title": "Ophthalmologist", "score": 0.5426, "band": "medium", "summary": "Ophthalmologist has some offset potential, but it depends on task redesign holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "A meaningful share of the work can likely be reorganized around AI rather than removed outright." ], "cautions": [ "Current demand support is thin, so offsets may take longer to show up.", "Credential or licensing barriers could make switching harder than the adjacent-role list suggests." ], "components": { "demand_persistence": 0.2944, "transition_support": 0.5856, "reallocation_room": 0.9158, "mobility_friction": 0.65 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "22670", "title": "Optometrist", "score": 0.506, "band": "medium", "summary": "Optometrist has some offset potential, but it depends on task redesign holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "A meaningful share of the work can likely be reorganized around AI rather than removed outright." ], "cautions": [ "Current demand support is thin, so offsets may take longer to show up.", "Credential or licensing barriers could make switching harder than the adjacent-role list suggests." ], "components": { "demand_persistence": 0.2944, "transition_support": 0.5725, "reallocation_room": 0.7851, "mobility_friction": 0.65 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "22135", "title": "Orthopaedic surgeon", "score": 0.508, "band": "medium", "summary": "Orthopaedic surgeon has some offset potential, but it depends on task redesign holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "A meaningful share of the work can likely be reorganized around AI rather than removed outright." ], "cautions": [ "Current demand support is thin, so offsets may take longer to show up.", "Credential or licensing barriers could make switching harder than the adjacent-role list suggests." ], "components": { "demand_persistence": 0.2944, "transition_support": 0.5834, "reallocation_room": 0.7798, "mobility_friction": 0.65 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "22148", "title": "Otorhinolaryngologist/Ear, nose, throat (ENT) specialist", "score": 0.4986, "band": "medium", "summary": "Otorhinolaryngologist/Ear, nose, throat (ENT) specialist has some offset potential, but it depends on task redesign holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "A meaningful share of the work can likely be reorganized around AI rather than removed outright." ], "cautions": [ "Current demand support is thin, so offsets may take longer to show up.", "Credential or licensing barriers could make switching harder than the adjacent-role list suggests." ], "components": { "demand_persistence": 0.2944, "transition_support": 0.5869, "reallocation_room": 0.738, "mobility_friction": 0.65 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "22126", "title": "Paediatrician", "score": 0.5371, "band": "medium", "summary": "Paediatrician has some offset potential, but it depends on task redesign holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "A meaningful share of the work can likely be reorganized around AI rather than removed outright." ], "cautions": [ "Current demand support is thin, so offsets may take longer to show up.", "Credential or licensing barriers could make switching harder than the adjacent-role list suggests." ], "components": { "demand_persistence": 0.2944, "transition_support": 0.5872, "reallocation_room": 0.8917, "mobility_friction": 0.65 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "24233", "title": "Personnel/Human resource officer", "score": 0.5217, "band": "medium", "summary": "Personnel/Human resource officer has some offset potential, but it depends on task redesign holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "A meaningful share of the work can likely be reorganized around AI rather than removed outright." ], "cautions": [ "Current demand support is thin, so offsets may take longer to show up." ], "components": { "demand_persistence": 0.2944, "transition_support": 0.5569, "reallocation_room": 0.6455, "mobility_friction": 0.0975 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "22621", "title": "Pharmacist (patient care)", "score": 0.5428, "band": "medium", "summary": "Pharmacist (patient care) has some offset potential, but it depends on task redesign holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "A meaningful share of the work can likely be reorganized around AI rather than removed outright." ], "cautions": [ "Current demand support is thin, so offsets may take longer to show up.", "Credential or licensing barriers could make switching harder than the adjacent-role list suggests." ], "components": { "demand_persistence": 0.2944, "transition_support": 0.5717, "reallocation_room": 0.933, "mobility_friction": 0.65 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "21341", "title": "Pharmacologist", "score": 0.6228, "band": "medium", "summary": "Pharmacologist has some offset potential, but it depends on task redesign holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "A meaningful share of the work can likely be reorganized around AI rather than removed outright." ], "cautions": [], "components": { "demand_persistence": 0.5119, "transition_support": 0.5895, "reallocation_room": 0.7064, "mobility_friction": 0.0975 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "22640", "title": "Physiotherapist", "score": 0.5734, "band": "medium", "summary": "Physiotherapist has some offset potential, but it depends on task redesign holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "A meaningful share of the work can likely be reorganized around AI rather than removed outright." ], "cautions": [ "Credential or licensing barriers could make switching harder than the adjacent-role list suggests." ], "components": { "demand_persistence": 0.5544, "transition_support": 0.5732, "reallocation_room": 0.6898, "mobility_friction": 0.65 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "22692", "title": "Podiatrist", "score": 0.5917, "band": "medium", "summary": "Podiatrist has some offset potential, but it depends on task redesign holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "A meaningful share of the work can likely be reorganized around AI rather than removed outright." ], "cautions": [ "Credential or licensing barriers could make switching harder than the adjacent-role list suggests." ], "components": { "demand_persistence": 0.5044, "transition_support": 0.5854, "reallocation_room": 0.8183, "mobility_friction": 0.65 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "24220", "title": "Policy administration professional (e.g. policy analyst)", "score": 0.5083, "band": "medium", "summary": "Policy administration professional (e.g. policy analyst) has some offset potential, but it depends on transition pathways holding up in practice and on workers clearing the main switching frictions.", "strengths": [], "cautions": [ "Current demand support is thin, so offsets may take longer to show up." ], "components": { "demand_persistence": 0.3019, "transition_support": 0.5777, "reallocation_room": 0.5562, "mobility_friction": 0.0975 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "21512", "title": "Power generation and distribution engineer", "score": 0.5273, "band": "medium", "summary": "Power generation and distribution engineer has some offset potential, but it depends on task redesign holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "A meaningful share of the work can likely be reorganized around AI rather than removed outright." ], "cautions": [ "Current demand support is thin, so offsets may take longer to show up." ], "components": { "demand_persistence": 0.3019, "transition_support": 0.5755, "reallocation_room": 0.6349, "mobility_friction": 0.0975 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "21415", "title": "Process engineer", "score": 0.6333, "band": "medium", "summary": "Process engineer has some offset potential, but it depends on task redesign holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "A meaningful share of the work can likely be reorganized around AI rather than removed outright." ], "cautions": [ "Credential or licensing barriers could make switching harder than the adjacent-role list suggests." ], "components": { "demand_persistence": 0.5619, "transition_support": 0.5945, "reallocation_room": 0.893, "mobility_friction": 0.65 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "21498", "title": "Procurement engineer", "score": 0.4836, "band": "medium", "summary": "Procurement engineer has some offset potential, but it depends on task redesign holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "A meaningful share of the work can likely be reorganized around AI rather than removed outright." ], "cautions": [ "Current demand support is thin, so offsets may take longer to show up.", "Credential or licensing barriers could make switching harder than the adjacent-role list suggests." ], "components": { "demand_persistence": 0.2824, "transition_support": 0.5463, "reallocation_room": 0.7435, "mobility_friction": 0.65 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "26541", "title": "Producer (stage, film, television, game, commercial, video and radio)", "score": 0.594, "band": "medium", "summary": "Producer (stage, film, television, game, commercial, video and radio) has some offset potential, but it depends on task redesign holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "A meaningful share of the work can likely be reorganized around AI rather than removed outright." ], "cautions": [ "Current demand support is thin, so offsets may take longer to show up." ], "components": { "demand_persistence": 0.3019, "transition_support": 0.5835, "reallocation_room": 0.8922, "mobility_friction": 0.0975 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "21632", "title": "Product and industrial designer", "score": 0.5472, "band": "medium", "summary": "Product and industrial designer has some offset potential, but it depends on task redesign holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "A meaningful share of the work can likely be reorganized around AI rather than removed outright." ], "cautions": [ "Current demand support is thin, so offsets may take longer to show up." ], "components": { "demand_persistence": 0.3019, "transition_support": 0.5726, "reallocation_room": 0.718, "mobility_friction": 0.0975 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "21412", "title": "Production engineer", "score": 0.6151, "band": "medium", "summary": "Production engineer has some offset potential, but it depends on task redesign holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "A meaningful share of the work can likely be reorganized around AI rather than removed outright." ], "cautions": [ "Credential or licensing barriers could make switching harder than the adjacent-role list suggests." ], "components": { "demand_persistence": 0.5119, "transition_support": 0.5923, "reallocation_room": 0.893, "mobility_friction": 0.65 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "22128", "title": "Psychiatrist", "score": 0.538, "band": "medium", "summary": "Psychiatrist has some offset potential, but it depends on task redesign holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "A meaningful share of the work can likely be reorganized around AI rather than removed outright." ], "cautions": [ "Current demand support is thin, so offsets may take longer to show up.", "Credential or licensing barriers could make switching harder than the adjacent-role list suggests." ], "components": { "demand_persistence": 0.2944, "transition_support": 0.5824, "reallocation_room": 0.901, "mobility_friction": 0.65 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "24320", "title": "Public relations/Corporate communications professional", "score": 0.4937, "band": "medium", "summary": "Public relations/Corporate communications professional has some offset potential, but it depends on task redesign holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "A meaningful share of the work can likely be reorganized around AI rather than removed outright." ], "cautions": [ "Current demand support is thin, so offsets may take longer to show up.", "Employer-side pressure is still elevated in nearby functions." ], "components": { "demand_persistence": 0.2524, "transition_support": 0.5848, "reallocation_room": 0.7016, "mobility_friction": 0.455 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "21414", "title": "Quality control/assurance engineer", "score": 0.6293, "band": "medium", "summary": "Quality control/assurance engineer has some offset potential, but it depends on task redesign holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "A meaningful share of the work can likely be reorganized around AI rather than removed outright." ], "cautions": [ "Credential or licensing barriers could make switching harder than the adjacent-role list suggests." ], "components": { "demand_persistence": 0.5619, "transition_support": 0.5922, "reallocation_room": 0.8801, "mobility_friction": 0.65 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "21494", "title": "Quantity surveyor", "score": 0.5017, "band": "medium", "summary": "Quantity surveyor has some offset potential, but it depends on task redesign holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "A meaningful share of the work can likely be reorganized around AI rather than removed outright." ], "cautions": [ "Current demand support is thin, so offsets may take longer to show up.", "Credential or licensing barriers could make switching harder than the adjacent-role list suggests." ], "components": { "demand_persistence": 0.3519, "transition_support": 0.5918, "reallocation_room": 0.6638, "mobility_friction": 0.65 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "22694", "title": "Radiation therapist", "score": 0.5865, "band": "medium", "summary": "Radiation therapist has some offset potential, but it depends on task redesign holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "A meaningful share of the work can likely be reorganized around AI rather than removed outright." ], "cautions": [ "Credential or licensing barriers could make switching harder than the adjacent-role list suggests." ], "components": { "demand_persistence": 0.5044, "transition_support": 0.5853, "reallocation_room": 0.7973, "mobility_friction": 0.65 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "22200", "title": "Registered nurse and other nursing professional (e.g. clinical nurse, nurse educator, excluding enrolled nurse)", "score": 0.669, "band": "medium", "summary": "Registered nurse and other nursing professional (e.g. clinical nurse, nurse educator, excluding enrolled nurse) has some offset potential, but it depends on task redesign holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "A meaningful share of the work can likely be reorganized around AI rather than removed outright." ], "cautions": [], "components": { "demand_persistence": 0.5544, "transition_support": 0.5486, "reallocation_room": 0.9226, "mobility_friction": 0.2025 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "24291", "title": "Research officer (non-statistical)", "score": 0.5208, "band": "medium", "summary": "Research officer (non-statistical) has some offset potential, but it depends on task redesign holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "A meaningful share of the work can likely be reorganized around AI rather than removed outright." ], "cautions": [ "Current demand support is thin, so offsets may take longer to show up.", "Employer-side pressure is still elevated in nearby functions." ], "components": { "demand_persistence": 0.2524, "transition_support": 0.5763, "reallocation_room": 0.7055, "mobility_friction": 0.1675 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "24315", "title": "Revenue specialist", "score": 0.5133, "band": "medium", "summary": "Revenue specialist has some offset potential, but it depends on task redesign holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "A meaningful share of the work can likely be reorganized around AI rather than removed outright." ], "cautions": [ "Current demand support is thin, so offsets may take longer to show up.", "Employer-side pressure is still elevated in nearby functions." ], "components": { "demand_persistence": 0.2524, "transition_support": 0.5852, "reallocation_room": 0.7798, "mobility_friction": 0.455 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "21475", "title": "Rolling stock engineer", "score": 0.5367, "band": "medium", "summary": "Rolling stock engineer has some offset potential, but it depends on task redesign holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "A meaningful share of the work can likely be reorganized around AI rather than removed outright." ], "cautions": [ "Current demand support is thin, so offsets may take longer to show up.", "Credential or licensing barriers could make switching harder than the adjacent-role list suggests." ], "components": { "demand_persistence": 0.3519, "transition_support": 0.5853, "reallocation_room": 0.8118, "mobility_friction": 0.65 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "24334", "title": "Sales professional (institutional sales of financial products)", "score": 0.5487, "band": "medium", "summary": "Sales professional (institutional sales of financial products) has some offset potential, but it depends on task redesign holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "A meaningful share of the work can likely be reorganized around AI rather than removed outright." ], "cautions": [ "Current demand support is thin, so offsets may take longer to show up." ], "components": { "demand_persistence": 0.3519, "transition_support": 0.5814, "reallocation_room": 0.7866, "mobility_friction": 0.455 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "26374", "title": "School counsellor", "score": 0.5991, "band": "medium", "summary": "School counsellor has some offset potential, but it depends on task redesign holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "A meaningful share of the work can likely be reorganized around AI rather than removed outright." ], "cautions": [ "Current demand support is thin, so offsets may take longer to show up." ], "components": { "demand_persistence": 0.3019, "transition_support": 0.5814, "reallocation_room": 0.9149, "mobility_friction": 0.0975 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "26412", "title": "Script writer and editor", "score": 0.4675, "band": "medium", "summary": "Script writer and editor has some offset potential, but it depends on transition pathways holding up in practice and on workers clearing the main switching frictions.", "strengths": [], "cautions": [ "Current demand support is thin, so offsets may take longer to show up." ], "components": { "demand_persistence": 0.3019, "transition_support": 0.6122, "reallocation_room": 0.3518, "mobility_friction": 0.0975 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "24151", "title": "Securities and finance broker", "score": 0.5802, "band": "medium", "summary": "Securities and finance broker has some offset potential, but it depends on transition pathways holding up in practice and on workers clearing the main switching frictions.", "strengths": [], "cautions": [ "Employer-side pressure is still elevated in nearby functions." ], "components": { "demand_persistence": 0.4624, "transition_support": 0.6009, "reallocation_room": 0.5914, "mobility_friction": 0.0975 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "24141", "title": "Securities and finance dealer", "score": 0.5025, "band": "medium", "summary": "Securities and finance dealer has some offset potential, but it depends on transition pathways holding up in practice and on workers clearing the main switching frictions.", "strengths": [], "cautions": [ "Current demand support is thin, so offsets may take longer to show up.", "Employer-side pressure is still elevated in nearby functions." ], "components": { "demand_persistence": 0.2524, "transition_support": 0.5897, "reallocation_room": 0.588, "mobility_friction": 0.0975 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "25243", "title": "Security operations specialist", "score": 0.5847, "band": "medium", "summary": "Security operations specialist has some offset potential, but it depends on transition pathways holding up in practice and on workers clearing the main switching frictions.", "strengths": [], "cautions": [], "components": { "demand_persistence": 0.5424, "transition_support": 0.5923, "reallocation_room": 0.5218, "mobility_friction": 0.1325 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "21523", "title": "Semi-conductor engineer", "score": 0.6154, "band": "medium", "summary": "Semi-conductor engineer has some offset potential, but it depends on task redesign holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "A meaningful share of the work can likely be reorganized around AI rather than removed outright." ], "cautions": [], "components": { "demand_persistence": 0.5119, "transition_support": 0.5986, "reallocation_room": 0.6657, "mobility_friction": 0.0975 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "21670", "title": "Service designer", "score": 0.5058, "band": "medium", "summary": "Service designer has some offset potential, but it depends on transition pathways holding up in practice and on workers clearing the main switching frictions.", "strengths": [], "cautions": [ "Current demand support is thin, so offsets may take longer to show up." ], "components": { "demand_persistence": 0.3019, "transition_support": 0.5716, "reallocation_room": 0.5536, "mobility_friction": 0.0975 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "24362", "title": "Ship broker (e.g. charter or sales & purchase)", "score": 0.503, "band": "medium", "summary": "Ship broker (e.g. charter or sales & purchase) has some offset potential, but it depends on task redesign holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "A meaningful share of the work can likely be reorganized around AI rather than removed outright." ], "cautions": [ "Current demand support is thin, so offsets may take longer to show up." ], "components": { "demand_persistence": 0.3019, "transition_support": 0.5772, "reallocation_room": 0.6787, "mobility_friction": 0.455 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "24353", "title": "Ship charterer", "score": 0.4788, "band": "medium", "summary": "Ship charterer has some offset potential, but it depends on task redesign holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "A meaningful share of the work can likely be reorganized around AI rather than removed outright." ], "cautions": [ "Current demand support is thin, so offsets may take longer to show up.", "Employer-side pressure is still elevated in nearby functions." ], "components": { "demand_persistence": 0.2524, "transition_support": 0.5931, "reallocation_room": 0.6322, "mobility_friction": 0.455 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "26322", "title": "Social science researcher", "score": 0.5999, "band": "medium", "summary": "Social science researcher has some offset potential, but it depends on task redesign holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "A meaningful share of the work can likely be reorganized around AI rather than removed outright." ], "cautions": [ "Current demand support is thin, so offsets may take longer to show up." ], "components": { "demand_persistence": 0.3019, "transition_support": 0.5695, "reallocation_room": 0.9465, "mobility_friction": 0.1325 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "26351", "title": "Social worker (general)", "score": 0.6154, "band": "medium", "summary": "Social worker (general) has some offset potential, but it depends on task redesign holding up in practice and on workers clearing the main switching frictions.", "strengths": [], "cautions": [], "components": { "demand_persistence": 0.5619, "transition_support": 0.5796, "reallocation_room": 0.6186, "mobility_friction": 0.0975 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "25121", "title": "Software developer", "score": 0.6255, "band": "medium", "summary": "Software developer has some offset potential, but it depends on demand holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "Demand still persists through current labour or hiring signals." ], "cautions": [], "components": { "demand_persistence": 0.7194, "transition_support": 0.588, "reallocation_room": 0.4562, "mobility_friction": 0.1675 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "22662", "title": "Speech therapist", "score": 0.4933, "band": "medium", "summary": "Speech therapist has some offset potential, but it depends on task redesign holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "A meaningful share of the work can likely be reorganized around AI rather than removed outright." ], "cautions": [ "Current demand support is thin, so offsets may take longer to show up.", "Credential or licensing barriers could make switching harder than the adjacent-role list suggests." ], "components": { "demand_persistence": 0.2944, "transition_support": 0.5803, "reallocation_room": 0.7246, "mobility_friction": 0.65 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "21231", "title": "Statistical officer/Data analyst", "score": 0.4851, "band": "medium", "summary": "Statistical officer/Data analyst has some offset potential, but it depends on transition pathways holding up in practice and on workers clearing the main switching frictions.", "strengths": [], "cautions": [ "Current demand support is thin, so offsets may take longer to show up." ], "components": { "demand_persistence": 0.3019, "transition_support": 0.6179, "reallocation_room": 0.4153, "mobility_friction": 0.0975 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "21221", "title": "Statistician", "score": 0.5497, "band": "medium", "summary": "Statistician has some offset potential, but it depends on transition pathways holding up in practice and on workers clearing the main switching frictions.", "strengths": [], "cautions": [], "components": { "demand_persistence": 0.5119, "transition_support": 0.6194, "reallocation_room": 0.3921, "mobility_friction": 0.1325 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "25111", "title": "Systems designer/analyst", "score": 0.5304, "band": "medium", "summary": "Systems designer/analyst has some offset potential, but it depends on task redesign holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "A meaningful share of the work can likely be reorganized around AI rather than removed outright." ], "cautions": [ "Current demand support is thin, so offsets may take longer to show up." ], "components": { "demand_persistence": 0.3019, "transition_support": 0.5856, "reallocation_room": 0.6354, "mobility_friction": 0.0975 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "24113", "title": "Tax accountant", "score": 0.6385, "band": "medium", "summary": "Tax accountant has some offset potential, but it depends on demand holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "Demand still persists through current labour or hiring signals." ], "cautions": [], "components": { "demand_persistence": 0.6389, "transition_support": 0.5902, "reallocation_room": 0.5903, "mobility_friction": 0.0975 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "23103", "title": "Teaching assistant/Tutor in university", "score": 0.5594, "band": "medium", "summary": "Teaching assistant/Tutor in university has some offset potential, but it depends on task redesign holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "A meaningful share of the work can likely be reorganized around AI rather than removed outright." ], "cautions": [ "Current demand support is thin, so offsets may take longer to show up." ], "components": { "demand_persistence": 0.2944, "transition_support": 0.5578, "reallocation_room": 0.8093, "mobility_friction": 0.1325 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "24331", "title": "Technical sales professional", "score": 0.5471, "band": "medium", "summary": "Technical sales professional has some offset potential, but it depends on task redesign holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "A meaningful share of the work can likely be reorganized around AI rather than removed outright." ], "cautions": [ "Current demand support is thin, so offsets may take longer to show up." ], "components": { "demand_persistence": 0.3519, "transition_support": 0.5958, "reallocation_room": 0.7627, "mobility_friction": 0.455 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "26414", "title": "Technical writer", "score": 0.4676, "band": "medium", "summary": "Technical writer has some offset potential, but it depends on transition pathways holding up in practice and on workers clearing the main switching frictions.", "strengths": [], "cautions": [ "Current demand support is thin, so offsets may take longer to show up." ], "components": { "demand_persistence": 0.3019, "transition_support": 0.6119, "reallocation_room": 0.3525, "mobility_friction": 0.0975 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "23300", "title": "Technical/Vocational/Commercial education institute teacher and trainer", "score": 0.5576, "band": "medium", "summary": "Technical/Vocational/Commercial education institute teacher and trainer has some offset potential, but it depends on task redesign holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "A meaningful share of the work can likely be reorganized around AI rather than removed outright." ], "cautions": [ "Current demand support is thin, so offsets may take longer to show up." ], "components": { "demand_persistence": 0.2944, "transition_support": 0.5465, "reallocation_room": 0.8153, "mobility_friction": 0.1325 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "21532", "title": "Telecommunications engineer", "score": 0.479, "band": "medium", "summary": "Telecommunications engineer has some offset potential, but it depends on transition pathways holding up in practice and on workers clearing the main switching frictions.", "strengths": [], "cautions": [ "Current demand support is thin, so offsets may take longer to show up." ], "components": { "demand_persistence": 0.3019, "transition_support": 0.6179, "reallocation_room": 0.391, "mobility_friction": 0.0975 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "24361", "title": "Trade broker", "score": 0.4889, "band": "medium", "summary": "Trade broker has some offset potential, but it depends on task redesign holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "A meaningful share of the work can likely be reorganized around AI rather than removed outright." ], "cautions": [ "Current demand support is thin, so offsets may take longer to show up.", "Employer-side pressure is still elevated in nearby functions." ], "components": { "demand_persistence": 0.2524, "transition_support": 0.5837, "reallocation_room": 0.6839, "mobility_friction": 0.455 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "22301", "title": "Traditional Chinese medicine practitioner", "score": 0.5336, "band": "medium", "summary": "Traditional Chinese medicine practitioner has some offset potential, but it depends on task redesign holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "A meaningful share of the work can likely be reorganized around AI rather than removed outright." ], "cautions": [ "Current demand support is thin, so offsets may take longer to show up.", "Credential or licensing barriers could make switching harder than the adjacent-role list suggests." ], "components": { "demand_persistence": 0.2944, "transition_support": 0.5592, "reallocation_room": 0.9114, "mobility_friction": 0.65 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "24240", "title": "Training and staff development professional", "score": 0.4839, "band": "medium", "summary": "Training and staff development professional has some offset potential, but it depends on transition pathways holding up in practice and on workers clearing the main switching frictions.", "strengths": [], "cautions": [ "Current demand support is thin, so offsets may take longer to show up.", "Employer-side pressure is still elevated in nearby functions." ], "components": { "demand_persistence": 0.2524, "transition_support": 0.5901, "reallocation_room": 0.5412, "mobility_friction": 0.1675 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "26431", "title": "Translator", "score": 0.5165, "band": "medium", "summary": "Translator has some offset potential, but it depends on transition pathways holding up in practice and on workers clearing the main switching frictions.", "strengths": [], "cautions": [ "Current demand support is thin, so offsets may take longer to show up." ], "components": { "demand_persistence": 0.3019, "transition_support": 0.5952, "reallocation_room": 0.582, "mobility_friction": 0.1325 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "24134", "title": "Treasury manager", "score": 0.6117, "band": "medium", "summary": "Treasury manager has some offset potential, but it depends on transition pathways holding up in practice and on workers clearing the main switching frictions.", "strengths": [], "cautions": [ "Employer-side pressure is still elevated in nearby functions." ], "components": { "demand_persistence": 0.5894, "transition_support": 0.5958, "reallocation_room": 0.5455, "mobility_friction": 0.0975 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "23101", "title": "University lecturer", "score": 0.5303, "band": "medium", "summary": "University lecturer has some offset potential, but it depends on task redesign holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "A meaningful share of the work can likely be reorganized around AI rather than removed outright." ], "cautions": [ "Current demand support is thin, so offsets may take longer to show up." ], "components": { "demand_persistence": 0.2944, "transition_support": 0.5377, "reallocation_room": 0.7167, "mobility_friction": 0.1325 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "21641", "title": "Urban planner", "score": 0.5236, "band": "medium", "summary": "Urban planner has some offset potential, but it depends on task redesign holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "A meaningful share of the work can likely be reorganized around AI rather than removed outright." ], "cautions": [ "Current demand support is thin, so offsets may take longer to show up." ], "components": { "demand_persistence": 0.3019, "transition_support": 0.5754, "reallocation_room": 0.6203, "mobility_friction": 0.0975 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "22138", "title": "Urologist", "score": 0.4645, "band": "medium", "summary": "Urologist has some offset potential, but it depends on task redesign holding up in practice and on workers clearing the main switching frictions.", "strengths": [], "cautions": [ "Current demand support is thin, so offsets may take longer to show up.", "Credential or licensing barriers could make switching harder than the adjacent-role list suggests." ], "components": { "demand_persistence": 0.2944, "transition_support": 0.5745, "reallocation_room": 0.6167, "mobility_friction": 0.65 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "22500", "title": "Veterinarian", "score": 0.5304, "band": "medium", "summary": "Veterinarian has some offset potential, but it depends on task redesign holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "A meaningful share of the work can likely be reorganized around AI rather than removed outright." ], "cautions": [ "Current demand support is thin, so offsets may take longer to show up.", "Credential or licensing barriers could make switching harder than the adjacent-role list suggests." ], "components": { "demand_persistence": 0.2944, "transition_support": 0.553, "reallocation_room": 0.906, "mobility_friction": 0.65 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "25122", "title": "Web and mobile applications developer", "score": 0.5717, "band": "medium", "summary": "Web and mobile applications developer has some offset potential, but it depends on transition pathways holding up in practice and on workers clearing the main switching frictions.", "strengths": [], "cautions": [], "components": { "demand_persistence": 0.5694, "transition_support": 0.5994, "reallocation_room": 0.4236, "mobility_friction": 0.1325 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "33392", "title": "Advertising salesman", "score": 0.5183, "band": "medium", "summary": "Advertising salesman has some offset potential, but it depends on task redesign holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "A meaningful share of the work can likely be reorganized around AI rather than removed outright." ], "cautions": [ "Current demand support is thin, so offsets may take longer to show up." ], "components": { "demand_persistence": 0.2911, "transition_support": 0.5549, "reallocation_room": 0.6387, "mobility_friction": 0.0975 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "31211", "title": "Aeronautical engineering technician", "score": 0.5015, "band": "medium", "summary": "Aeronautical engineering technician has some offset potential, but it depends on transition pathways holding up in practice and on workers clearing the main switching frictions.", "strengths": [], "cautions": [ "Current demand support is thin, so offsets may take longer to show up." ], "components": { "demand_persistence": 0.2911, "transition_support": 0.5697, "reallocation_room": 0.5537, "mobility_friction": 0.0975 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "33222", "title": "After sales adviser/Client account service executive", "score": 0.5234, "band": "medium", "summary": "After sales adviser/Client account service executive has some offset potential, but it depends on task redesign holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "A meaningful share of the work can likely be reorganized around AI rather than removed outright." ], "cautions": [ "Current demand support is thin, so offsets may take longer to show up." ], "components": { "demand_persistence": 0.3911, "transition_support": 0.5705, "reallocation_room": 0.6433, "mobility_friction": 0.455 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "31594", "title": "Air cargo officer", "score": 0.5123, "band": "medium", "summary": "Air cargo officer has some offset potential, but it depends on task redesign holding up in practice and on workers clearing the main switching frictions.", "strengths": [], "cautions": [ "Current demand support is thin, so offsets may take longer to show up." ], "components": { "demand_persistence": 0.2911, "transition_support": 0.5693, "reallocation_room": 0.5975, "mobility_friction": 0.0975 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "33611", "title": "Air transport equipment project executive", "score": 0.5032, "band": "medium", "summary": "Air transport equipment project executive has some offset potential, but it depends on task redesign holding up in practice and on workers clearing the main switching frictions.", "strengths": [], "cautions": [ "Current demand support is thin, so offsets may take longer to show up." ], "components": { "demand_persistence": 0.2911, "transition_support": 0.5589, "reallocation_room": 0.5734, "mobility_friction": 0.0975 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "31571", "title": "Air transport service supervisor", "score": 0.5373, "band": "medium", "summary": "Air transport service supervisor has some offset potential, but it depends on task redesign holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "A meaningful share of the work can likely be reorganized around AI rather than removed outright." ], "cautions": [ "Current demand support is thin, so offsets may take longer to show up." ], "components": { "demand_persistence": 0.2911, "transition_support": 0.5524, "reallocation_room": 0.7177, "mobility_friction": 0.0975 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "31152", "title": "Air-conditioning/Refrigeration engineering technician", "score": 0.4945, "band": "medium", "summary": "Air-conditioning/Refrigeration engineering technician has some offset potential, but it depends on transition pathways holding up in practice and on workers clearing the main switching frictions.", "strengths": [], "cautions": [ "Current demand support is thin, so offsets may take longer to show up." ], "components": { "demand_persistence": 0.2911, "transition_support": 0.5663, "reallocation_room": 0.53, "mobility_friction": 0.0975 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "33151", "title": "Appraiser/Valuer (excluding intangible asset valuer)", "score": 0.4709, "band": "medium", "summary": "Appraiser/Valuer (excluding intangible asset valuer) has some offset potential, but it depends on transition pathways holding up in practice and on workers clearing the main switching frictions.", "strengths": [], "cautions": [ "Current demand support is thin, so offsets may take longer to show up." ], "components": { "demand_persistence": 0.2911, "transition_support": 0.5812, "reallocation_room": 0.4176, "mobility_friction": 0.0975 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "31184", "title": "Architectural draughtsman", "score": 0.4904, "band": "medium", "summary": "Architectural draughtsman has some offset potential, but it depends on task redesign holding up in practice and on workers clearing the main switching frictions.", "strengths": [], "cautions": [ "Current demand support is thin, so offsets may take longer to show up." ], "components": { "demand_persistence": 0.2911, "transition_support": 0.5301, "reallocation_room": 0.5989, "mobility_friction": 0.2025 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "36202", "title": "Art and craft instructor (extracurriculum)", "score": 0.4526, "band": "medium", "summary": "Art and craft instructor (extracurriculum) has some offset potential, but it depends on transition pathways holding up in practice and on workers clearing the main switching frictions.", "strengths": [], "cautions": [ "Current demand support is thin, so offsets may take longer to show up." ], "components": { "demand_persistence": 0.2836, "transition_support": 0.5942, "reallocation_room": 0.3395, "mobility_friction": 0.0975 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "33152", "title": "Assessor", "score": 0.466, "band": "medium", "summary": "Assessor has some offset potential, but it depends on transition pathways holding up in practice and on workers clearing the main switching frictions.", "strengths": [], "cautions": [ "Current demand support is thin, so offsets may take longer to show up." ], "components": { "demand_persistence": 0.2911, "transition_support": 0.5878, "reallocation_room": 0.3903, "mobility_friction": 0.0975 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "33131", "title": "Assistant accountant", "score": 0.4713, "band": "medium", "summary": "Assistant accountant has some offset potential, but it depends on transition pathways holding up in practice and on workers clearing the main switching frictions.", "strengths": [], "cautions": [ "Current demand support is thin, so offsets may take longer to show up." ], "components": { "demand_persistence": 0.2911, "transition_support": 0.573, "reallocation_room": 0.443, "mobility_friction": 0.1325 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "31001", "title": "Assistant civil and structural engineer", "score": 0.513, "band": "medium", "summary": "Assistant civil and structural engineer has some offset potential, but it depends on transition pathways holding up in practice and on workers clearing the main switching frictions.", "strengths": [], "cautions": [ "Current demand support is thin, so offsets may take longer to show up." ], "components": { "demand_persistence": 0.3411, "transition_support": 0.5777, "reallocation_room": 0.5204, "mobility_friction": 0.0975 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "31002", "title": "Assistant electrical engineer", "score": 0.5019, "band": "medium", "summary": "Assistant electrical engineer has some offset potential, but it depends on transition pathways holding up in practice and on workers clearing the main switching frictions.", "strengths": [], "cautions": [ "Current demand support is thin, so offsets may take longer to show up." ], "components": { "demand_persistence": 0.2911, "transition_support": 0.5737, "reallocation_room": 0.5506, "mobility_friction": 0.0975 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "31003", "title": "Assistant electronics engineer", "score": 0.5036, "band": "medium", "summary": "Assistant electronics engineer has some offset potential, but it depends on transition pathways holding up in practice and on workers clearing the main switching frictions.", "strengths": [], "cautions": [ "Current demand support is thin, so offsets may take longer to show up." ], "components": { "demand_persistence": 0.2911, "transition_support": 0.5734, "reallocation_room": 0.5575, "mobility_friction": 0.0975 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "31006", "title": "Assistant manufacturing engineer", "score": 0.4961, "band": "medium", "summary": "Assistant manufacturing engineer has some offset potential, but it depends on transition pathways holding up in practice and on workers clearing the main switching frictions.", "strengths": [], "cautions": [ "Current demand support is thin, so offsets may take longer to show up." ], "components": { "demand_persistence": 0.2911, "transition_support": 0.5785, "reallocation_room": 0.5217, "mobility_friction": 0.0975 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "31004", "title": "Assistant mechanical engineer", "score": 0.4948, "band": "medium", "summary": "Assistant mechanical engineer has some offset potential, but it depends on transition pathways holding up in practice and on workers clearing the main switching frictions.", "strengths": [], "cautions": [ "Current demand support is thin, so offsets may take longer to show up." ], "components": { "demand_persistence": 0.2911, "transition_support": 0.5802, "reallocation_room": 0.5144, "mobility_friction": 0.0975 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "34210", "title": "Athlete/Sportsman", "score": 0.5217, "band": "medium", "summary": "Athlete/Sportsman has some offset potential, but it depends on task redesign holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "A meaningful share of the work can likely be reorganized around AI rather than removed outright." ], "cautions": [ "Current demand support is thin, so offsets may take longer to show up." ], "components": { "demand_persistence": 0.2911, "transition_support": 0.5563, "reallocation_room": 0.6647, "mobility_friction": 0.1325 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "31143", "title": "Audio and video equipment technician", "score": 0.4978, "band": "medium", "summary": "Audio and video equipment technician has some offset potential, but it depends on transition pathways holding up in practice and on workers clearing the main switching frictions.", "strengths": [], "cautions": [ "Current demand support is thin, so offsets may take longer to show up." ], "components": { "demand_persistence": 0.2911, "transition_support": 0.5797, "reallocation_room": 0.5269, "mobility_friction": 0.0975 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "33132", "title": "Audit associate professional", "score": 0.4799, "band": "medium", "summary": "Audit associate professional has some offset potential, but it depends on transition pathways holding up in practice and on workers clearing the main switching frictions.", "strengths": [], "cautions": [ "Current demand support is thin, so offsets may take longer to show up." ], "components": { "demand_persistence": 0.2911, "transition_support": 0.5891, "reallocation_room": 0.4441, "mobility_friction": 0.0975 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "31174", "title": "Automation technician", "score": 0.4477, "band": "medium", "summary": "Automation technician has some offset potential, but it depends on transition pathways holding up in practice and on workers clearing the main switching frictions.", "strengths": [], "cautions": [ "Current demand support is thin, so offsets may take longer to show up." ], "components": { "demand_persistence": 0.2911, "transition_support": 0.5755, "reallocation_room": 0.3315, "mobility_friction": 0.0975 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "31212", "title": "Automotive engineering technician", "score": 0.5062, "band": "medium", "summary": "Automotive engineering technician has some offset potential, but it depends on transition pathways holding up in practice and on workers clearing the main switching frictions.", "strengths": [], "cautions": [ "Current demand support is thin, so offsets may take longer to show up." ], "components": { "demand_persistence": 0.2911, "transition_support": 0.5814, "reallocation_room": 0.5587, "mobility_friction": 0.0975 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "31122", "title": "Building technician", "score": 0.4862, "band": "medium", "summary": "Building technician has some offset potential, but it depends on transition pathways holding up in practice and on workers clearing the main switching frictions.", "strengths": [], "cautions": [ "Current demand support is thin, so offsets may take longer to show up." ], "components": { "demand_persistence": 0.2911, "transition_support": 0.5756, "reallocation_room": 0.4854, "mobility_friction": 0.0975 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "33221", "title": "Business development executive", "score": 0.497, "band": "medium", "summary": "Business development executive has some offset potential, but it depends on task redesign holding up in practice and on workers clearing the main switching frictions.", "strengths": [], "cautions": [ "Current demand support is thin, so offsets may take longer to show up." ], "components": { "demand_persistence": 0.3411, "transition_support": 0.5764, "reallocation_room": 0.6009, "mobility_friction": 0.455 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "33231", "title": "Buyer", "score": 0.4869, "band": "medium", "summary": "Buyer has some offset potential, but it depends on task redesign holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "A meaningful share of the work can likely be reorganized around AI rather than removed outright." ], "cautions": [ "Current demand support is thin, so offsets may take longer to show up." ], "components": { "demand_persistence": 0.2911, "transition_support": 0.5641, "reallocation_room": 0.6449, "mobility_friction": 0.455 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "34341", "title": "Chef", "score": 0.4969, "band": "medium", "summary": "Chef has some offset potential, but it depends on task redesign holding up in practice and on workers clearing the main switching frictions.", "strengths": [], "cautions": [ "Current demand support is thin, so offsets may take longer to show up." ], "components": { "demand_persistence": 0.2836, "transition_support": 0.545, "reallocation_room": 0.5896, "mobility_friction": 0.1325 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "31161", "title": "Chemical engineering technician", "score": 0.4667, "band": "medium", "summary": "Chemical engineering technician has some offset potential, but it depends on transition pathways holding up in practice and on workers clearing the main switching frictions.", "strengths": [], "cautions": [ "Current demand support is thin, so offsets may take longer to show up." ], "components": { "demand_persistence": 0.2911, "transition_support": 0.5707, "reallocation_room": 0.4132, "mobility_friction": 0.0975 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "31163", "title": "Chemical engineering technician (petrochemicals)", "score": 0.4651, "band": "medium", "summary": "Chemical engineering technician (petrochemicals) has some offset potential, but it depends on transition pathways holding up in practice and on workers clearing the main switching frictions.", "strengths": [], "cautions": [ "Current demand support is thin, so offsets may take longer to show up." ], "components": { "demand_persistence": 0.2911, "transition_support": 0.5637, "reallocation_room": 0.4155, "mobility_friction": 0.0975 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "31111", "title": "Chemistry technician", "score": 0.4965, "band": "medium", "summary": "Chemistry technician has some offset potential, but it depends on transition pathways holding up in practice and on workers clearing the main switching frictions.", "strengths": [], "cautions": [ "Current demand support is thin, so offsets may take longer to show up." ], "components": { "demand_persistence": 0.2911, "transition_support": 0.5771, "reallocation_room": 0.5249, "mobility_friction": 0.0975 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "31121", "title": "Civil engineering technician", "score": 0.5374, "band": "medium", "summary": "Civil engineering technician has some offset potential, but it depends on task redesign holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "A meaningful share of the work can likely be reorganized around AI rather than removed outright." ], "cautions": [ "Current demand support is thin, so offsets may take longer to show up." ], "components": { "demand_persistence": 0.2911, "transition_support": 0.5674, "reallocation_room": 0.7003, "mobility_friction": 0.0975 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "31183", "title": "Civil/Structural engineering draughtsman", "score": 0.5129, "band": "medium", "summary": "Civil/Structural engineering draughtsman has some offset potential, but it depends on task redesign holding up in practice and on workers clearing the main switching frictions.", "strengths": [], "cautions": [ "Current demand support is thin, so offsets may take longer to show up." ], "components": { "demand_persistence": 0.2911, "transition_support": 0.5763, "reallocation_room": 0.5916, "mobility_friction": 0.0975 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "33311", "title": "Clearing and forwarding agent", "score": 0.4026, "band": "low", "summary": "Clearing and forwarding agent has limited offset support right now. The model still sees fewer clear pathways for demand persistence, role redesign, or quick redeployment.", "strengths": [], "cautions": [ "Current demand support is thin, so offsets may take longer to show up." ], "components": { "demand_persistence": 0.2911, "transition_support": 0.6011, "reallocation_room": 0.2048, "mobility_friction": 0.3075 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "31412", "title": "Clinical research coordinator", "score": 0.4744, "band": "medium", "summary": "Clinical research coordinator has some offset potential, but it depends on transition pathways holding up in practice and on workers clearing the main switching frictions.", "strengths": [], "cautions": [ "Current demand support is thin, so offsets may take longer to show up." ], "components": { "demand_persistence": 0.2911, "transition_support": 0.558, "reallocation_room": 0.4876, "mobility_friction": 0.1675 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "32530", "title": "Community health worker", "score": 0.4784, "band": "medium", "summary": "Community health worker has some offset potential, but it depends on transition pathways holding up in practice and on workers clearing the main switching frictions.", "strengths": [], "cautions": [ "Current demand support is thin, so offsets may take longer to show up." ], "components": { "demand_persistence": 0.2836, "transition_support": 0.5642, "reallocation_room": 0.4785, "mobility_friction": 0.0975 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "35110", "title": "Computer systems operator", "score": 0.4653, "band": "medium", "summary": "Computer systems operator has some offset potential, but it depends on transition pathways holding up in practice and on workers clearing the main switching frictions.", "strengths": [], "cautions": [ "Current demand support is thin, so offsets may take longer to show up." ], "components": { "demand_persistence": 0.2911, "transition_support": 0.5698, "reallocation_room": 0.4227, "mobility_friction": 0.1325 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "33493", "title": "Crewing executive (ship)", "score": 0.4818, "band": "medium", "summary": "Crewing executive (ship) has some offset potential, but it depends on transition pathways holding up in practice and on workers clearing the main switching frictions.", "strengths": [], "cautions": [ "Current demand support is thin, so offsets may take longer to show up." ], "components": { "demand_persistence": 0.2911, "transition_support": 0.5646, "reallocation_room": 0.4953, "mobility_friction": 0.1325 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "32143", "title": "Dental technician", "score": 0.5328, "band": "medium", "summary": "Dental technician has some offset potential, but it depends on task redesign holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "A meaningful share of the work can likely be reorganized around AI rather than removed outright." ], "cautions": [ "Current demand support is thin, so offsets may take longer to show up." ], "components": { "demand_persistence": 0.2836, "transition_support": 0.559, "reallocation_room": 0.7305, "mobility_friction": 0.1675 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "31131", "title": "Electrical engineering technician", "score": 0.4848, "band": "medium", "summary": "Electrical engineering technician has some offset potential, but it depends on transition pathways holding up in practice and on workers clearing the main switching frictions.", "strengths": [], "cautions": [ "Current demand support is thin, so offsets may take longer to show up." ], "components": { "demand_persistence": 0.2911, "transition_support": 0.5691, "reallocation_room": 0.4879, "mobility_friction": 0.0975 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "31182", "title": "Electrical/Electronics draughtsman", "score": 0.5213, "band": "medium", "summary": "Electrical/Electronics draughtsman has some offset potential, but it depends on task redesign holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "A meaningful share of the work can likely be reorganized around AI rather than removed outright." ], "cautions": [ "Current demand support is thin, so offsets may take longer to show up." ], "components": { "demand_persistence": 0.2911, "transition_support": 0.5739, "reallocation_room": 0.6282, "mobility_friction": 0.0975 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "31141", "title": "Electronics engineering technician", "score": 0.4958, "band": "medium", "summary": "Electronics engineering technician has some offset potential, but it depends on transition pathways holding up in practice and on workers clearing the main switching frictions.", "strengths": [], "cautions": [ "Current demand support is thin, so offsets may take longer to show up." ], "components": { "demand_persistence": 0.2911, "transition_support": 0.578, "reallocation_room": 0.5209, "mobility_friction": 0.0975 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "33330", "title": "Employment agent/Labour contractor", "score": 0.4423, "band": "medium", "summary": "Employment agent/Labour contractor has some offset potential, but it depends on transition pathways holding up in practice and on workers clearing the main switching frictions.", "strengths": [], "cautions": [ "Current demand support is thin, so offsets may take longer to show up." ], "components": { "demand_persistence": 0.2911, "transition_support": 0.5897, "reallocation_room": 0.3349, "mobility_friction": 0.2025 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "32200", "title": "Enrolled/Assistant nurse (excluding registered nurse)", "score": 0.5284, "band": "medium", "summary": "Enrolled/Assistant nurse (excluding registered nurse) has some offset potential, but it depends on task redesign holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "A meaningful share of the work can likely be reorganized around AI rather than removed outright." ], "cautions": [ "Current demand support is thin, so offsets may take longer to show up." ], "components": { "demand_persistence": 0.2836, "transition_support": 0.551, "reallocation_room": 0.6945, "mobility_friction": 0.0975 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "32571", "title": "Environmental inspector (environmental public health)", "score": 0.4946, "band": "medium", "summary": "Environmental inspector (environmental public health) has some offset potential, but it depends on transition pathways holding up in practice and on workers clearing the main switching frictions.", "strengths": [], "cautions": [ "Current demand support is thin, so offsets may take longer to show up." ], "components": { "demand_persistence": 0.2836, "transition_support": 0.5601, "reallocation_room": 0.5482, "mobility_friction": 0.0975 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "33320", "title": "Exhibition/Conference/Event planner (including wedding planner/coordinator)", "score": 0.524, "band": "medium", "summary": "Exhibition/Conference/Event planner (including wedding planner/coordinator) has some offset potential, but it depends on task redesign holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "A meaningful share of the work can likely be reorganized around AI rather than removed outright." ], "cautions": [ "Current demand support is thin, so offsets may take longer to show up." ], "components": { "demand_persistence": 0.2911, "transition_support": 0.5774, "reallocation_room": 0.6347, "mobility_friction": 0.0975 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "33121", "title": "Financial markets back office administrator", "score": 0.4705, "band": "medium", "summary": "Financial markets back office administrator has some offset potential, but it depends on transition pathways holding up in practice and on workers clearing the main switching frictions.", "strengths": [], "cautions": [ "Current demand support is thin, so offsets may take longer to show up." ], "components": { "demand_persistence": 0.3411, "transition_support": 0.5641, "reallocation_room": 0.3804, "mobility_friction": 0.1325 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "31711", "title": "Fire and safety inspector", "score": 0.5278, "band": "medium", "summary": "Fire and safety inspector has some offset potential, but it depends on task redesign holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "A meaningful share of the work can likely be reorganized around AI rather than removed outright." ], "cautions": [ "Current demand support is thin, so offsets may take longer to show up." ], "components": { "demand_persistence": 0.2911, "transition_support": 0.5513, "reallocation_room": 0.6812, "mobility_friction": 0.0975 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "31593", "title": "Flight operations officer", "score": 0.5171, "band": "medium", "summary": "Flight operations officer has some offset potential, but it depends on task redesign holding up in practice and on workers clearing the main switching frictions.", "strengths": [], "cautions": [ "Current demand support is thin, so offsets may take longer to show up." ], "components": { "demand_persistence": 0.2911, "transition_support": 0.5722, "reallocation_room": 0.6132, "mobility_friction": 0.0975 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "31522", "title": "Harbour pilot", "score": 0.5009, "band": "medium", "summary": "Harbour pilot has some offset potential, but it depends on task redesign holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "A meaningful share of the work can likely be reorganized around AI rather than removed outright." ], "cautions": [ "Current demand support is thin, so offsets may take longer to show up." ], "components": { "demand_persistence": 0.2911, "transition_support": 0.525, "reallocation_room": 0.633, "mobility_friction": 0.1675 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "36203", "title": "Information technology trainer (extracurriculum)", "score": 0.5111, "band": "medium", "summary": "Information technology trainer (extracurriculum) has some offset potential, but it depends on task redesign holding up in practice and on workers clearing the main switching frictions.", "strengths": [], "cautions": [ "Current demand support is thin, so offsets may take longer to show up." ], "components": { "demand_persistence": 0.2836, "transition_support": 0.5725, "reallocation_room": 0.5992, "mobility_friction": 0.0975 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "31144", "title": "Instrumentation technician", "score": 0.495, "band": "medium", "summary": "Instrumentation technician has some offset potential, but it depends on transition pathways holding up in practice and on workers clearing the main switching frictions.", "strengths": [], "cautions": [ "Current demand support is thin, so offsets may take longer to show up." ], "components": { "demand_persistence": 0.2911, "transition_support": 0.5775, "reallocation_room": 0.5185, "mobility_friction": 0.0975 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "33211", "title": "Insurance sales agent/broker (including independent financial planner)", "score": 0.4249, "band": "medium", "summary": "Insurance sales agent/broker (including independent financial planner) has some offset potential, but it depends on transition pathways holding up in practice and on workers clearing the main switching frictions.", "strengths": [], "cautions": [ "Credential or licensing barriers could make switching harder than the adjacent-role list suggests." ], "components": { "demand_persistence": 0.4411, "transition_support": 0.5815, "reallocation_room": 0.2083, "mobility_friction": 0.56 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "34321", "title": "Interior designer", "score": 0.4208, "band": "medium", "summary": "Interior designer has some offset potential, but it depends on transition pathways holding up in practice and on workers clearing the main switching frictions.", "strengths": [], "cautions": [ "Current demand support is thin, so offsets may take longer to show up." ], "components": { "demand_persistence": 0.2911, "transition_support": 0.5351, "reallocation_room": 0.3146, "mobility_friction": 0.2025 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "33393", "title": "International market agent/representative (e.g. junket operator)", "score": 0.549, "band": "medium", "summary": "International market agent/representative (e.g. junket operator) has some offset potential, but it depends on task redesign holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "A meaningful share of the work can likely be reorganized around AI rather than removed outright." ], "cautions": [ "Current demand support is thin, so offsets may take longer to show up." ], "components": { "demand_persistence": 0.2911, "transition_support": 0.5633, "reallocation_room": 0.7513, "mobility_friction": 0.0975 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "35121", "title": "IT Infrastructure technician", "score": 0.4545, "band": "medium", "summary": "IT Infrastructure technician has some offset potential, but it depends on transition pathways holding up in practice and on workers clearing the main switching frictions.", "strengths": [], "cautions": [ "Current demand support is thin, so offsets may take longer to show up." ], "components": { "demand_persistence": 0.3411, "transition_support": 0.5886, "reallocation_room": 0.2732, "mobility_friction": 0.0975 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "35122", "title": "IT security technician", "score": 0.4841, "band": "medium", "summary": "IT security technician has some offset potential, but it depends on transition pathways holding up in practice and on workers clearing the main switching frictions.", "strengths": [], "cautions": [ "Current demand support is thin, so offsets may take longer to show up." ], "components": { "demand_persistence": 0.2911, "transition_support": 0.5718, "reallocation_room": 0.4818, "mobility_friction": 0.0975 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "35123", "title": "IT support technician (including IT user helpdesk technician)", "score": 0.4622, "band": "medium", "summary": "IT support technician (including IT user helpdesk technician) has some offset potential, but it depends on transition pathways holding up in practice and on workers clearing the main switching frictions.", "strengths": [], "cautions": [ "Current demand support is thin, so offsets may take longer to show up." ], "components": { "demand_persistence": 0.3411, "transition_support": 0.576, "reallocation_room": 0.3188, "mobility_friction": 0.0975 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "34342", "title": "Kitchen operations head/supervisor", "score": 0.5385, "band": "medium", "summary": "Kitchen operations head/supervisor has some offset potential, but it depends on task redesign holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "A meaningful share of the work can likely be reorganized around AI rather than removed outright." ], "cautions": [ "Current demand support is thin, so offsets may take longer to show up." ], "components": { "demand_persistence": 0.2911, "transition_support": 0.5575, "reallocation_room": 0.7447, "mobility_friction": 0.1675 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "31123", "title": "Land surveying technician", "score": 0.553, "band": "medium", "summary": "Land surveying technician has some offset potential, but it depends on task redesign holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "A meaningful share of the work can likely be reorganized around AI rather than removed outright." ], "cautions": [ "Current demand support is thin, so offsets may take longer to show up." ], "components": { "demand_persistence": 0.2911, "transition_support": 0.5778, "reallocation_room": 0.7503, "mobility_friction": 0.0975 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "31602", "title": "Landscape operations officer", "score": 0.5517, "band": "medium", "summary": "Landscape operations officer has some offset potential, but it depends on task redesign holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "A meaningful share of the work can likely be reorganized around AI rather than removed outright." ], "cautions": [ "Current demand support is thin, so offsets may take longer to show up." ], "components": { "demand_persistence": 0.2911, "transition_support": 0.5608, "reallocation_room": 0.7652, "mobility_friction": 0.0975 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "36201", "title": "Language instructor (extracurriculum)", "score": 0.4965, "band": "medium", "summary": "Language instructor (extracurriculum) has some offset potential, but it depends on transition pathways holding up in practice and on workers clearing the main switching frictions.", "strengths": [], "cautions": [ "Current demand support is thin, so offsets may take longer to show up." ], "components": { "demand_persistence": 0.2836, "transition_support": 0.5871, "reallocation_room": 0.5236, "mobility_friction": 0.0975 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "34110", "title": "Legal associate professional (e.g. paralegal)", "score": 0.4049, "band": "low", "summary": "Legal associate professional (e.g. paralegal) has limited offset support right now. The model still sees fewer clear pathways for demand persistence, role redesign, or quick redeployment.", "strengths": [], "cautions": [ "Current demand support is thin, so offsets may take longer to show up." ], "components": { "demand_persistence": 0.2711, "transition_support": 0.5554, "reallocation_room": 0.2404, "mobility_friction": 0.1675 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "34331", "title": "Library officer", "score": 0.5394, "band": "medium", "summary": "Library officer has some offset potential, but it depends on task redesign holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "A meaningful share of the work can likely be reorganized around AI rather than removed outright." ], "cautions": [ "Current demand support is thin, so offsets may take longer to show up." ], "components": { "demand_persistence": 0.2911, "transition_support": 0.558, "reallocation_room": 0.7336, "mobility_friction": 0.1325 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "31132", "title": "Lift technician", "score": 0.4341, "band": "medium", "summary": "Lift technician has some offset potential, but it depends on transition pathways holding up in practice and on workers clearing the main switching frictions.", "strengths": [], "cautions": [ "Current demand support is thin, so offsets may take longer to show up." ], "components": { "demand_persistence": 0.2911, "transition_support": 0.5707, "reallocation_room": 0.2829, "mobility_friction": 0.0975 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "31595", "title": "Load control officer (aircraft)", "score": 0.5181, "band": "medium", "summary": "Load control officer (aircraft) has some offset potential, but it depends on task redesign holding up in practice and on workers clearing the main switching frictions.", "strengths": [], "cautions": [ "Current demand support is thin, so offsets may take longer to show up." ], "components": { "demand_persistence": 0.2911, "transition_support": 0.5738, "reallocation_room": 0.6154, "mobility_friction": 0.0975 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "33461", "title": "Logistics/Production planner", "score": 0.5121, "band": "medium", "summary": "Logistics/Production planner has some offset potential, but it depends on transition pathways holding up in practice and on workers clearing the main switching frictions.", "strengths": [], "cautions": [ "Current demand support is thin, so offsets may take longer to show up." ], "components": { "demand_persistence": 0.3216, "transition_support": 0.564, "reallocation_room": 0.5603, "mobility_friction": 0.0975 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "31153", "title": "Machining/Tooling technician", "score": 0.4444, "band": "medium", "summary": "Machining/Tooling technician has some offset potential, but it depends on transition pathways holding up in practice and on workers clearing the main switching frictions.", "strengths": [], "cautions": [ "Current demand support is thin, so offsets may take longer to show up." ], "components": { "demand_persistence": 0.2911, "transition_support": 0.5724, "reallocation_room": 0.3223, "mobility_friction": 0.0975 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "33462", "title": "Maintenance planner", "score": 0.5023, "band": "medium", "summary": "Maintenance planner has some offset potential, but it depends on task redesign holding up in practice and on workers clearing the main switching frictions.", "strengths": [], "cautions": [ "Current demand support is thin, so offsets may take longer to show up." ], "components": { "demand_persistence": 0.2911, "transition_support": 0.5575, "reallocation_room": 0.5717, "mobility_friction": 0.0975 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "33491", "title": "Management executive", "score": 0.5094, "band": "medium", "summary": "Management executive has some offset potential, but it depends on transition pathways holding up in practice and on workers clearing the main switching frictions.", "strengths": [], "cautions": [ "Current demand support is thin, so offsets may take longer to show up." ], "components": { "demand_persistence": 0.3411, "transition_support": 0.5776, "reallocation_room": 0.52, "mobility_friction": 0.1325 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "31171", "title": "Manufacturing engineering technician", "score": 0.5146, "band": "medium", "summary": "Manufacturing engineering technician has some offset potential, but it depends on transition pathways holding up in practice and on workers clearing the main switching frictions.", "strengths": [], "cautions": [ "Current demand support is thin, so offsets may take longer to show up." ], "components": { "demand_persistence": 0.3411, "transition_support": 0.5764, "reallocation_room": 0.5281, "mobility_friction": 0.0975 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "31185", "title": "Marine draughtsman", "score": 0.5072, "band": "medium", "summary": "Marine draughtsman has some offset potential, but it depends on task redesign holding up in practice and on workers clearing the main switching frictions.", "strengths": [], "cautions": [ "Current demand support is thin, so offsets may take longer to show up." ], "components": { "demand_persistence": 0.2911, "transition_support": 0.5656, "reallocation_room": 0.5817, "mobility_friction": 0.0975 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "31510", "title": "Marine engineering officer (including third, fourth and fifth engineer)", "score": 0.5534, "band": "medium", "summary": "Marine engineering officer (including third, fourth and fifth engineer) has some offset potential, but it depends on task redesign holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "A meaningful share of the work can likely be reorganized around AI rather than removed outright." ], "cautions": [ "Current demand support is thin, so offsets may take longer to show up." ], "components": { "demand_persistence": 0.2911, "transition_support": 0.5524, "reallocation_room": 0.7821, "mobility_friction": 0.0975 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "31213", "title": "Marine surveyor (ship and nautical)", "score": 0.5206, "band": "medium", "summary": "Marine surveyor (ship and nautical) has some offset potential, but it depends on task redesign holding up in practice and on workers clearing the main switching frictions.", "strengths": [], "cautions": [ "Current demand support is thin, so offsets may take longer to show up." ], "components": { "demand_persistence": 0.3411, "transition_support": 0.5618, "reallocation_room": 0.5697, "mobility_friction": 0.0975 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "33223", "title": "Marketing and sales executive (food & beverage services)", "score": 0.4888, "band": "medium", "summary": "Marketing and sales executive (food & beverage services) has some offset potential, but it depends on transition pathways holding up in practice and on workers clearing the main switching frictions.", "strengths": [], "cautions": [ "Current demand support is thin, so offsets may take longer to show up." ], "components": { "demand_persistence": 0.3411, "transition_support": 0.5787, "reallocation_room": 0.5652, "mobility_friction": 0.455 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "34222", "title": "Martial arts instructor", "score": 0.503, "band": "medium", "summary": "Martial arts instructor has some offset potential, but it depends on task redesign holding up in practice and on workers clearing the main switching frictions.", "strengths": [], "cautions": [ "Current demand support is thin, so offsets may take longer to show up." ], "components": { "demand_persistence": 0.2836, "transition_support": 0.5447, "reallocation_room": 0.6001, "mobility_friction": 0.0975 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "32551", "title": "Massage therapist", "score": 0.5477, "band": "medium", "summary": "Massage therapist has some offset potential, but it depends on task redesign holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "A meaningful share of the work can likely be reorganized around AI rather than removed outright." ], "cautions": [ "Current demand support is thin, so offsets may take longer to show up." ], "components": { "demand_persistence": 0.2836, "transition_support": 0.5617, "reallocation_room": 0.7588, "mobility_friction": 0.0975 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "31181", "title": "Mechanical draughtsman", "score": 0.5226, "band": "medium", "summary": "Mechanical draughtsman has some offset potential, but it depends on task redesign holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "A meaningful share of the work can likely be reorganized around AI rather than removed outright." ], "cautions": [ "Current demand support is thin, so offsets may take longer to show up." ], "components": { "demand_persistence": 0.2911, "transition_support": 0.5702, "reallocation_room": 0.6375, "mobility_friction": 0.0975 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "31151", "title": "Mechanical engineering technician", "score": 0.4932, "band": "medium", "summary": "Mechanical engineering technician has some offset potential, but it depends on transition pathways holding up in practice and on workers clearing the main switching frictions.", "strengths": [], "cautions": [ "Current demand support is thin, so offsets may take longer to show up." ], "components": { "demand_persistence": 0.2911, "transition_support": 0.5786, "reallocation_room": 0.5098, "mobility_friction": 0.0975 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "35211", "title": "Media and broadcasting operations technician", "score": 0.4426, "band": "medium", "summary": "Media and broadcasting operations technician has some offset potential, but it depends on transition pathways holding up in practice and on workers clearing the main switching frictions.", "strengths": [], "cautions": [ "Current demand support is thin, so offsets may take longer to show up." ], "components": { "demand_persistence": 0.2911, "transition_support": 0.5709, "reallocation_room": 0.3168, "mobility_friction": 0.0975 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "32120", "title": "Medical and pathology laboratory technician", "score": 0.4477, "band": "medium", "summary": "Medical and pathology laboratory technician has some offset potential, but it depends on transition pathways holding up in practice and on workers clearing the main switching frictions.", "strengths": [], "cautions": [ "Current demand support is thin, so offsets may take longer to show up." ], "components": { "demand_persistence": 0.2836, "transition_support": 0.5708, "reallocation_room": 0.3898, "mobility_friction": 0.2025 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "32112", "title": "Medical X-ray technician", "score": 0.4932, "band": "medium", "summary": "Medical X-ray technician has some offset potential, but it depends on transition pathways holding up in practice and on workers clearing the main switching frictions.", "strengths": [], "cautions": [ "Current demand support is thin, so offsets may take longer to show up." ], "components": { "demand_persistence": 0.2836, "transition_support": 0.5683, "reallocation_room": 0.5328, "mobility_friction": 0.0975 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "33225", "title": "Merchandising/Category executive", "score": 0.4621, "band": "medium", "summary": "Merchandising/Category executive has some offset potential, but it depends on transition pathways holding up in practice and on workers clearing the main switching frictions.", "strengths": [], "cautions": [ "Current demand support is thin, so offsets may take longer to show up." ], "components": { "demand_persistence": 0.2911, "transition_support": 0.5828, "reallocation_room": 0.5233, "mobility_friction": 0.455 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "36204", "title": "Music instructor (extracurriculum)", "score": 0.447, "band": "medium", "summary": "Music instructor (extracurriculum) has some offset potential, but it depends on transition pathways holding up in practice and on workers clearing the main switching frictions.", "strengths": [], "cautions": [ "Current demand support is thin, so offsets may take longer to show up." ], "components": { "demand_persistence": 0.2836, "transition_support": 0.5953, "reallocation_room": 0.3155, "mobility_friction": 0.0975 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "39910", "title": "Non-ordained religious associate professional", "score": 0.4215, "band": "medium", "summary": "Non-ordained religious associate professional has some offset potential, but it depends on transition pathways holding up in practice and on workers clearing the main switching frictions.", "strengths": [], "cautions": [ "Current demand support is thin, so offsets may take longer to show up.", "Employer-side pressure is still elevated in nearby functions." ], "components": { "demand_persistence": 0.2416, "transition_support": 0.5407, "reallocation_room": 0.352, "mobility_friction": 0.1325 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "32572", "title": "Occupational health and safety inspector", "score": 0.4823, "band": "medium", "summary": "Occupational health and safety inspector has some offset potential, but it depends on transition pathways holding up in practice and on workers clearing the main switching frictions.", "strengths": [], "cautions": [ "Current demand support is thin, so offsets may take longer to show up." ], "components": { "demand_persistence": 0.2836, "transition_support": 0.5691, "reallocation_room": 0.4884, "mobility_friction": 0.0975 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "33224", "title": "Online sales channel executive", "score": 0.4614, "band": "medium", "summary": "Online sales channel executive has some offset potential, but it depends on transition pathways holding up in practice and on workers clearing the main switching frictions.", "strengths": [], "cautions": [ "Current demand support is thin, so offsets may take longer to show up." ], "components": { "demand_persistence": 0.2911, "transition_support": 0.5828, "reallocation_room": 0.5208, "mobility_friction": 0.455 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "33492", "title": "Operations officer (except transport operations)", "score": 0.4925, "band": "medium", "summary": "Operations officer (except transport operations) has some offset potential, but it depends on transition pathways holding up in practice and on workers clearing the main switching frictions.", "strengths": [], "cautions": [ "Current demand support is thin, so offsets may take longer to show up." ], "components": { "demand_persistence": 0.2911, "transition_support": 0.574, "reallocation_room": 0.5265, "mobility_friction": 0.1325 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "32540", "title": "Optician", "score": 0.4962, "band": "medium", "summary": "Optician has some offset potential, but it depends on transition pathways holding up in practice and on workers clearing the main switching frictions.", "strengths": [], "cautions": [ "Current demand support is thin, so offsets may take longer to show up." ], "components": { "demand_persistence": 0.2836, "transition_support": 0.5621, "reallocation_room": 0.5521, "mobility_friction": 0.0975 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "32591", "title": "Paramedic", "score": 0.4919, "band": "medium", "summary": "Paramedic has some offset potential, but it depends on transition pathways holding up in practice and on workers clearing the main switching frictions.", "strengths": [], "cautions": [ "Current demand support is thin, so offsets may take longer to show up." ], "components": { "demand_persistence": 0.2836, "transition_support": 0.5698, "reallocation_room": 0.5259, "mobility_friction": 0.0975 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "34343", "title": "Pastry Chef", "score": 0.4923, "band": "medium", "summary": "Pastry Chef has some offset potential, but it depends on task redesign holding up in practice and on workers clearing the main switching frictions.", "strengths": [], "cautions": [ "Current demand support is thin, so offsets may take longer to show up." ], "components": { "demand_persistence": 0.2836, "transition_support": 0.55, "reallocation_room": 0.5651, "mobility_friction": 0.1325 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "32130", "title": "Pharmacy technician", "score": 0.4682, "band": "medium", "summary": "Pharmacy technician has some offset potential, but it depends on transition pathways holding up in practice and on workers clearing the main switching frictions.", "strengths": [], "cautions": [ "Current demand support is thin, so offsets may take longer to show up." ], "components": { "demand_persistence": 0.2836, "transition_support": 0.5814, "reallocation_room": 0.4172, "mobility_friction": 0.0975 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "34310", "title": "Photographer", "score": 0.4775, "band": "medium", "summary": "Photographer has some offset potential, but it depends on transition pathways holding up in practice and on workers clearing the main switching frictions.", "strengths": [], "cautions": [ "Current demand support is thin, so offsets may take longer to show up." ], "components": { "demand_persistence": 0.2911, "transition_support": 0.5592, "reallocation_room": 0.4843, "mobility_friction": 0.1325 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "34223", "title": "Physical fitness instructor (including yoga instructor and aerobics instructor)", "score": 0.5443, "band": "medium", "summary": "Physical fitness instructor (including yoga instructor and aerobics instructor) has some offset potential, but it depends on task redesign holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "A meaningful share of the work can likely be reorganized around AI rather than removed outright." ], "cautions": [ "Current demand support is thin, so offsets may take longer to show up." ], "components": { "demand_persistence": 0.2836, "transition_support": 0.5521, "reallocation_room": 0.7567, "mobility_friction": 0.0975 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "31574", "title": "Port/Shipping operations supervisor (including post-fixture and planner)", "score": 0.5402, "band": "medium", "summary": "Port/Shipping operations supervisor (including post-fixture and planner) has some offset potential, but it depends on task redesign holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "A meaningful share of the work can likely be reorganized around AI rather than removed outright." ], "cautions": [ "Current demand support is thin, so offsets may take longer to show up." ], "components": { "demand_persistence": 0.2911, "transition_support": 0.5718, "reallocation_room": 0.7061, "mobility_friction": 0.0975 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "31601", "title": "Premises and facilities maintenance officer", "score": 0.5351, "band": "medium", "summary": "Premises and facilities maintenance officer has some offset potential, but it depends on task redesign holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "A meaningful share of the work can likely be reorganized around AI rather than removed outright." ], "cautions": [ "Current demand support is thin, so offsets may take longer to show up." ], "components": { "demand_persistence": 0.2911, "transition_support": 0.5572, "reallocation_room": 0.7033, "mobility_friction": 0.0975 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "36100", "title": "Pre-primary education teacher", "score": 0.5524, "band": "medium", "summary": "Pre-primary education teacher has some offset potential, but it depends on task redesign holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "A meaningful share of the work can likely be reorganized around AI rather than removed outright." ], "cautions": [ "Current demand support is thin, so offsets may take longer to show up." ], "components": { "demand_persistence": 0.2836, "transition_support": 0.5496, "reallocation_room": 0.7921, "mobility_friction": 0.0975 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "36910", "title": "Private tutor (academic)", "score": 0.4868, "band": "medium", "summary": "Private tutor (academic) has some offset potential, but it depends on transition pathways holding up in practice and on workers clearing the main switching frictions.", "strengths": [], "cautions": [ "Current demand support is thin, so offsets may take longer to show up." ], "components": { "demand_persistence": 0.2911, "transition_support": 0.5552, "reallocation_room": 0.5264, "mobility_friction": 0.1325 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "31173", "title": "Process engineering technician", "score": 0.4972, "band": "medium", "summary": "Process engineering technician has some offset potential, but it depends on transition pathways holding up in practice and on workers clearing the main switching frictions.", "strengths": [], "cautions": [ "Current demand support is thin, so offsets may take longer to show up." ], "components": { "demand_persistence": 0.2911, "transition_support": 0.5713, "reallocation_room": 0.5345, "mobility_friction": 0.0975 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "31172", "title": "Production engineering technician", "score": 0.4486, "band": "medium", "summary": "Production engineering technician has some offset potential, but it depends on transition pathways holding up in practice and on workers clearing the main switching frictions.", "strengths": [], "cautions": [ "Current demand support is thin, so offsets may take longer to show up." ], "components": { "demand_persistence": 0.2911, "transition_support": 0.5707, "reallocation_room": 0.3412, "mobility_friction": 0.0975 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "33232", "title": "Purchasing agent", "score": 0.4847, "band": "medium", "summary": "Purchasing agent has some offset potential, but it depends on task redesign holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "A meaningful share of the work can likely be reorganized around AI rather than removed outright." ], "cautions": [ "Current demand support is thin, so offsets may take longer to show up." ], "components": { "demand_persistence": 0.2911, "transition_support": 0.5672, "reallocation_room": 0.6328, "mobility_friction": 0.455 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "31175", "title": "Quality assurance technician", "score": 0.513, "band": "medium", "summary": "Quality assurance technician has some offset potential, but it depends on task redesign holding up in practice and on workers clearing the main switching frictions.", "strengths": [], "cautions": [ "Current demand support is thin, so offsets may take longer to show up." ], "components": { "demand_persistence": 0.2911, "transition_support": 0.5794, "reallocation_room": 0.588, "mobility_friction": 0.0975 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "33340", "title": "Real estate agent", "score": 0.5766, "band": "medium", "summary": "Real estate agent has some offset potential, but it depends on task redesign holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "A meaningful share of the work can likely be reorganized around AI rather than removed outright." ], "cautions": [ "Current demand support is thin, so offsets may take longer to show up." ], "components": { "demand_persistence": 0.2911, "transition_support": 0.5702, "reallocation_room": 0.8677, "mobility_friction": 0.1325 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "36991", "title": "Relief teacher", "score": 0.4526, "band": "medium", "summary": "Relief teacher has some offset potential, but it depends on transition pathways holding up in practice and on workers clearing the main switching frictions.", "strengths": [], "cautions": [ "Current demand support is thin, so offsets may take longer to show up." ], "components": { "demand_persistence": 0.2836, "transition_support": 0.5842, "reallocation_room": 0.3513, "mobility_friction": 0.0975 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "31124", "title": "Resident technical officer", "score": 0.5463, "band": "medium", "summary": "Resident technical officer has some offset potential, but it depends on task redesign holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "A meaningful share of the work can likely be reorganized around AI rather than removed outright." ], "cautions": [ "Current demand support is thin, so offsets may take longer to show up." ], "components": { "demand_persistence": 0.2911, "transition_support": 0.5769, "reallocation_room": 0.7244, "mobility_friction": 0.0975 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "31597", "title": "Road transport operations officer", "score": 0.5151, "band": "medium", "summary": "Road transport operations officer has some offset potential, but it depends on task redesign holding up in practice and on workers clearing the main switching frictions.", "strengths": [], "cautions": [ "Current demand support is thin, so offsets may take longer to show up." ], "components": { "demand_persistence": 0.2911, "transition_support": 0.5679, "reallocation_room": 0.6103, "mobility_friction": 0.0975 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "31214", "title": "Rolling stock engineering technician", "score": 0.5002, "band": "medium", "summary": "Rolling stock engineering technician has some offset potential, but it depends on transition pathways holding up in practice and on workers clearing the main switching frictions.", "strengths": [], "cautions": [ "Current demand support is thin, so offsets may take longer to show up." ], "components": { "demand_persistence": 0.2911, "transition_support": 0.5809, "reallocation_room": 0.5351, "mobility_friction": 0.0975 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "33394", "title": "Safety and security consultant", "score": 0.5257, "band": "medium", "summary": "Safety and security consultant has some offset potential, but it depends on task redesign holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "A meaningful share of the work can likely be reorganized around AI rather than removed outright." ], "cautions": [ "Current demand support is thin, so offsets may take longer to show up." ], "components": { "demand_persistence": 0.2911, "transition_support": 0.5578, "reallocation_room": 0.6647, "mobility_friction": 0.0975 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "31720", "title": "Safety inspector (vehicles, processes and products)", "score": 0.4794, "band": "medium", "summary": "Safety inspector (vehicles, processes and products) has some offset potential, but it depends on transition pathways holding up in practice and on workers clearing the main switching frictions.", "strengths": [], "cautions": [ "Current demand support is thin, so offsets may take longer to show up." ], "components": { "demand_persistence": 0.2911, "transition_support": 0.5716, "reallocation_room": 0.4634, "mobility_friction": 0.0975 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "31142", "title": "Semi-conductor technician", "score": 0.4964, "band": "medium", "summary": "Semi-conductor technician has some offset potential, but it depends on transition pathways holding up in practice and on workers clearing the main switching frictions.", "strengths": [], "cautions": [ "Current demand support is thin, so offsets may take longer to show up." ], "components": { "demand_persistence": 0.2911, "transition_support": 0.5688, "reallocation_room": 0.5345, "mobility_friction": 0.0975 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "33312", "title": "Shipping agent/Boarding officer", "score": 0.4026, "band": "low", "summary": "Shipping agent/Boarding officer has limited offset support right now. The model still sees fewer clear pathways for demand persistence, role redesign, or quick redeployment.", "strengths": [], "cautions": [ "Current demand support is thin, so offsets may take longer to show up." ], "components": { "demand_persistence": 0.2911, "transition_support": 0.6008, "reallocation_room": 0.205, "mobility_friction": 0.3075 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "34122", "title": "Social work associate", "score": 0.5431, "band": "medium", "summary": "Social work associate has some offset potential, but it depends on task redesign holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "A meaningful share of the work can likely be reorganized around AI rather than removed outright." ], "cautions": [ "Current demand support is thin, so offsets may take longer to show up." ], "components": { "demand_persistence": 0.2911, "transition_support": 0.5687, "reallocation_room": 0.7216, "mobility_friction": 0.0975 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "32111", "title": "Sonographer", "score": 0.4937, "band": "medium", "summary": "Sonographer has some offset potential, but it depends on transition pathways holding up in practice and on workers clearing the main switching frictions.", "strengths": [], "cautions": [ "Current demand support is thin, so offsets may take longer to show up." ], "components": { "demand_persistence": 0.2836, "transition_support": 0.56, "reallocation_room": 0.5449, "mobility_friction": 0.0975 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "34221", "title": "Sports coach", "score": 0.5583, "band": "medium", "summary": "Sports coach has some offset potential, but it depends on task redesign holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "A meaningful share of the work can likely be reorganized around AI rather than removed outright." ], "cautions": [ "Current demand support is thin, so offsets may take longer to show up." ], "components": { "demand_persistence": 0.2911, "transition_support": 0.543, "reallocation_room": 0.8271, "mobility_friction": 0.1325 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "33133", "title": "Tax associate professional", "score": 0.4856, "band": "medium", "summary": "Tax associate professional has some offset potential, but it depends on transition pathways holding up in practice and on workers clearing the main switching frictions.", "strengths": [], "cautions": [ "Current demand support is thin, so offsets may take longer to show up." ], "components": { "demand_persistence": 0.2911, "transition_support": 0.5878, "reallocation_room": 0.4687, "mobility_friction": 0.0975 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "35220", "title": "Telecommunications technician", "score": 0.5106, "band": "medium", "summary": "Telecommunications technician has some offset potential, but it depends on task redesign holding up in practice and on workers clearing the main switching frictions.", "strengths": [], "cautions": [ "Current demand support is thin, so offsets may take longer to show up." ], "components": { "demand_persistence": 0.2911, "transition_support": 0.5513, "reallocation_room": 0.6121, "mobility_friction": 0.0975 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "31596", "title": "Train operations officer", "score": 0.5217, "band": "medium", "summary": "Train operations officer has some offset potential, but it depends on task redesign holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "A meaningful share of the work can likely be reorganized around AI rather than removed outright." ], "cautions": [ "Current demand support is thin, so offsets may take longer to show up." ], "components": { "demand_persistence": 0.2911, "transition_support": 0.5727, "reallocation_room": 0.631, "mobility_friction": 0.0975 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "31572", "title": "Train service supervisor", "score": 0.5446, "band": "medium", "summary": "Train service supervisor has some offset potential, but it depends on task redesign holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "A meaningful share of the work can likely be reorganized around AI rather than removed outright." ], "cautions": [ "Current demand support is thin, so offsets may take longer to show up." ], "components": { "demand_persistence": 0.2911, "transition_support": 0.57, "reallocation_room": 0.7259, "mobility_friction": 0.0975 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "32400", "title": "Veterinary technician/assistant", "score": 0.4925, "band": "medium", "summary": "Veterinary technician/assistant has some offset potential, but it depends on transition pathways holding up in practice and on workers clearing the main switching frictions.", "strengths": [], "cautions": [ "Current demand support is thin, so offsets may take longer to show up." ], "components": { "demand_persistence": 0.3336, "transition_support": 0.562, "reallocation_room": 0.4677, "mobility_friction": 0.0975 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "35212", "title": "Video camera operator", "score": 0.4408, "band": "medium", "summary": "Video camera operator has some offset potential, but it depends on transition pathways holding up in practice and on workers clearing the main switching frictions.", "strengths": [], "cautions": [ "Current demand support is thin, so offsets may take longer to show up." ], "components": { "demand_persistence": 0.2911, "transition_support": 0.5557, "reallocation_room": 0.3279, "mobility_friction": 0.0975 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "34323", "title": "Visual merchandiser", "score": 0.4371, "band": "medium", "summary": "Visual merchandiser has some offset potential, but it depends on transition pathways holding up in practice and on workers clearing the main switching frictions.", "strengths": [], "cautions": [ "Current demand support is thin, so offsets may take longer to show up." ], "components": { "demand_persistence": 0.2911, "transition_support": 0.5628, "reallocation_room": 0.3183, "mobility_friction": 0.1325 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "34123", "title": "Volunteer executive", "score": 0.5485, "band": "medium", "summary": "Volunteer executive has some offset potential, but it depends on task redesign holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "A meaningful share of the work can likely be reorganized around AI rather than removed outright." ], "cautions": [ "Current demand support is thin, so offsets may take longer to show up." ], "components": { "demand_persistence": 0.2911, "transition_support": 0.5644, "reallocation_room": 0.7481, "mobility_friction": 0.0975 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "35140", "title": "Website administrator/Webmaster", "score": 0.4454, "band": "medium", "summary": "Website administrator/Webmaster has some offset potential, but it depends on transition pathways holding up in practice and on workers clearing the main switching frictions.", "strengths": [], "cautions": [ "Current demand support is thin, so offsets may take longer to show up." ], "components": { "demand_persistence": 0.2911, "transition_support": 0.5746, "reallocation_room": 0.3235, "mobility_friction": 0.0975 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "34121", "title": "Youth work associate", "score": 0.5397, "band": "medium", "summary": "Youth work associate has some offset potential, but it depends on task redesign holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "A meaningful share of the work can likely be reorganized around AI rather than removed outright." ], "cautions": [ "Current demand support is thin, so offsets may take longer to show up." ], "components": { "demand_persistence": 0.2911, "transition_support": 0.5745, "reallocation_room": 0.7007, "mobility_friction": 0.0975 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "43233", "title": "Air transport clerk", "score": 0.5132, "band": "medium", "summary": "Air transport clerk has some offset potential, but it depends on transition pathways holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "Nearby moves and published transition support look reasonably strong." ], "cautions": [ "Current demand support is thin, so offsets may take longer to show up." ], "components": { "demand_persistence": 0.2479, "transition_support": 0.8297, "reallocation_room": 0.3492, "mobility_friction": 0.0975 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "43113", "title": "Audit clerk", "score": 0.4988, "band": "medium", "summary": "Audit clerk has some offset potential, but it depends on transition pathways holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "Nearby moves and published transition support look reasonably strong." ], "cautions": [ "Current demand support is thin, so offsets may take longer to show up." ], "components": { "demand_persistence": 0.2479, "transition_support": 0.8417, "reallocation_room": 0.2769, "mobility_friction": 0.0975 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "43121", "title": "Bank operations clerk", "score": 0.4762, "band": "medium", "summary": "Bank operations clerk has some offset potential, but it depends on transition pathways holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "Nearby moves and published transition support look reasonably strong." ], "cautions": [ "Current demand support is thin, so offsets may take longer to show up." ], "components": { "demand_persistence": 0.2479, "transition_support": 0.8272, "reallocation_room": 0.2181, "mobility_friction": 0.1325 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "42111", "title": "Bank teller", "score": 0.5053, "band": "medium", "summary": "Bank teller has some offset potential, but it depends on transition pathways holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "Nearby moves and published transition support look reasonably strong." ], "cautions": [ "Current demand support is thin, so offsets may take longer to show up." ], "components": { "demand_persistence": 0.2479, "transition_support": 0.8102, "reallocation_room": 0.3549, "mobility_friction": 0.1325 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "42141", "title": "Bill collector", "score": 0.4883, "band": "medium", "summary": "Bill collector has some offset potential, but it depends on transition pathways holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "Nearby moves and published transition support look reasonably strong." ], "cautions": [ "Current demand support is thin, so offsets may take longer to show up." ], "components": { "demand_persistence": 0.2479, "transition_support": 0.8204, "reallocation_room": 0.2887, "mobility_friction": 0.1675 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "43115", "title": "Billing clerk", "score": 0.5018, "band": "medium", "summary": "Billing clerk has some offset potential, but it depends on transition pathways holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "Nearby moves and published transition support look reasonably strong." ], "cautions": [ "Current demand support is thin, so offsets may take longer to show up." ], "components": { "demand_persistence": 0.2479, "transition_support": 0.8452, "reallocation_room": 0.2848, "mobility_friction": 0.0975 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "43111", "title": "Bookkeeper", "score": 0.4531, "band": "medium", "summary": "Bookkeeper has some offset potential, but it depends on transition pathways holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "Nearby moves and published transition support look reasonably strong." ], "cautions": [ "Current demand support is thin, so offsets may take longer to show up." ], "components": { "demand_persistence": 0.2479, "transition_support": 0.8435, "reallocation_room": 0.0923, "mobility_friction": 0.0975 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "42246", "title": "Contact centre information clerk", "score": 0.5312, "band": "medium", "summary": "Contact centre information clerk has some offset potential, but it depends on transition pathways holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "Nearby moves and published transition support look reasonably strong." ], "cautions": [ "Current demand support is thin, so offsets may take longer to show up." ], "components": { "demand_persistence": 0.2479, "transition_support": 0.8319, "reallocation_room": 0.4184, "mobility_friction": 0.0975 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "42245", "title": "Customer service officer/clerk", "score": 0.5677, "band": "medium", "summary": "Customer service officer/clerk has some offset potential, but it depends on transition pathways holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "Nearby moves and published transition support look reasonably strong." ], "cautions": [ "Current demand support is thin, so offsets may take longer to show up." ], "components": { "demand_persistence": 0.3479, "transition_support": 0.8319, "reallocation_room": 0.4245, "mobility_friction": 0.0975 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "41320", "title": "Data entry clerk", "score": 0.4665, "band": "medium", "summary": "Data entry clerk has some offset potential, but it depends on transition pathways holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "Nearby moves and published transition support look reasonably strong." ], "cautions": [ "Current demand support is thin, so offsets may take longer to show up." ], "components": { "demand_persistence": 0.2674, "transition_support": 0.8242, "reallocation_room": 0.2256, "mobility_friction": 0.3075 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "43151", "title": "Data processing control clerk", "score": 0.4674, "band": "medium", "summary": "Data processing control clerk has some offset potential, but it depends on transition pathways holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "Nearby moves and published transition support look reasonably strong." ], "cautions": [ "Current demand support is thin, so offsets may take longer to show up." ], "components": { "demand_persistence": 0.2674, "transition_support": 0.8242, "reallocation_room": 0.2292, "mobility_friction": 0.3075 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "43142", "title": "Enumerator/Market research interviewer", "score": 0.4944, "band": "medium", "summary": "Enumerator/Market research interviewer has some offset potential, but it depends on transition pathways holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "Nearby moves and published transition support look reasonably strong." ], "cautions": [ "Current demand support is thin, so offsets may take longer to show up." ], "components": { "demand_persistence": 0.2479, "transition_support": 0.8434, "reallocation_room": 0.2577, "mobility_friction": 0.0975 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "42247", "title": "Hotel executive (including hotel reservation and front desk executive)", "score": 0.5334, "band": "medium", "summary": "Hotel executive (including hotel reservation and front desk executive) has some offset potential, but it depends on transition pathways holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "Nearby moves and published transition support look reasonably strong." ], "cautions": [ "Current demand support is thin, so offsets may take longer to show up." ], "components": { "demand_persistence": 0.2479, "transition_support": 0.828, "reallocation_room": 0.432, "mobility_friction": 0.0975 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "42242", "title": "Hotel receptionist (including hotel reservation and front desk clerk)", "score": 0.5313, "band": "medium", "summary": "Hotel receptionist (including hotel reservation and front desk clerk) has some offset potential, but it depends on transition pathways holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "Nearby moves and published transition support look reasonably strong." ], "cautions": [ "Current demand support is thin, so offsets may take longer to show up." ], "components": { "demand_persistence": 0.2599, "transition_support": 0.8295, "reallocation_room": 0.405, "mobility_friction": 0.0975 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "43122", "title": "Insurance/Underwriting clerk", "score": 0.4768, "band": "medium", "summary": "Insurance/Underwriting clerk has some offset potential, but it depends on transition pathways holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "Nearby moves and published transition support look reasonably strong." ], "cautions": [ "Current demand support is thin, so offsets may take longer to show up." ], "components": { "demand_persistence": 0.2479, "transition_support": 0.8282, "reallocation_room": 0.2192, "mobility_friction": 0.1325 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "43232", "title": "Land transport clerk", "score": 0.516, "band": "medium", "summary": "Land transport clerk has some offset potential, but it depends on transition pathways holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "Nearby moves and published transition support look reasonably strong." ], "cautions": [ "Current demand support is thin, so offsets may take longer to show up." ], "components": { "demand_persistence": 0.2479, "transition_support": 0.8289, "reallocation_room": 0.3612, "mobility_friction": 0.0975 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "43112", "title": "Ledger and accounts clerk", "score": 0.4945, "band": "medium", "summary": "Ledger and accounts clerk has some offset potential, but it depends on transition pathways holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "Nearby moves and published transition support look reasonably strong." ], "cautions": [ "Current demand support is thin, so offsets may take longer to show up." ], "components": { "demand_persistence": 0.2479, "transition_support": 0.828, "reallocation_room": 0.2763, "mobility_friction": 0.0975 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "44170", "title": "Legal clerk", "score": 0.4814, "band": "medium", "summary": "Legal clerk has some offset potential, but it depends on transition pathways holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "Nearby moves and published transition support look reasonably strong." ], "cautions": [ "Current demand support is thin, so offsets may take longer to show up." ], "components": { "demand_persistence": 0.2674, "transition_support": 0.7957, "reallocation_room": 0.2636, "mobility_friction": 0.1675 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "44110", "title": "Library clerk", "score": 0.4861, "band": "medium", "summary": "Library clerk has some offset potential, but it depends on transition pathways holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "Nearby moves and published transition support look reasonably strong." ], "cautions": [ "Current demand support is thin, so offsets may take longer to show up." ], "components": { "demand_persistence": 0.2479, "transition_support": 0.797, "reallocation_room": 0.2941, "mobility_friction": 0.1325 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "43221", "title": "Material planning clerk", "score": 0.5189, "band": "medium", "summary": "Material planning clerk has some offset potential, but it depends on transition pathways holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "Nearby moves and published transition support look reasonably strong." ], "cautions": [ "Current demand support is thin, so offsets may take longer to show up." ], "components": { "demand_persistence": 0.2479, "transition_support": 0.7913, "reallocation_room": 0.4319, "mobility_friction": 0.1325 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "42243", "title": "Medical/Dental receptionist", "score": 0.5214, "band": "medium", "summary": "Medical/Dental receptionist has some offset potential, but it depends on transition pathways holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "Nearby moves and published transition support look reasonably strong." ], "cautions": [ "Current demand support is thin, so offsets may take longer to show up." ], "components": { "demand_persistence": 0.2599, "transition_support": 0.8206, "reallocation_room": 0.3758, "mobility_friction": 0.0975 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "42113", "title": "Money changer", "score": 0.5068, "band": "medium", "summary": "Money changer has some offset potential, but it depends on transition pathways holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "Nearby moves and published transition support look reasonably strong." ], "cautions": [ "Current demand support is thin, so offsets may take longer to show up." ], "components": { "demand_persistence": 0.2479, "transition_support": 0.8076, "reallocation_room": 0.3642, "mobility_friction": 0.1325 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "41101", "title": "Office clerk (including filing and copying)", "score": 0.4778, "band": "medium", "summary": "Office clerk (including filing and copying) has some offset potential, but it depends on transition pathways holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "Nearby moves and published transition support look reasonably strong." ], "cautions": [ "Current demand support is thin, so offsets may take longer to show up." ], "components": { "demand_persistence": 0.2479, "transition_support": 0.8166, "reallocation_room": 0.2374, "mobility_friction": 0.1325 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "40000", "title": "Office supervisor", "score": 0.5366, "band": "medium", "summary": "Office supervisor has some offset potential, but it depends on transition pathways holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "Nearby moves and published transition support look reasonably strong." ], "cautions": [ "Current demand support is thin, so offsets may take longer to show up." ], "components": { "demand_persistence": 0.2479, "transition_support": 0.7823, "reallocation_room": 0.4996, "mobility_friction": 0.0975 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "42244", "title": "Passenger services agent", "score": 0.5342, "band": "medium", "summary": "Passenger services agent has some offset potential, but it depends on transition pathways holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "Nearby moves and published transition support look reasonably strong." ], "cautions": [ "Current demand support is thin, so offsets may take longer to show up." ], "components": { "demand_persistence": 0.2479, "transition_support": 0.8318, "reallocation_room": 0.4304, "mobility_friction": 0.0975 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "42131", "title": "Pawnbroker", "score": 0.4385, "band": "medium", "summary": "Pawnbroker has some offset potential, but it depends on transition pathways holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "Nearby moves and published transition support look reasonably strong." ], "cautions": [ "Current demand support is thin, so offsets may take longer to show up." ], "components": { "demand_persistence": 0.2479, "transition_support": 0.8168, "reallocation_room": 0.0799, "mobility_friction": 0.1325 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "43114", "title": "Payroll/Wages clerk", "score": 0.4927, "band": "medium", "summary": "Payroll/Wages clerk has some offset potential, but it depends on transition pathways holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "Nearby moves and published transition support look reasonably strong." ], "cautions": [ "Current demand support is thin, so offsets may take longer to show up." ], "components": { "demand_persistence": 0.2479, "transition_support": 0.8187, "reallocation_room": 0.2805, "mobility_friction": 0.0975 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "41102", "title": "Personnel/Human resource clerk", "score": 0.4634, "band": "medium", "summary": "Personnel/Human resource clerk has some offset potential, but it depends on transition pathways holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "Nearby moves and published transition support look reasonably strong." ], "cautions": [ "Current demand support is thin, so offsets may take longer to show up." ], "components": { "demand_persistence": 0.2599, "transition_support": 0.7908, "reallocation_room": 0.2358, "mobility_friction": 0.2375 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "42112", "title": "Postal service counter clerk", "score": 0.5049, "band": "medium", "summary": "Postal service counter clerk has some offset potential, but it depends on transition pathways holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "Nearby moves and published transition support look reasonably strong." ], "cautions": [ "Current demand support is thin, so offsets may take longer to show up." ], "components": { "demand_persistence": 0.2479, "transition_support": 0.8188, "reallocation_room": 0.3429, "mobility_friction": 0.1325 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "44122", "title": "Postman", "score": 0.4221, "band": "medium", "summary": "Postman has some offset potential, but it depends on transition pathways holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "Nearby moves and published transition support look reasonably strong." ], "cautions": [ "Current demand support is thin, so offsets may take longer to show up." ], "components": { "demand_persistence": 0.2479, "transition_support": 0.806, "reallocation_room": 0.0274, "mobility_friction": 0.1325 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "43116", "title": "Procurement/Purchasing clerk", "score": 0.4859, "band": "medium", "summary": "Procurement/Purchasing clerk has some offset potential, but it depends on transition pathways holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "Nearby moves and published transition support look reasonably strong." ], "cautions": [ "Current demand support is thin, so offsets may take longer to show up." ], "components": { "demand_persistence": 0.2479, "transition_support": 0.8236, "reallocation_room": 0.2892, "mobility_friction": 0.2025 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "43222", "title": "Production planning clerk", "score": 0.5229, "band": "medium", "summary": "Production planning clerk has some offset potential, but it depends on transition pathways holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "Nearby moves and published transition support look reasonably strong." ], "cautions": [ "Current demand support is thin, so offsets may take longer to show up." ], "components": { "demand_persistence": 0.2479, "transition_support": 0.8094, "reallocation_room": 0.4261, "mobility_friction": 0.1325 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "44191", "title": "Proofreading clerk", "score": 0.469, "band": "medium", "summary": "Proofreading clerk has some offset potential, but it depends on transition pathways holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "Nearby moves and published transition support look reasonably strong." ], "cautions": [ "Current demand support is thin, so offsets may take longer to show up." ], "components": { "demand_persistence": 0.2479, "transition_support": 0.7901, "reallocation_room": 0.262, "mobility_friction": 0.2025 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "42241", "title": "Receptionist (general)", "score": 0.531, "band": "medium", "summary": "Receptionist (general) has some offset potential, but it depends on transition pathways holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "Nearby moves and published transition support look reasonably strong." ], "cautions": [ "Current demand support is thin, so offsets may take longer to show up." ], "components": { "demand_persistence": 0.2599, "transition_support": 0.8297, "reallocation_room": 0.4034, "mobility_friction": 0.0975 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "41201", "title": "Secretary", "score": 0.4584, "band": "medium", "summary": "Secretary has some offset potential, but it depends on transition pathways holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "Nearby moves and published transition support look reasonably strong." ], "cautions": [ "Current demand support is thin, so offsets may take longer to show up." ], "components": { "demand_persistence": 0.3479, "transition_support": 0.8022, "reallocation_room": 0.051, "mobility_friction": 0.1675 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "43123", "title": "Securities clerk", "score": 0.4767, "band": "medium", "summary": "Securities clerk has some offset potential, but it depends on transition pathways holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "Nearby moves and published transition support look reasonably strong." ], "cautions": [ "Current demand support is thin, so offsets may take longer to show up." ], "components": { "demand_persistence": 0.2479, "transition_support": 0.829, "reallocation_room": 0.2182, "mobility_friction": 0.1325 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "43231", "title": "Shipping clerk", "score": 0.5059, "band": "medium", "summary": "Shipping clerk has some offset potential, but it depends on transition pathways holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "Nearby moves and published transition support look reasonably strong." ], "cautions": [ "Current demand support is thin, so offsets may take longer to show up." ], "components": { "demand_persistence": 0.2479, "transition_support": 0.8165, "reallocation_room": 0.3357, "mobility_friction": 0.0975 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "43141", "title": "Statistical clerk", "score": 0.4919, "band": "medium", "summary": "Statistical clerk has some offset potential, but it depends on transition pathways holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "Nearby moves and published transition support look reasonably strong." ], "cautions": [ "Current demand support is thin, so offsets may take longer to show up." ], "components": { "demand_persistence": 0.2479, "transition_support": 0.838, "reallocation_room": 0.2539, "mobility_friction": 0.0975 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "43211", "title": "Stock records clerk", "score": 0.4455, "band": "medium", "summary": "Stock records clerk has some offset potential, but it depends on transition pathways holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "Nearby moves and published transition support look reasonably strong." ], "cautions": [ "Current demand support is thin, so offsets may take longer to show up." ], "components": { "demand_persistence": 0.2479, "transition_support": 0.8091, "reallocation_room": 0.1173, "mobility_friction": 0.1325 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "43212", "title": "Storekeeper", "score": 0.4453, "band": "medium", "summary": "Storekeeper has some offset potential, but it depends on transition pathways holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "Nearby moves and published transition support look reasonably strong." ], "cautions": [ "Current demand support is thin, so offsets may take longer to show up." ], "components": { "demand_persistence": 0.2479, "transition_support": 0.813, "reallocation_room": 0.1116, "mobility_friction": 0.1325 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "42230", "title": "Telephone operator", "score": 0.5019, "band": "medium", "summary": "Telephone operator has some offset potential, but it depends on transition pathways holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "Nearby moves and published transition support look reasonably strong." ], "cautions": [ "Current demand support is thin, so offsets may take longer to show up." ], "components": { "demand_persistence": 0.2479, "transition_support": 0.8151, "reallocation_room": 0.3216, "mobility_friction": 0.0975 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "42210", "title": "Travel consultant/Reservation executive", "score": 0.5727, "band": "medium", "summary": "Travel consultant/Reservation executive has some offset potential, but it depends on transition pathways holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "Nearby moves and published transition support look reasonably strong.", "A meaningful share of the work can likely be reorganized around AI rather than removed outright." ], "cautions": [ "Current demand support is thin, so offsets may take longer to show up." ], "components": { "demand_persistence": 0.2479, "transition_support": 0.7983, "reallocation_room": 0.6247, "mobility_friction": 0.0975 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "41310", "title": "Typist and word processing operator", "score": 0.4994, "band": "medium", "summary": "Typist and word processing operator has some offset potential, but it depends on transition pathways holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "Nearby moves and published transition support look reasonably strong." ], "cautions": [ "Current demand support is thin, so offsets may take longer to show up." ], "components": { "demand_persistence": 0.2479, "transition_support": 0.8059, "reallocation_room": 0.3646, "mobility_friction": 0.2025 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "51132", "title": "Attractions guide", "score": 0.6131, "band": "medium", "summary": "Attractions guide has some offset potential, but it depends on transition pathways holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "Nearby moves and published transition support look reasonably strong.", "A meaningful share of the work can likely be reorganized around AI rather than removed outright." ], "cautions": [ "Current demand support is thin, so offsets may take longer to show up." ], "components": { "demand_persistence": 0.2701, "transition_support": 0.8254, "reallocation_room": 0.7227, "mobility_friction": 0.0975 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "54123", "title": "Auxiliary police officer", "score": 0.5772, "band": "medium", "summary": "Auxiliary police officer has some offset potential, but it depends on transition pathways holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "Nearby moves and published transition support look reasonably strong." ], "cautions": [ "Current demand support is thin, so offsets may take longer to show up." ], "components": { "demand_persistence": 0.2701, "transition_support": 0.813, "reallocation_room": 0.5941, "mobility_friction": 0.0975 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "51322", "title": "Barista", "score": 0.4743, "band": "medium", "summary": "Barista has some offset potential, but it depends on transition pathways holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "Nearby moves and published transition support look reasonably strong." ], "cautions": [ "Current demand support is thin, so offsets may take longer to show up." ], "components": { "demand_persistence": 0.2701, "transition_support": 0.8135, "reallocation_room": 0.2239, "mobility_friction": 0.2025 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "51321", "title": "Bartender/Mixologist", "score": 0.4719, "band": "medium", "summary": "Bartender/Mixologist has some offset potential, but it depends on transition pathways holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "Nearby moves and published transition support look reasonably strong." ], "cautions": [ "Current demand support is thin, so offsets may take longer to show up." ], "components": { "demand_persistence": 0.2701, "transition_support": 0.8051, "reallocation_room": 0.2245, "mobility_friction": 0.2025 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "51421", "title": "Beautician", "score": 0.4924, "band": "medium", "summary": "Beautician has some offset potential, but it depends on transition pathways holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "Nearby moves and published transition support look reasonably strong." ], "cautions": [ "Current demand support is thin, so offsets may take longer to show up." ], "components": { "demand_persistence": 0.2701, "transition_support": 0.817, "reallocation_room": 0.2501, "mobility_friction": 0.0975 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "51702", "title": "Bookmaker/Croupier/Casino dealer and related gaming worker", "score": 0.4801, "band": "medium", "summary": "Bookmaker/Croupier/Casino dealer and related gaming worker has some offset potential, but it depends on transition pathways holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "Nearby moves and published transition support look reasonably strong." ], "cautions": [ "Current demand support is thin, so offsets may take longer to show up." ], "components": { "demand_persistence": 0.2701, "transition_support": 0.8125, "reallocation_room": 0.2344, "mobility_friction": 0.1675 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "51112", "title": "Cabin attendant/steward", "score": 0.5656, "band": "medium", "summary": "Cabin attendant/steward has some offset potential, but it depends on transition pathways holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "Nearby moves and published transition support look reasonably strong." ], "cautions": [ "Current demand support is thin, so offsets may take longer to show up." ], "components": { "demand_persistence": 0.2701, "transition_support": 0.8214, "reallocation_room": 0.5378, "mobility_friction": 0.0975 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "52301", "title": "Cage/Count supervisor", "score": 0.4766, "band": "medium", "summary": "Cage/Count supervisor has some offset potential, but it depends on transition pathways holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "Nearby moves and published transition support look reasonably strong." ], "cautions": [ "Current demand support is thin, so offsets may take longer to show up." ], "components": { "demand_persistence": 0.2701, "transition_support": 0.8095, "reallocation_room": 0.2238, "mobility_friction": 0.1675 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "51311", "title": "Captain waiter/Waiter supervisor", "score": 0.5494, "band": "medium", "summary": "Captain waiter/Waiter supervisor has some offset potential, but it depends on transition pathways holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "Nearby moves and published transition support look reasonably strong." ], "cautions": [], "components": { "demand_persistence": 0.4801, "transition_support": 0.8076, "reallocation_room": 0.2233, "mobility_friction": 0.1675 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "52302", "title": "Cashier (general)", "score": 0.4862, "band": "medium", "summary": "Cashier (general) has some offset potential, but it depends on transition pathways holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "Nearby moves and published transition support look reasonably strong." ], "cautions": [ "Current demand support is thin, so offsets may take longer to show up." ], "components": { "demand_persistence": 0.2701, "transition_support": 0.8213, "reallocation_room": 0.2202, "mobility_friction": 0.0975 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "51111", "title": "Chief steward", "score": 0.5153, "band": "medium", "summary": "Chief steward has some offset potential, but it depends on transition pathways holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "Nearby moves and published transition support look reasonably strong." ], "cautions": [ "Current demand support is thin, so offsets may take longer to show up." ], "components": { "demand_persistence": 0.2701, "transition_support": 0.8061, "reallocation_room": 0.3546, "mobility_friction": 0.0975 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "53113", "title": "Child/After school care centre worker", "score": 0.542, "band": "medium", "summary": "Child/After school care centre worker has some offset potential, but it depends on transition pathways holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "Nearby moves and published transition support look reasonably strong." ], "cautions": [ "Current demand support is thin, so offsets may take longer to show up." ], "components": { "demand_persistence": 0.2701, "transition_support": 0.7993, "reallocation_room": 0.4697, "mobility_friction": 0.0975 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "51201", "title": "Cook (e.g. commis cook 2/3)", "score": 0.4988, "band": "medium", "summary": "Cook (e.g. commis cook 2/3) has some offset potential, but it depends on transition pathways holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "Nearby moves and published transition support look reasonably strong." ], "cautions": [ "Current demand support is thin, so offsets may take longer to show up." ], "components": { "demand_persistence": 0.3201, "transition_support": 0.817, "reallocation_room": 0.2195, "mobility_friction": 0.1325 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "53203", "title": "Dental aide/assistant", "score": 0.552, "band": "medium", "summary": "Dental aide/assistant has some offset potential, but it depends on transition pathways holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "Nearby moves and published transition support look reasonably strong." ], "cautions": [ "Current demand support is thin, so offsets may take longer to show up." ], "components": { "demand_persistence": 0.3201, "transition_support": 0.8202, "reallocation_room": 0.4286, "mobility_friction": 0.1325 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "51950", "title": "Driving instructor/tester", "score": 0.5723, "band": "medium", "summary": "Driving instructor/tester has some offset potential, but it depends on transition pathways holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "Nearby moves and published transition support look reasonably strong." ], "cautions": [ "Current demand support is thin, so offsets may take longer to show up." ], "components": { "demand_persistence": 0.2701, "transition_support": 0.7879, "reallocation_room": 0.6188, "mobility_friction": 0.1325 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "53115", "title": "Educarer", "score": 0.4814, "band": "medium", "summary": "Educarer has some offset potential, but it depends on transition pathways holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "Nearby moves and published transition support look reasonably strong." ], "cautions": [ "Current demand support is thin, so offsets may take longer to show up." ], "components": { "demand_persistence": 0.2701, "transition_support": 0.7997, "reallocation_room": 0.2409, "mobility_friction": 0.1325 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "52492", "title": "Food service counter attendant", "score": 0.4934, "band": "medium", "summary": "Food service counter attendant has some offset potential, but it depends on transition pathways holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "Nearby moves and published transition support look reasonably strong." ], "cautions": [ "Current demand support is thin, so offsets may take longer to show up." ], "components": { "demand_persistence": 0.2701, "transition_support": 0.8212, "reallocation_room": 0.2491, "mobility_friction": 0.0975 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "51411", "title": "Hair stylist/Hairdresser", "score": 0.557, "band": "medium", "summary": "Hair stylist/Hairdresser has some offset potential, but it depends on transition pathways holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "Nearby moves and published transition support look reasonably strong." ], "cautions": [ "Current demand support is thin, so offsets may take longer to show up." ], "components": { "demand_persistence": 0.2701, "transition_support": 0.8198, "reallocation_room": 0.5052, "mobility_friction": 0.0975 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "53201", "title": "Healthcare assistant (e.g. therapy aide/assistant)", "score": 0.5603, "band": "medium", "summary": "Healthcare assistant (e.g. therapy aide/assistant) has some offset potential, but it depends on transition pathways holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "Nearby moves and published transition support look reasonably strong." ], "cautions": [ "Current demand support is thin, so offsets may take longer to show up." ], "components": { "demand_persistence": 0.3201, "transition_support": 0.8324, "reallocation_room": 0.4473, "mobility_friction": 0.1325 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "51502", "title": "House steward", "score": 0.6233, "band": "medium", "summary": "House steward has some offset potential, but it depends on transition pathways holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "Nearby moves and published transition support look reasonably strong.", "A meaningful share of the work can likely be reorganized around AI rather than removed outright." ], "cautions": [ "Current demand support is thin, so offsets may take longer to show up." ], "components": { "demand_persistence": 0.2701, "transition_support": 0.8141, "reallocation_room": 0.777, "mobility_friction": 0.0975 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "51501", "title": "Housekeeper (hotels and other establishments)", "score": 0.6465, "band": "medium", "summary": "Housekeeper (hotels and other establishments) has some offset potential, but it depends on task redesign holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "Nearby moves and published transition support look reasonably strong.", "A meaningful share of the work can likely be reorganized around AI rather than removed outright." ], "cautions": [ "Current demand support is thin, so offsets may take longer to show up." ], "components": { "demand_persistence": 0.2701, "transition_support": 0.8301, "reallocation_room": 0.8509, "mobility_friction": 0.0975 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "51503", "title": "Housekeeping matron", "score": 0.6304, "band": "medium", "summary": "Housekeeping matron has some offset potential, but it depends on transition pathways holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "Nearby moves and published transition support look reasonably strong.", "A meaningful share of the work can likely be reorganized around AI rather than removed outright." ], "cautions": [ "Current demand support is thin, so offsets may take longer to show up." ], "components": { "demand_persistence": 0.2701, "transition_support": 0.8268, "reallocation_room": 0.7903, "mobility_friction": 0.0975 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "54193", "title": "Insurance investigator", "score": 0.5503, "band": "medium", "summary": "Insurance investigator has some offset potential, but it depends on transition pathways holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "Nearby moves and published transition support look reasonably strong." ], "cautions": [ "Current demand support is thin, so offsets may take longer to show up." ], "components": { "demand_persistence": 0.2701, "transition_support": 0.8065, "reallocation_room": 0.4943, "mobility_friction": 0.0975 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "51942", "title": "Keeper/Trainer in zoological, bird and aquatic parks", "score": 0.4586, "band": "medium", "summary": "Keeper/Trainer in zoological, bird and aquatic parks has some offset potential, but it depends on transition pathways holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "Nearby moves and published transition support look reasonably strong." ], "cautions": [ "Current demand support is thin, so offsets may take longer to show up." ], "components": { "demand_persistence": 0.2701, "transition_support": 0.7863, "reallocation_room": 0.245, "mobility_friction": 0.3308 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "54150", "title": "Lifeguard", "score": 0.5601, "band": "medium", "summary": "Lifeguard has some offset potential, but it depends on transition pathways holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "Nearby moves and published transition support look reasonably strong." ], "cautions": [ "Current demand support is thin, so offsets may take longer to show up." ], "components": { "demand_persistence": 0.2701, "transition_support": 0.8153, "reallocation_room": 0.5231, "mobility_friction": 0.0975 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "51422", "title": "Manicurist", "score": 0.5482, "band": "medium", "summary": "Manicurist has some offset potential, but it depends on transition pathways holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "Nearby moves and published transition support look reasonably strong." ], "cautions": [ "Current demand support is thin, so offsets may take longer to show up." ], "components": { "demand_persistence": 0.2701, "transition_support": 0.8278, "reallocation_room": 0.4602, "mobility_friction": 0.0975 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "51491", "title": "Masseur (non-medical) (including foot reflexologist)", "score": 0.5343, "band": "medium", "summary": "Masseur (non-medical) (including foot reflexologist) has some offset potential, but it depends on transition pathways holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "Nearby moves and published transition support look reasonably strong." ], "cautions": [ "Current demand support is thin, so offsets may take longer to show up." ], "components": { "demand_persistence": 0.3201, "transition_support": 0.8278, "reallocation_room": 0.3346, "mobility_friction": 0.0975 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "53202", "title": "Nursing aide/assistant", "score": 0.5324, "band": "medium", "summary": "Nursing aide/assistant has some offset potential, but it depends on transition pathways holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "Nearby moves and published transition support look reasonably strong." ], "cautions": [ "Current demand support is thin, so offsets may take longer to show up." ], "components": { "demand_persistence": 0.2701, "transition_support": 0.8121, "reallocation_room": 0.4161, "mobility_friction": 0.0975 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "52491", "title": "Petrol station attendant", "score": 0.4925, "band": "medium", "summary": "Petrol station attendant has some offset potential, but it depends on transition pathways holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "Nearby moves and published transition support look reasonably strong." ], "cautions": [ "Current demand support is thin, so offsets may take longer to show up." ], "components": { "demand_persistence": 0.2701, "transition_support": 0.8167, "reallocation_room": 0.251, "mobility_friction": 0.0975 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "54144", "title": "Private security officer", "score": 0.6203, "band": "medium", "summary": "Private security officer has some offset potential, but it depends on transition pathways holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "Nearby moves and published transition support look reasonably strong." ], "cautions": [], "components": { "demand_persistence": 0.4801, "transition_support": 0.8358, "reallocation_room": 0.4451, "mobility_friction": 0.0975 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "51121", "title": "Rail station service assistant", "score": 0.5236, "band": "medium", "summary": "Rail station service assistant has some offset potential, but it depends on transition pathways holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "Nearby moves and published transition support look reasonably strong." ], "cautions": [ "Current demand support is thin, so offsets may take longer to show up." ], "components": { "demand_persistence": 0.2701, "transition_support": 0.8056, "reallocation_room": 0.4306, "mobility_friction": 0.2025 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "52421", "title": "Sales demonstrator", "score": 0.4723, "band": "medium", "summary": "Sales demonstrator has some offset potential, but it depends on transition pathways holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "Nearby moves and published transition support look reasonably strong." ], "cautions": [ "Current demand support is thin, so offsets may take longer to show up." ], "components": { "demand_persistence": 0.2776, "transition_support": 0.8056, "reallocation_room": 0.2007, "mobility_friction": 0.1675 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "52201", "title": "Sales supervisor", "score": 0.5172, "band": "medium", "summary": "Sales supervisor has some offset potential, but it depends on transition pathways holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "Nearby moves and published transition support look reasonably strong." ], "cautions": [ "Current demand support is thin, so offsets may take longer to show up." ], "components": { "demand_persistence": 0.2776, "transition_support": 0.8025, "reallocation_room": 0.3842, "mobility_friction": 0.1675 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "52422", "title": "Salesperson (door-to-door)", "score": 0.4639, "band": "medium", "summary": "Salesperson (door-to-door) has some offset potential, but it depends on transition pathways holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "Nearby moves and published transition support look reasonably strong." ], "cautions": [ "Current demand support is thin, so offsets may take longer to show up." ], "components": { "demand_persistence": 0.2776, "transition_support": 0.7971, "reallocation_room": 0.2008, "mobility_friction": 0.2258 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "54142", "title": "Security supervisor", "score": 0.6193, "band": "medium", "summary": "Security supervisor has some offset potential, but it depends on transition pathways holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "Nearby moves and published transition support look reasonably strong." ], "cautions": [], "components": { "demand_persistence": 0.4801, "transition_support": 0.8327, "reallocation_room": 0.445, "mobility_friction": 0.0975 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "51202", "title": "Senior cook (e.g. station chef, commis cook 1, station cook)", "score": 0.4936, "band": "medium", "summary": "Senior cook (e.g. station chef, commis cook 1, station cook) has some offset potential, but it depends on transition pathways holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "Nearby moves and published transition support look reasonably strong." ], "cautions": [ "Current demand support is thin, so offsets may take longer to show up." ], "components": { "demand_persistence": 0.3201, "transition_support": 0.8079, "reallocation_room": 0.2237, "mobility_friction": 0.1675 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "54143", "title": "Senior private security officer", "score": 0.62, "band": "medium", "summary": "Senior private security officer has some offset potential, but it depends on transition pathways holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "Nearby moves and published transition support look reasonably strong." ], "cautions": [], "components": { "demand_persistence": 0.4801, "transition_support": 0.8338, "reallocation_room": 0.4464, "mobility_friction": 0.0975 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "54141", "title": "Senior security supervisor", "score": 0.6182, "band": "medium", "summary": "Senior security supervisor has some offset potential, but it depends on transition pathways holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "Nearby moves and published transition support look reasonably strong." ], "cautions": [], "components": { "demand_persistence": 0.4801, "transition_support": 0.8248, "reallocation_room": 0.4499, "mobility_friction": 0.0975 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "52202", "title": "Shop sales assistant", "score": 0.5359, "band": "medium", "summary": "Shop sales assistant has some offset potential, but it depends on transition pathways holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "Nearby moves and published transition support look reasonably strong." ], "cautions": [ "Current demand support is thin, so offsets may take longer to show up." ], "components": { "demand_persistence": 0.3276, "transition_support": 0.8128, "reallocation_room": 0.3764, "mobility_friction": 0.1675 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "51492", "title": "Slimming consultant", "score": 0.4642, "band": "medium", "summary": "Slimming consultant has some offset potential, but it depends on transition pathways holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "Nearby moves and published transition support look reasonably strong." ], "cautions": [ "Current demand support is thin, so offsets may take longer to show up." ], "components": { "demand_persistence": 0.2701, "transition_support": 0.8127, "reallocation_room": 0.1425, "mobility_friction": 0.0975 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "53120", "title": "Teacher aide", "score": 0.4887, "band": "medium", "summary": "Teacher aide has some offset potential, but it depends on transition pathways holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "Nearby moves and published transition support look reasonably strong." ], "cautions": [ "Current demand support is thin, so offsets may take longer to show up." ], "components": { "demand_persistence": 0.2701, "transition_support": 0.7887, "reallocation_room": 0.283, "mobility_friction": 0.1325 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "52440", "title": "Telemarketer", "score": 0.4865, "band": "medium", "summary": "Telemarketer has some offset potential, but it depends on transition pathways holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "Nearby moves and published transition support look reasonably strong." ], "cautions": [ "Current demand support is thin, so offsets may take longer to show up." ], "components": { "demand_persistence": 0.2701, "transition_support": 0.8293, "reallocation_room": 0.2118, "mobility_friction": 0.0975 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "51131", "title": "Tour guide", "score": 0.6025, "band": "medium", "summary": "Tour guide has some offset potential, but it depends on transition pathways holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "Nearby moves and published transition support look reasonably strong.", "A meaningful share of the work can likely be reorganized around AI rather than removed outright." ], "cautions": [ "Current demand support is thin, so offsets may take longer to show up." ], "components": { "demand_persistence": 0.2701, "transition_support": 0.8162, "reallocation_room": 0.6913, "mobility_friction": 0.0975 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "51931", "title": "Undertaker", "score": 0.6239, "band": "medium", "summary": "Undertaker has some offset potential, but it depends on transition pathways holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "Nearby moves and published transition support look reasonably strong.", "A meaningful share of the work can likely be reorganized around AI rather than removed outright." ], "cautions": [ "Current demand support is thin, so offsets may take longer to show up." ], "components": { "demand_persistence": 0.2701, "transition_support": 0.8028, "reallocation_room": 0.7931, "mobility_friction": 0.0975 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "51312", "title": "Waiter", "score": 0.5564, "band": "medium", "summary": "Waiter has some offset potential, but it depends on transition pathways holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "Nearby moves and published transition support look reasonably strong." ], "cautions": [], "components": { "demand_persistence": 0.4801, "transition_support": 0.8205, "reallocation_room": 0.2219, "mobility_friction": 0.1325 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "62212", "title": "Aquarium fish farm worker", "score": 0.4678, "band": "medium", "summary": "Aquarium fish farm worker has some offset potential, but it depends on demand holding up in practice and on workers clearing the main switching frictions.", "strengths": [], "cautions": [], "components": { "demand_persistence": 0.4455, "transition_support": 0.4085, "reallocation_room": 0.4103, "mobility_friction": 0.1325 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "61133", "title": "Gardener and horticultural worker", "score": 0.4319, "band": "medium", "summary": "Gardener and horticultural worker has some offset potential, but it depends on demand holding up in practice and on workers clearing the main switching frictions.", "strengths": [], "cautions": [], "components": { "demand_persistence": 0.4455, "transition_support": 0.4252, "reallocation_room": 0.2328, "mobility_friction": 0.0975 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "61131", "title": "Landscape and plant nursery supervisor", "score": 0.4662, "band": "medium", "summary": "Landscape and plant nursery supervisor has some offset potential, but it depends on task redesign holding up in practice and on workers clearing the main switching frictions.", "strengths": [], "cautions": [], "components": { "demand_persistence": 0.438, "transition_support": 0.3985, "reallocation_room": 0.4543, "mobility_friction": 0.2025 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "71271", "title": "Air-conditioning/Refrigeration equipment mechanic", "score": 0.6221, "band": "medium", "summary": "Air-conditioning/Refrigeration equipment mechanic has some offset potential, but it depends on transition pathways holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "Nearby moves and published transition support look reasonably strong." ], "cautions": [], "components": { "demand_persistence": 0.4505, "transition_support": 0.7894, "reallocation_room": 0.5494, "mobility_friction": 0.0975 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "72310", "title": "Automotive mechanic", "score": 0.62, "band": "medium", "summary": "Automotive mechanic has some offset potential, but it depends on transition pathways holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "Nearby moves and published transition support look reasonably strong." ], "cautions": [], "components": { "demand_persistence": 0.4505, "transition_support": 0.7975, "reallocation_room": 0.5313, "mobility_friction": 0.0975 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "75121", "title": "Baker", "score": 0.5547, "band": "medium", "summary": "Baker has some offset potential, but it depends on transition pathways holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "Nearby moves and published transition support look reasonably strong." ], "cautions": [], "components": { "demand_persistence": 0.4505, "transition_support": 0.8087, "reallocation_room": 0.2566, "mobility_friction": 0.0975 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "71331", "title": "Building maintenance worker", "score": 0.5876, "band": "medium", "summary": "Building maintenance worker has some offset potential, but it depends on transition pathways holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "Nearby moves and published transition support look reasonably strong." ], "cautions": [], "components": { "demand_persistence": 0.4505, "transition_support": 0.7905, "reallocation_room": 0.4102, "mobility_friction": 0.0975 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "71311", "title": "Building painter", "score": 0.5481, "band": "medium", "summary": "Building painter has some offset potential, but it depends on transition pathways holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "Nearby moves and published transition support look reasonably strong." ], "cautions": [], "components": { "demand_persistence": 0.4505, "transition_support": 0.823, "reallocation_room": 0.2133, "mobility_friction": 0.0975 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "75110", "title": "Butcher, fishmonger and related food preparer", "score": 0.5041, "band": "medium", "summary": "Butcher, fishmonger and related food preparer has some offset potential, but it depends on transition pathways holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "Nearby moves and published transition support look reasonably strong." ], "cautions": [], "components": { "demand_persistence": 0.4505, "transition_support": 0.794, "reallocation_room": 0.0718, "mobility_friction": 0.0975 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "71151", "title": "Carpenter", "score": 0.6534, "band": "medium", "summary": "Carpenter has some offset potential, but it depends on transition pathways holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "Nearby moves and published transition support look reasonably strong.", "A meaningful share of the work can likely be reorganized around AI rather than removed outright." ], "cautions": [], "components": { "demand_persistence": 0.4505, "transition_support": 0.7974, "reallocation_room": 0.665, "mobility_friction": 0.0975 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "74121", "title": "Electrical fitter", "score": 0.6438, "band": "medium", "summary": "Electrical fitter has some offset potential, but it depends on transition pathways holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "Nearby moves and published transition support look reasonably strong." ], "cautions": [], "components": { "demand_persistence": 0.4505, "transition_support": 0.8178, "reallocation_room": 0.602, "mobility_friction": 0.0975 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "74123", "title": "Electrical household appliance repairer", "score": 0.6355, "band": "medium", "summary": "Electrical household appliance repairer has some offset potential, but it depends on transition pathways holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "Nearby moves and published transition support look reasonably strong." ], "cautions": [], "components": { "demand_persistence": 0.4505, "transition_support": 0.8102, "reallocation_room": 0.578, "mobility_friction": 0.0975 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "74122", "title": "Electrical lift, escalator and related equipment fitter", "score": 0.6408, "band": "medium", "summary": "Electrical lift, escalator and related equipment fitter has some offset potential, but it depends on transition pathways holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "Nearby moves and published transition support look reasonably strong." ], "cautions": [], "components": { "demand_persistence": 0.4505, "transition_support": 0.7986, "reallocation_room": 0.6133, "mobility_friction": 0.0975 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "74110", "title": "Electrician", "score": 0.6643, "band": "medium", "summary": "Electrician has some offset potential, but it depends on transition pathways holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "Nearby moves and published transition support look reasonably strong.", "A meaningful share of the work can likely be reorganized around AI rather than removed outright." ], "cautions": [], "components": { "demand_persistence": 0.4505, "transition_support": 0.7953, "reallocation_room": 0.7113, "mobility_friction": 0.0975 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "71220", "title": "Floor/Wall tiler", "score": 0.5559, "band": "medium", "summary": "Floor/Wall tiler has some offset potential, but it depends on transition pathways holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "Nearby moves and published transition support look reasonably strong." ], "cautions": [], "components": { "demand_persistence": 0.4505, "transition_support": 0.7975, "reallocation_room": 0.2748, "mobility_friction": 0.0975 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "75440", "title": "Fumigator and other pest and weed controller", "score": 0.5625, "band": "medium", "summary": "Fumigator and other pest and weed controller has some offset potential, but it depends on transition pathways holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "Nearby moves and published transition support look reasonably strong." ], "cautions": [], "components": { "demand_persistence": 0.4505, "transition_support": 0.8089, "reallocation_room": 0.3016, "mobility_friction": 0.1325 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "72392", "title": "Industrial/Office machinery mechanic", "score": 0.6228, "band": "medium", "summary": "Industrial/Office machinery mechanic has some offset potential, but it depends on transition pathways holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "Nearby moves and published transition support look reasonably strong." ], "cautions": [], "components": { "demand_persistence": 0.4505, "transition_support": 0.7924, "reallocation_room": 0.5486, "mobility_friction": 0.0975 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "71152", "title": "Joiner", "score": 0.6012, "band": "medium", "summary": "Joiner has some offset potential, but it depends on transition pathways holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "Nearby moves and published transition support look reasonably strong." ], "cautions": [], "components": { "demand_persistence": 0.4505, "transition_support": 0.8034, "reallocation_room": 0.4492, "mobility_friction": 0.0975 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "74001", "title": "Lift supervisor", "score": 0.656, "band": "medium", "summary": "Lift supervisor has some offset potential, but it depends on transition pathways holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "Nearby moves and published transition support look reasonably strong.", "A meaningful share of the work can likely be reorganized around AI rather than removed outright." ], "cautions": [], "components": { "demand_persistence": 0.4505, "transition_support": 0.7918, "reallocation_room": 0.6821, "mobility_friction": 0.0975 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "72222", "title": "Locksmith", "score": 0.5701, "band": "medium", "summary": "Locksmith has some offset potential, but it depends on transition pathways holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "Nearby moves and published transition support look reasonably strong." ], "cautions": [], "components": { "demand_persistence": 0.4505, "transition_support": 0.801, "reallocation_room": 0.3274, "mobility_friction": 0.0975 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "72391", "title": "Machinery mechanic", "score": 0.6305, "band": "medium", "summary": "Machinery mechanic has some offset potential, but it depends on transition pathways holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "Nearby moves and published transition support look reasonably strong." ], "cautions": [], "components": { "demand_persistence": 0.4505, "transition_support": 0.8031, "reallocation_room": 0.5668, "mobility_friction": 0.0975 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "73113", "title": "Medical device assembler/repairer", "score": 0.5548, "band": "medium", "summary": "Medical device assembler/repairer has some offset potential, but it depends on transition pathways holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "Nearby moves and published transition support look reasonably strong." ], "cautions": [], "components": { "demand_persistence": 0.4505, "transition_support": 0.8022, "reallocation_room": 0.2647, "mobility_friction": 0.0975 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "72110", "title": "Metal moulder and coremaker", "score": 0.5674, "band": "medium", "summary": "Metal moulder and coremaker has some offset potential, but it depends on transition pathways holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "Nearby moves and published transition support look reasonably strong." ], "cautions": [], "components": { "demand_persistence": 0.4505, "transition_support": 0.7927, "reallocation_room": 0.3267, "mobility_friction": 0.0975 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "75122", "title": "Pastry and confectionery maker", "score": 0.5541, "band": "medium", "summary": "Pastry and confectionery maker has some offset potential, but it depends on transition pathways holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "Nearby moves and published transition support look reasonably strong." ], "cautions": [], "components": { "demand_persistence": 0.4505, "transition_support": 0.806, "reallocation_room": 0.2574, "mobility_friction": 0.0975 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "71261", "title": "Plumber", "score": 0.6601, "band": "medium", "summary": "Plumber has some offset potential, but it depends on transition pathways holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "Nearby moves and published transition support look reasonably strong.", "A meaningful share of the work can likely be reorganized around AI rather than removed outright." ], "cautions": [], "components": { "demand_persistence": 0.4505, "transition_support": 0.7929, "reallocation_room": 0.6973, "mobility_friction": 0.0975 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "73210", "title": "Pre-press trades worker", "score": 0.51, "band": "medium", "summary": "Pre-press trades worker has some offset potential, but it depends on transition pathways holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "Nearby moves and published transition support look reasonably strong." ], "cautions": [], "components": { "demand_persistence": 0.4505, "transition_support": 0.8136, "reallocation_room": 0.0721, "mobility_friction": 0.0975 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "71000", "title": "Supervisor/General foreman (building and related trades)", "score": 0.6422, "band": "medium", "summary": "Supervisor/General foreman (building and related trades) has some offset potential, but it depends on transition pathways holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "Nearby moves and published transition support look reasonably strong.", "A meaningful share of the work can likely be reorganized around AI rather than removed outright." ], "cautions": [], "components": { "demand_persistence": 0.4505, "transition_support": 0.7857, "reallocation_room": 0.6344, "mobility_friction": 0.0975 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "74002", "title": "Supervisor/General foreman (electrical and electronic trades, excluding lift)", "score": 0.7096, "band": "high", "summary": "Supervisor/General foreman (electrical and electronic trades, excluding lift) still has credible offset paths. Demand persists, adjacent moves look viable, and enough of the work appears reorganizable around AI.", "strengths": [ "Nearby moves and published transition support look reasonably strong.", "A meaningful share of the work can likely be reorganized around AI rather than removed outright." ], "cautions": [], "components": { "demand_persistence": 0.4505, "transition_support": 0.792, "reallocation_room": 0.8965, "mobility_friction": 0.0975 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "75000", "title": "Supervisor/General foreman (food processing, woodworking, garment, leather and related trades)", "score": 0.5785, "band": "medium", "summary": "Supervisor/General foreman (food processing, woodworking, garment, leather and related trades) has some offset potential, but it depends on transition pathways holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "Nearby moves and published transition support look reasonably strong." ], "cautions": [], "components": { "demand_persistence": 0.4505, "transition_support": 0.787, "reallocation_room": 0.378, "mobility_friction": 0.0975 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "72000", "title": "Supervisor/General foreman (metal, machinery and related trades)", "score": 0.6312, "band": "medium", "summary": "Supervisor/General foreman (metal, machinery and related trades) has some offset potential, but it depends on transition pathways holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "Nearby moves and published transition support look reasonably strong." ], "cautions": [], "components": { "demand_persistence": 0.4505, "transition_support": 0.767, "reallocation_room": 0.6126, "mobility_friction": 0.0975 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "73000", "title": "Supervisor/General foreman (precision, handicraft, printing and related trades)", "score": 0.6358, "band": "medium", "summary": "Supervisor/General foreman (precision, handicraft, printing and related trades) has some offset potential, but it depends on transition pathways holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "Nearby moves and published transition support look reasonably strong." ], "cautions": [], "components": { "demand_persistence": 0.4505, "transition_support": 0.7844, "reallocation_room": 0.6103, "mobility_friction": 0.0975 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "75310", "title": "Tailor/Dressmaker", "score": 0.5424, "band": "medium", "summary": "Tailor/Dressmaker has some offset potential, but it depends on transition pathways holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "Nearby moves and published transition support look reasonably strong." ], "cautions": [], "components": { "demand_persistence": 0.4505, "transition_support": 0.8032, "reallocation_room": 0.2141, "mobility_friction": 0.0975 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "72221", "title": "Tool and die maker", "score": 0.5679, "band": "medium", "summary": "Tool and die maker has some offset potential, but it depends on transition pathways holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "Nearby moves and published transition support look reasonably strong." ], "cautions": [], "components": { "demand_persistence": 0.4505, "transition_support": 0.7934, "reallocation_room": 0.328, "mobility_friction": 0.0975 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "75410", "title": "Underwater diver", "score": 0.6444, "band": "medium", "summary": "Underwater diver has some offset potential, but it depends on transition pathways holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "Nearby moves and published transition support look reasonably strong.", "A meaningful share of the work can likely be reorganized around AI rather than removed outright." ], "cautions": [], "components": { "demand_persistence": 0.4505, "transition_support": 0.7788, "reallocation_room": 0.6654, "mobility_friction": 0.1325 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "73111", "title": "Watch and clock assembler/repairer", "score": 0.5495, "band": "medium", "summary": "Watch and clock assembler/repairer has some offset potential, but it depends on transition pathways holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "Nearby moves and published transition support look reasonably strong." ], "cautions": [], "components": { "demand_persistence": 0.4505, "transition_support": 0.7947, "reallocation_room": 0.2667, "mobility_friction": 0.1325 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "72120", "title": "Welder and flame cutter", "score": 0.5501, "band": "medium", "summary": "Welder and flame cutter has some offset potential, but it depends on transition pathways holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "Nearby moves and published transition support look reasonably strong." ], "cautions": [], "components": { "demand_persistence": 0.4505, "transition_support": 0.7956, "reallocation_room": 0.254, "mobility_friction": 0.0975 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "83492", "title": "Airport mobile equipment operator", "score": 0.6266, "band": "medium", "summary": "Airport mobile equipment operator has some offset potential, but it depends on transition pathways holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "Nearby moves and published transition support look reasonably strong." ], "cautions": [], "components": { "demand_persistence": 0.5166, "transition_support": 0.8156, "reallocation_room": 0.4574, "mobility_friction": 0.1325 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "83224", "title": "Ambulance driver", "score": 0.7086, "band": "high", "summary": "Ambulance driver still has credible offset paths. Demand persists, adjacent moves look viable, and enough of the work appears reorganizable around AI.", "strengths": [ "Demand still persists through current labour or hiring signals.", "Nearby moves and published transition support look reasonably strong." ], "cautions": [], "components": { "demand_persistence": 0.7266, "transition_support": 0.8343, "reallocation_room": 0.455, "mobility_friction": 0.0975 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "83311", "title": "Bus driver", "score": 0.5855, "band": "medium", "summary": "Bus driver has some offset potential, but it depends on transition pathways holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "Nearby moves and published transition support look reasonably strong." ], "cautions": [], "components": { "demand_persistence": 0.5166, "transition_support": 0.8085, "reallocation_room": 0.2876, "mobility_friction": 0.0975 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "83222", "title": "Chauffeur", "score": 0.7049, "band": "high", "summary": "Chauffeur still has credible offset paths. Demand persists, adjacent moves look viable, and enough of the work appears reorganizable around AI.", "strengths": [ "Demand still persists through current labour or hiring signals.", "Nearby moves and published transition support look reasonably strong." ], "cautions": [], "components": { "demand_persistence": 0.7266, "transition_support": 0.8293, "reallocation_room": 0.4462, "mobility_friction": 0.0975 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "83323", "title": "Concrete mix truck driver", "score": 0.6157, "band": "medium", "summary": "Concrete mix truck driver has some offset potential, but it depends on transition pathways holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "Nearby moves and published transition support look reasonably strong." ], "cautions": [], "components": { "demand_persistence": 0.5166, "transition_support": 0.8318, "reallocation_room": 0.3803, "mobility_friction": 0.0975 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "83432", "title": "Crane operator (on-site)", "score": 0.6416, "band": "medium", "summary": "Crane operator (on-site) has some offset potential, but it depends on transition pathways holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "Nearby moves and published transition support look reasonably strong." ], "cautions": [], "components": { "demand_persistence": 0.5166, "transition_support": 0.8226, "reallocation_room": 0.5091, "mobility_friction": 0.1325 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "83431", "title": "Crane/Hoist operator (excluding port)", "score": 0.6389, "band": "medium", "summary": "Crane/Hoist operator (excluding port) has some offset potential, but it depends on transition pathways holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "Nearby moves and published transition support look reasonably strong." ], "cautions": [], "components": { "demand_persistence": 0.5166, "transition_support": 0.801, "reallocation_room": 0.5243, "mobility_friction": 0.1325 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "81602", "title": "Dairy and confectionery products machine operator", "score": 0.575, "band": "medium", "summary": "Dairy and confectionery products machine operator has some offset potential, but it depends on transition pathways holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "Nearby moves and published transition support look reasonably strong." ], "cautions": [], "components": { "demand_persistence": 0.5166, "transition_support": 0.8116, "reallocation_room": 0.2419, "mobility_friction": 0.0975 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "83502", "title": "Deckhand (including lighterman)", "score": 0.636, "band": "medium", "summary": "Deckhand (including lighterman) has some offset potential, but it depends on transition pathways holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "Nearby moves and published transition support look reasonably strong." ], "cautions": [], "components": { "demand_persistence": 0.5166, "transition_support": 0.8153, "reallocation_room": 0.4816, "mobility_friction": 0.0975 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "83212", "title": "Delivery man using motorised personal mobility aids/devices", "score": 0.6921, "band": "high", "summary": "Delivery man using motorised personal mobility aids/devices still has credible offset paths. Demand persists, adjacent moves look viable, and enough of the work appears reorganizable around AI.", "strengths": [ "Demand still persists through current labour or hiring signals.", "Nearby moves and published transition support look reasonably strong." ], "cautions": [], "components": { "demand_persistence": 0.7266, "transition_support": 0.8392, "reallocation_room": 0.3831, "mobility_friction": 0.0975 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "82122", "title": "Electronic equipment/component assembler", "score": 0.583, "band": "medium", "summary": "Electronic equipment/component assembler has some offset potential, but it depends on transition pathways holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "Nearby moves and published transition support look reasonably strong." ], "cautions": [], "components": { "demand_persistence": 0.5166, "transition_support": 0.8161, "reallocation_room": 0.2685, "mobility_friction": 0.0975 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "83421", "title": "Excavating/Trench digging machine operator", "score": 0.6277, "band": "medium", "summary": "Excavating/Trench digging machine operator has some offset potential, but it depends on transition pathways holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "Nearby moves and published transition support look reasonably strong." ], "cautions": [], "components": { "demand_persistence": 0.5166, "transition_support": 0.8015, "reallocation_room": 0.5067, "mobility_friction": 0.2025 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "83441", "title": "Fork lift truck operator", "score": 0.5994, "band": "medium", "summary": "Fork lift truck operator has some offset potential, but it depends on transition pathways holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "Nearby moves and published transition support look reasonably strong." ], "cautions": [], "components": { "demand_persistence": 0.5166, "transition_support": 0.8199, "reallocation_room": 0.3435, "mobility_friction": 0.1325 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "83321", "title": "Lorry driver", "score": 0.6154, "band": "medium", "summary": "Lorry driver has some offset potential, but it depends on transition pathways holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "Nearby moves and published transition support look reasonably strong." ], "cautions": [], "components": { "demand_persistence": 0.5166, "transition_support": 0.8366, "reallocation_room": 0.3735, "mobility_friction": 0.0975 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "82110", "title": "Mechanical equipment/component assembler", "score": 0.5897, "band": "medium", "summary": "Mechanical equipment/component assembler has some offset potential, but it depends on transition pathways holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "Nearby moves and published transition support look reasonably strong." ], "cautions": [], "components": { "demand_persistence": 0.5166, "transition_support": 0.8123, "reallocation_room": 0.2999, "mobility_friction": 0.0975 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "82132", "title": "Mechanical products quality checker and tester", "score": 0.6079, "band": "medium", "summary": "Mechanical products quality checker and tester has some offset potential, but it depends on transition pathways holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "Nearby moves and published transition support look reasonably strong." ], "cautions": [], "components": { "demand_persistence": 0.5166, "transition_support": 0.815, "reallocation_room": 0.3693, "mobility_friction": 0.0975 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "81220", "title": "Metal heat treating plant operator", "score": 0.5712, "band": "medium", "summary": "Metal heat treating plant operator has some offset potential, but it depends on transition pathways holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "Nearby moves and published transition support look reasonably strong." ], "cautions": [], "components": { "demand_persistence": 0.5166, "transition_support": 0.7971, "reallocation_room": 0.2439, "mobility_friction": 0.0975 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "81210", "title": "Metal melter, caster and rolling mill operator", "score": 0.6383, "band": "medium", "summary": "Metal melter, caster and rolling mill operator has some offset potential, but it depends on transition pathways holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "Nearby moves and published transition support look reasonably strong." ], "cautions": [], "components": { "demand_persistence": 0.5166, "transition_support": 0.8135, "reallocation_room": 0.4927, "mobility_friction": 0.0975 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "81251", "title": "Metalworking machine setter-operator", "score": 0.5748, "band": "medium", "summary": "Metalworking machine setter-operator has some offset potential, but it depends on transition pathways holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "Nearby moves and published transition support look reasonably strong." ], "cautions": [], "components": { "demand_persistence": 0.5166, "transition_support": 0.8185, "reallocation_room": 0.233, "mobility_friction": 0.0975 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "83000", "title": "Mobile machinery supervisor and general foreman", "score": 0.6339, "band": "medium", "summary": "Mobile machinery supervisor and general foreman has some offset potential, but it depends on transition pathways holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "Nearby moves and published transition support look reasonably strong." ], "cautions": [], "components": { "demand_persistence": 0.5166, "transition_support": 0.8111, "reallocation_room": 0.4919, "mobility_friction": 0.1325 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "83211", "title": "Motorcycle delivery man", "score": 0.7032, "band": "high", "summary": "Motorcycle delivery man still has credible offset paths. Demand persists, adjacent moves look viable, and enough of the work appears reorganizable around AI.", "strengths": [ "Demand still persists through current labour or hiring signals.", "Nearby moves and published transition support look reasonably strong." ], "cautions": [], "components": { "demand_persistence": 0.7766, "transition_support": 0.8248, "reallocation_room": 0.3747, "mobility_friction": 0.0975 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "81830", "title": "Packing/Bottling/Labelling machine operator", "score": 0.5835, "band": "medium", "summary": "Packing/Bottling/Labelling machine operator has some offset potential, but it depends on transition pathways holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "Nearby moves and published transition support look reasonably strong." ], "cautions": [], "components": { "demand_persistence": 0.5166, "transition_support": 0.8074, "reallocation_room": 0.281, "mobility_friction": 0.0975 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "83225", "title": "Parking valet", "score": 0.7065, "band": "high", "summary": "Parking valet still has credible offset paths. Demand persists, adjacent moves look viable, and enough of the work appears reorganizable around AI.", "strengths": [ "Demand still persists through current labour or hiring signals.", "Nearby moves and published transition support look reasonably strong." ], "cautions": [], "components": { "demand_persistence": 0.7266, "transition_support": 0.84, "reallocation_room": 0.4397, "mobility_friction": 0.0975 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "83501", "title": "Port limit helmsman/steersman/engine driver/tugmaster", "score": 0.705, "band": "high", "summary": "Port limit helmsman/steersman/engine driver/tugmaster still has credible offset paths. Demand persists, adjacent moves look viable, and enough of the work appears reorganizable around AI.", "strengths": [ "Nearby moves and published transition support look reasonably strong.", "A meaningful share of the work can likely be reorganized around AI rather than removed outright." ], "cautions": [], "components": { "demand_persistence": 0.5166, "transition_support": 0.8064, "reallocation_room": 0.782, "mobility_friction": 0.1325 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "81252", "title": "Precision grinding machine setter-operator", "score": 0.5767, "band": "medium", "summary": "Precision grinding machine setter-operator has some offset potential, but it depends on transition pathways holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "Nearby moves and published transition support look reasonably strong." ], "cautions": [], "components": { "demand_persistence": 0.5166, "transition_support": 0.8239, "reallocation_room": 0.2338, "mobility_friction": 0.0975 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "81841", "title": "Printing machine operator", "score": 0.584, "band": "medium", "summary": "Printing machine operator has some offset potential, but it depends on transition pathways holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "Nearby moves and published transition support look reasonably strong." ], "cautions": [], "components": { "demand_persistence": 0.5166, "transition_support": 0.8172, "reallocation_room": 0.2852, "mobility_friction": 0.1325 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "81501", "title": "Sewing machine operator", "score": 0.5535, "band": "medium", "summary": "Sewing machine operator has some offset potential, but it depends on transition pathways holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "Nearby moves and published transition support look reasonably strong." ], "cautions": [], "components": { "demand_persistence": 0.5166, "transition_support": 0.7963, "reallocation_room": 0.2022, "mobility_friction": 0.1675 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "81000", "title": "Stationary plant and machine supervisor/general foreman", "score": 0.6823, "band": "high", "summary": "Stationary plant and machine supervisor/general foreman still has credible offset paths. Demand persists, adjacent moves look viable, and enough of the work appears reorganizable around AI.", "strengths": [ "Nearby moves and published transition support look reasonably strong.", "A meaningful share of the work can likely be reorganized around AI rather than removed outright." ], "cautions": [], "components": { "demand_persistence": 0.5166, "transition_support": 0.7917, "reallocation_room": 0.6948, "mobility_friction": 0.0975 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "82000", "title": "Supervisor/General foreman of assemblers and quality checkers", "score": 0.6874, "band": "high", "summary": "Supervisor/General foreman of assemblers and quality checkers still has credible offset paths. Demand persists, adjacent moves look viable, and enough of the work appears reorganizable around AI.", "strengths": [ "Nearby moves and published transition support look reasonably strong.", "A meaningful share of the work can likely be reorganized around AI rather than removed outright." ], "cautions": [], "components": { "demand_persistence": 0.5666, "transition_support": 0.7796, "reallocation_room": 0.6598, "mobility_friction": 0.0975 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "83322", "title": "Trailer-truck driver (including prime mover driver)", "score": 0.6333, "band": "medium", "summary": "Trailer-truck driver (including prime mover driver) has some offset potential, but it depends on transition pathways holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "Nearby moves and published transition support look reasonably strong." ], "cautions": [], "components": { "demand_persistence": 0.5666, "transition_support": 0.8319, "reallocation_room": 0.3805, "mobility_friction": 0.0975 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "83110", "title": "Train operator", "score": 0.6829, "band": "high", "summary": "Train operator still has credible offset paths. Demand persists, adjacent moves look viable, and enough of the work appears reorganizable around AI.", "strengths": [ "Nearby moves and published transition support look reasonably strong.", "A meaningful share of the work can likely be reorganized around AI rather than removed outright." ], "cautions": [], "components": { "demand_persistence": 0.5166, "transition_support": 0.8062, "reallocation_room": 0.6939, "mobility_friction": 0.1325 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "83223", "title": "Van driver", "score": 0.7065, "band": "high", "summary": "Van driver still has credible offset paths. Demand persists, adjacent moves look viable, and enough of the work appears reorganizable around AI.", "strengths": [ "Demand still persists through current labour or hiring signals.", "Nearby moves and published transition support look reasonably strong." ], "cautions": [], "components": { "demand_persistence": 0.7266, "transition_support": 0.8393, "reallocation_room": 0.4406, "mobility_friction": 0.0975 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "83324", "title": "Waste truck driver (including hooklift trucks with roll-on containers)", "score": 0.6116, "band": "medium", "summary": "Waste truck driver (including hooklift trucks with roll-on containers) has some offset potential, but it depends on transition pathways holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "Nearby moves and published transition support look reasonably strong." ], "cautions": [], "components": { "demand_persistence": 0.5166, "transition_support": 0.8215, "reallocation_room": 0.3762, "mobility_friction": 0.0975 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "93333", "title": "Aircraft loader (e.g. airport baggage/cargo handler)", "score": 0.5018, "band": "medium", "summary": "Aircraft loader (e.g. airport baggage/cargo handler) has some offset potential, but it depends on transition pathways holding up in practice and on workers clearing the main switching frictions.", "strengths": [], "cautions": [], "components": { "demand_persistence": 0.4534, "transition_support": 0.5743, "reallocation_room": 0.3225, "mobility_friction": 0.0975 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "96211", "title": "Bell captain", "score": 0.5006, "band": "medium", "summary": "Bell captain has some offset potential, but it depends on transition pathways holding up in practice and on workers clearing the main switching frictions.", "strengths": [], "cautions": [], "components": { "demand_persistence": 0.4534, "transition_support": 0.5975, "reallocation_room": 0.2897, "mobility_friction": 0.0975 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "96212", "title": "Bellboy/Hotel porter", "score": 0.5045, "band": "medium", "summary": "Bellboy/Hotel porter has some offset potential, but it depends on transition pathways holding up in practice and on workers clearing the main switching frictions.", "strengths": [], "cautions": [], "components": { "demand_persistence": 0.4534, "transition_support": 0.6043, "reallocation_room": 0.2971, "mobility_friction": 0.0975 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "96261", "title": "Building caretaker/Watchman", "score": 0.511, "band": "medium", "summary": "Building caretaker/Watchman has some offset potential, but it depends on transition pathways holding up in practice and on workers clearing the main switching frictions.", "strengths": [], "cautions": [], "components": { "demand_persistence": 0.4534, "transition_support": 0.584, "reallocation_room": 0.3757, "mobility_friction": 0.1675 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "96256", "title": "Bus attendant", "score": 0.5082, "band": "medium", "summary": "Bus attendant has some offset potential, but it depends on transition pathways holding up in practice and on workers clearing the main switching frictions.", "strengths": [], "cautions": [], "components": { "demand_persistence": 0.4534, "transition_support": 0.6064, "reallocation_room": 0.3095, "mobility_friction": 0.0975 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "96254", "title": "Car park attendant", "score": 0.5086, "band": "medium", "summary": "Car park attendant has some offset potential, but it depends on transition pathways holding up in practice and on workers clearing the main switching frictions.", "strengths": [], "cautions": [], "components": { "demand_persistence": 0.4534, "transition_support": 0.5945, "reallocation_room": 0.3252, "mobility_friction": 0.0975 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "93100", "title": "Civil engineering/Building construction labourer", "score": 0.5419, "band": "medium", "summary": "Civil engineering/Building construction labourer has some offset potential, but it depends on transition pathways holding up in practice and on workers clearing the main switching frictions.", "strengths": [], "cautions": [], "components": { "demand_persistence": 0.4534, "transition_support": 0.5675, "reallocation_room": 0.4907, "mobility_friction": 0.0975 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "91000", "title": "Cleaning supervisor", "score": 0.5806, "band": "medium", "summary": "Cleaning supervisor has some offset potential, but it depends on task redesign holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "A meaningful share of the work can likely be reorganized around AI rather than removed outright." ], "cautions": [], "components": { "demand_persistence": 0.4534, "transition_support": 0.5525, "reallocation_room": 0.6776, "mobility_friction": 0.1325 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "96272", "title": "Concierge (hotel)", "score": 0.5713, "band": "medium", "summary": "Concierge (hotel) has some offset potential, but it depends on task redesign holding up in practice and on workers clearing the main switching frictions.", "strengths": [ "A meaningful share of the work can likely be reorganized around AI rather than removed outright." ], "cautions": [], "components": { "demand_persistence": 0.4534, "transition_support": 0.5865, "reallocation_room": 0.6414, "mobility_friction": 0.2375 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "91153", "title": "Dishwasher", "score": 0.4782, "band": "medium", "summary": "Dishwasher has some offset potential, but it depends on transition pathways holding up in practice and on workers clearing the main switching frictions.", "strengths": [], "cautions": [], "components": { "demand_persistence": 0.4534, "transition_support": 0.5906, "reallocation_room": 0.2085, "mobility_friction": 0.0975 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "96262", "title": "Doorman", "score": 0.4569, "band": "medium", "summary": "Doorman has some offset potential, but it depends on transition pathways holding up in practice and on workers clearing the main switching frictions.", "strengths": [], "cautions": [], "components": { "demand_persistence": 0.4534, "transition_support": 0.5866, "reallocation_room": 0.1559, "mobility_friction": 0.1675 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "94103", "title": "Fast food preparer", "score": 0.4951, "band": "medium", "summary": "Fast food preparer has some offset potential, but it depends on transition pathways holding up in practice and on workers clearing the main switching frictions.", "strengths": [], "cautions": [], "components": { "demand_persistence": 0.4534, "transition_support": 0.5794, "reallocation_room": 0.2895, "mobility_friction": 0.0975 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "91151", "title": "Food and beverage establishments general cleaner", "score": 0.4783, "band": "medium", "summary": "Food and beverage establishments general cleaner has some offset potential, but it depends on transition pathways holding up in practice and on workers clearing the main switching frictions.", "strengths": [], "cautions": [], "components": { "demand_persistence": 0.4534, "transition_support": 0.5906, "reallocation_room": 0.2086, "mobility_friction": 0.0975 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "94102", "title": "Food/Drink stall assistant", "score": 0.4963, "band": "medium", "summary": "Food/Drink stall assistant has some offset potential, but it depends on transition pathways holding up in practice and on workers clearing the main switching frictions.", "strengths": [], "cautions": [], "components": { "demand_persistence": 0.4534, "transition_support": 0.5857, "reallocation_room": 0.2867, "mobility_friction": 0.0975 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "96111", "title": "General waste collection, recycling and material recovery worker", "score": 0.5109, "band": "medium", "summary": "General waste collection, recycling and material recovery worker has some offset potential, but it depends on transition pathways holding up in practice and on workers clearing the main switching frictions.", "strengths": [], "cautions": [], "components": { "demand_persistence": 0.4534, "transition_support": 0.5832, "reallocation_room": 0.3479, "mobility_friction": 0.0975 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "91210", "title": "Hand launderer/presser (non-household)", "score": 0.5103, "band": "medium", "summary": "Hand launderer/presser (non-household) has some offset potential, but it depends on transition pathways holding up in practice and on workers clearing the main switching frictions.", "strengths": [], "cautions": [], "components": { "demand_persistence": 0.4534, "transition_support": 0.5711, "reallocation_room": 0.374, "mobility_friction": 0.1325 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "93201", "title": "Hand packer", "score": 0.4895, "band": "medium", "summary": "Hand packer has some offset potential, but it depends on transition pathways holding up in practice and on workers clearing the main switching frictions.", "strengths": [], "cautions": [], "components": { "demand_persistence": 0.4534, "transition_support": 0.5705, "reallocation_room": 0.2779, "mobility_friction": 0.0975 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "96253", "title": "Hospital/Clinic attendant", "score": 0.5131, "band": "medium", "summary": "Hospital/Clinic attendant has some offset potential, but it depends on transition pathways holding up in practice and on workers clearing the main switching frictions.", "strengths": [], "cautions": [], "components": { "demand_persistence": 0.4534, "transition_support": 0.6106, "reallocation_room": 0.3238, "mobility_friction": 0.0975 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "91122", "title": "Hotel cleaner", "score": 0.4864, "band": "medium", "summary": "Hotel cleaner has some offset potential, but it depends on transition pathways holding up in practice and on workers clearing the main switching frictions.", "strengths": [], "cautions": [], "components": { "demand_persistence": 0.4534, "transition_support": 0.5852, "reallocation_room": 0.2475, "mobility_friction": 0.0975 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "91121", "title": "Housekeeping/Linen room attendant", "score": 0.4867, "band": "medium", "summary": "Housekeeping/Linen room attendant has some offset potential, but it depends on transition pathways holding up in practice and on workers clearing the main switching frictions.", "strengths": [], "cautions": [], "components": { "demand_persistence": 0.4534, "transition_support": 0.5861, "reallocation_room": 0.2477, "mobility_friction": 0.0975 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "94101", "title": "Kitchen assistant", "score": 0.4631, "band": "medium", "summary": "Kitchen assistant has some offset potential, but it depends on transition pathways holding up in practice and on workers clearing the main switching frictions.", "strengths": [], "cautions": [], "components": { "demand_persistence": 0.5034, "transition_support": 0.5872, "reallocation_room": 0.0819, "mobility_friction": 0.0975 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "96252", "title": "Laboratory attendant", "score": 0.5098, "band": "medium", "summary": "Laboratory attendant has some offset potential, but it depends on transition pathways holding up in practice and on workers clearing the main switching frictions.", "strengths": [], "cautions": [], "components": { "demand_persistence": 0.4534, "transition_support": 0.6024, "reallocation_room": 0.3207, "mobility_friction": 0.0975 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "92142", "title": "Landscape worker", "score": 0.4947, "band": "medium", "summary": "Landscape worker has some offset potential, but it depends on transition pathways holding up in practice and on workers clearing the main switching frictions.", "strengths": [], "cautions": [], "components": { "demand_persistence": 0.4534, "transition_support": 0.5676, "reallocation_room": 0.302, "mobility_friction": 0.0975 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "96291", "title": "Leaflet and newspaper distributor/deliverer", "score": 0.5236, "band": "medium", "summary": "Leaflet and newspaper distributor/deliverer has some offset potential, but it depends on transition pathways holding up in practice and on workers clearing the main switching frictions.", "strengths": [], "cautions": [], "components": { "demand_persistence": 0.4534, "transition_support": 0.5925, "reallocation_room": 0.3877, "mobility_friction": 0.0975 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "91220", "title": "Motor vehicle cleaner/polisher", "score": 0.4756, "band": "medium", "summary": "Motor vehicle cleaner/polisher has some offset potential, but it depends on transition pathways holding up in practice and on workers clearing the main switching frictions.", "strengths": [], "cautions": [], "components": { "demand_persistence": 0.4534, "transition_support": 0.5705, "reallocation_room": 0.2361, "mobility_friction": 0.1325 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "93336", "title": "Mover", "score": 0.5102, "band": "medium", "summary": "Mover has some offset potential, but it depends on transition pathways holding up in practice and on workers clearing the main switching frictions.", "strengths": [], "cautions": [], "components": { "demand_persistence": 0.4534, "transition_support": 0.5859, "reallocation_room": 0.342, "mobility_friction": 0.0975 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "96293", "title": "Odd job person", "score": 0.5328, "band": "medium", "summary": "Odd job person has some offset potential, but it depends on transition pathways holding up in practice and on workers clearing the main switching frictions.", "strengths": [], "cautions": [], "components": { "demand_persistence": 0.4534, "transition_support": 0.6001, "reallocation_room": 0.4152, "mobility_friction": 0.0975 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "91131", "title": "Office, commercial and industrial establishments indoor cleaner", "score": 0.4897, "band": "medium", "summary": "Office, commercial and industrial establishments indoor cleaner has some offset potential, but it depends on transition pathways holding up in practice and on workers clearing the main switching frictions.", "strengths": [], "cautions": [], "components": { "demand_persistence": 0.4534, "transition_support": 0.5956, "reallocation_room": 0.2483, "mobility_friction": 0.0975 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "91133", "title": "Office, commercial and industrial establishments multi-skilled cleaner cum machine operator", "score": 0.5034, "band": "medium", "summary": "Office, commercial and industrial establishments multi-skilled cleaner cum machine operator has some offset potential, but it depends on transition pathways holding up in practice and on workers clearing the main switching frictions.", "strengths": [], "cautions": [], "components": { "demand_persistence": 0.5034, "transition_support": 0.5796, "reallocation_room": 0.2523, "mobility_friction": 0.0975 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "91132", "title": "Office, commercial and industrial establishments outdoor cleaner", "score": 0.4884, "band": "medium", "summary": "Office, commercial and industrial establishments outdoor cleaner has some offset potential, but it depends on transition pathways holding up in practice and on workers clearing the main switching frictions.", "strengths": [], "cautions": [], "components": { "demand_persistence": 0.4534, "transition_support": 0.5892, "reallocation_room": 0.2508, "mobility_friction": 0.0975 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "96251", "title": "Office/Library attendant", "score": 0.5136, "band": "medium", "summary": "Office/Library attendant has some offset potential, but it depends on transition pathways holding up in practice and on workers clearing the main switching frictions.", "strengths": [], "cautions": [], "components": { "demand_persistence": 0.4534, "transition_support": 0.6061, "reallocation_room": 0.3314, "mobility_friction": 0.0975 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "96213", "title": "Porter (except hotel)", "score": 0.504, "band": "medium", "summary": "Porter (except hotel) has some offset potential, but it depends on transition pathways holding up in practice and on workers clearing the main switching frictions.", "strengths": [], "cautions": [], "components": { "demand_persistence": 0.4534, "transition_support": 0.605, "reallocation_room": 0.2941, "mobility_friction": 0.0975 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "91161", "title": "Residential and open areas general cleaner", "score": 0.4907, "band": "medium", "summary": "Residential and open areas general cleaner has some offset potential, but it depends on transition pathways holding up in practice and on workers clearing the main switching frictions.", "strengths": [], "cautions": [], "components": { "demand_persistence": 0.4534, "transition_support": 0.5833, "reallocation_room": 0.2672, "mobility_friction": 0.0975 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "96255", "title": "Sports and recreational attendant (e.g. golf marshal, golf caddie, fun fair attendant, bowling alley attendant, swimming", "score": 0.5158, "band": "medium", "summary": "Sports and recreational attendant (e.g. golf marshal, golf caddie, fun fair attendant, bowling alley attendant, swimming has some offset potential, but it depends on transition pathways holding up in practice and on workers clearing the main switching frictions.", "strengths": [], "cautions": [], "components": { "demand_persistence": 0.4534, "transition_support": 0.603, "reallocation_room": 0.3437, "mobility_friction": 0.0975 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "91152", "title": "Table-top cleaner", "score": 0.478, "band": "medium", "summary": "Table-top cleaner has some offset potential, but it depends on transition pathways holding up in practice and on workers clearing the main switching frictions.", "strengths": [], "cautions": [], "components": { "demand_persistence": 0.4534, "transition_support": 0.5897, "reallocation_room": 0.2088, "mobility_friction": 0.0975 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "94104", "title": "Tea server/steward (excluding bartender, barista and food/drink stall assistant)", "score": 0.4786, "band": "medium", "summary": "Tea server/steward (excluding bartender, barista and food/drink stall assistant) has some offset potential, but it depends on transition pathways holding up in practice and on workers clearing the main switching frictions.", "strengths": [], "cautions": [], "components": { "demand_persistence": 0.4459, "transition_support": 0.547, "reallocation_room": 0.2867, "mobility_friction": 0.1325 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "92141", "title": "Tree worker/technician", "score": 0.4948, "band": "medium", "summary": "Tree worker/technician has some offset potential, but it depends on transition pathways holding up in practice and on workers clearing the main switching frictions.", "strengths": [], "cautions": [], "components": { "demand_persistence": 0.4534, "transition_support": 0.5663, "reallocation_room": 0.3038, "mobility_friction": 0.0975 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "93335", "title": "Vehicle attendant", "score": 0.509, "band": "medium", "summary": "Vehicle attendant has some offset potential, but it depends on transition pathways holding up in practice and on workers clearing the main switching frictions.", "strengths": [], "cautions": [], "components": { "demand_persistence": 0.4534, "transition_support": 0.5859, "reallocation_room": 0.3374, "mobility_friction": 0.0975 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "93334", "title": "Warehouse worker", "score": 0.4315, "band": "medium", "summary": "Warehouse worker has some offset potential, but it depends on transition pathways holding up in practice and on workers clearing the main switching frictions.", "strengths": [], "cautions": [], "components": { "demand_persistence": 0.4339, "transition_support": 0.5299, "reallocation_room": 0.1218, "mobility_friction": 0.0975 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." }, { "ssoc": "96112", "title": "Waste recycling sorter", "score": 0.5144, "band": "medium", "summary": "Waste recycling sorter has some offset potential, but it depends on transition pathways holding up in practice and on workers clearing the main switching frictions.", "strengths": [], "cautions": [], "components": { "demand_persistence": 0.4534, "transition_support": 0.5813, "reallocation_room": 0.3642, "mobility_friction": 0.0975 }, "basis": "Heuristic support layer combining demand persistence, published transition support, task reallocation room, and switching friction. Published separately from the structural score because it is not a direct measure of realised reinstatement." } ] }