{ "version": "V7", "generated_at": "2026-04-01", "description": "Singapore context bundle for AI Work Index. Context data is published separately from the structural score dataset and includes labour, worker, industry, wage-anchor, geography, macro, and national AI context.", "score_dataset": { "json": "sg-ai-occupations-v6.json", "csv": "sg-ai-occupations-v6.csv" }, "coverage": { "labour_monitor_clusters": 3, "industry_context_groups": 8, "worker_profile_groups": 8, "sector_wage_anchor_occupations": 481, "geography_groups": 8, "macro_quarters": 136, "national_ai_sources": 3, "transition_programmes": 5, "lfr_occupation_families": 40 }, "vintage": { "worker_profile": "2025", "industry_context": "2025 employment, 2025 QQ vacancy overlay", "sector_wage_anchors": "2024", "geography_context": "2020", "macro_context": "2024-2025", "labour_monitor": "Q4 2025 full", "national_ai_context": "2025-2026", "transition_infrastructure": "2024-2026", "lfr_section_d": "2024-2025" }, "components": { "labour_monitor": { "file": "sg-labour-monitor-2025.json", "description": "Published cluster-level vacancy, hiring, retrenchment, and re-entry signals from official Singapore labour-market releases." }, "worker_profile": { "file": "sg-worker-profile-2025.json", "description": "Broad occupation-group worker composition and detailed gender anchors from Labour Force 2025 Section D and wages-by-sex tables." }, "lfr_section_d": { "file": "sg-lfr-deltas-2025.json", "description": "Published 2024 to 2025 Labour Force Section D family, cluster, and industry-mix deltas used for validation and contextual reporting.", "data": { "family_employment": { "11": { "code": "11", "label": "Legislators, Senior Officials & Chief Executives", "total": 52.6, "male": 38.1, "female": 14.5, "male_share": 0.7243, "female_share": 0.2757, "total_2024": 50.3, "total_2025": 52.6, "male_2024": 35.1, "male_2025": 38.1, "female_2024": 15.3, "female_2025": 14.5, "delta_k": 2.3, "delta_pct": 0.0457 }, "12": { "code": "12", "label": "Administrative & Commercial Managers", "total": 188.7, "male": 94.8, "female": 93.9, "male_share": 0.5024, "female_share": 0.4976, "total_2024": 187.6, "total_2025": 188.7, "male_2024": 95.8, "male_2025": 94.8, "female_2024": 91.8, "female_2025": 93.9, "delta_k": 1.1, "delta_pct": 0.0059 }, "13": { "code": "13", "label": "Production & Specialised Services Managers", "total": 121.7, "male": 85.5, "female": 36.2, "male_share": 0.7025, "female_share": 0.2975, "total_2024": 122.1, "total_2025": 121.7, "male_2024": 82.6, "male_2025": 85.5, "female_2024": 39.5, "female_2025": 36.2, "delta_k": -0.4, "delta_pct": -0.0033 }, "14": { "code": "14", "label": "Hospitality, Retail & Related Services Managers", "total": 42.7, "male": 26.5, "female": 16.1, "male_share": 0.6206, "female_share": 0.377, "total_2024": 44.8, "total_2025": 42.7, "male_2024": 29.2, "male_2025": 26.5, "female_2024": 15.7, "female_2025": 16.1, "delta_k": -2.1, "delta_pct": -0.0469 }, "21": { "code": "21", "label": "Science & Engineering Professionals", "total": 154.5, "male": 106.9, "female": 47.6, "male_share": 0.6919, "female_share": 0.3081, "total_2024": 157.1, "total_2025": 154.5, "male_2024": 104.9, "male_2025": 106.9, "female_2024": 52.2, "female_2025": 47.6, "delta_k": -2.6, "delta_pct": -0.0165 }, "22": { "code": "22", "label": "Health Professionals", "total": 61.6, "male": 20.7, "female": 40.8, "male_share": 0.336, "female_share": 0.6623, "total_2024": 58.3, "total_2025": 61.6, "male_2024": 18.2, "male_2025": 20.7, "female_2024": 40.1, "female_2025": 40.8, "delta_k": 3.3, "delta_pct": 0.0566 }, "23": { "code": "23", "label": "Teaching & Training Professionals", "total": 66.7, "male": 22.4, "female": 44.3, "male_share": 0.3358, "female_share": 0.6642, "total_2024": 62.3, "total_2025": 66.7, "male_2024": 22.3, "male_2025": 22.4, "female_2024": 40, "female_2025": 44.3, "delta_k": 4.4, "delta_pct": 0.0706 }, "24": { "code": "24", "label": "Business & Administration Professionals", "total": 216.1, "male": 89, "female": 127.1, "male_share": 0.4118, "female_share": 0.5882, "total_2024": 221.4, "total_2025": 216.1, "male_2024": 93.3, "male_2025": 89, "female_2024": 128, "female_2025": 127.1, "delta_k": -5.3, "delta_pct": -0.0239 }, "25": { "code": "25", "label": "Information & Communications Technology Professionals", "total": 82.3, "male": 57.6, "female": 24.7, "male_share": 0.6999, "female_share": 0.3001, "total_2024": 76.4, "total_2025": 82.3, "male_2024": 54.3, "male_2025": 57.6, "female_2024": 22.1, "female_2025": 24.7, "delta_k": 5.9, "delta_pct": 0.0772 }, "26": { "code": "26", "label": "Legal, Social, Religious & Cultural Professionals", "total": 43.4, "male": 16.5, "female": 26.9, "male_share": 0.3802, "female_share": 0.6198, "total_2024": 44.6, "total_2025": 43.4, "male_2024": 18.7, "male_2025": 16.5, "female_2024": 25.9, "female_2025": 26.9, "delta_k": -1.2, "delta_pct": -0.0269 }, "31": { "code": "31", "label": "Physical & Engineering Science Associate Professionals", "total": 105.4, "male": 82.4, "female": 23, "male_share": 0.7818, "female_share": 0.2182, "total_2024": 104.9, "total_2025": 105.4, "male_2024": 83, "male_2025": 82.4, "female_2024": 21.9, "female_2025": 23, "delta_k": 0.5, "delta_pct": 0.0048 }, "32": { "code": "32", "label": "Health Associate Professionals", "total": 17.1, "male": 5.7, "female": 11.4, "male_share": 0.3333, "female_share": 0.6667, "total_2024": 17.7, "total_2025": 17.1, "male_2024": 5.4, "male_2025": 5.7, "female_2024": 12.4, "female_2025": 11.4, "delta_k": -0.6, "delta_pct": -0.0339 }, "33": { "code": "33", "label": "Business & Administration Associate Professionals", "total": 258.9, "male": 101.5, "female": 157.4, "male_share": 0.392, "female_share": 0.608, "total_2024": 248.9, "total_2025": 258.9, "male_2024": 103, "male_2025": 101.5, "female_2024": 145.8, "female_2025": 157.4, "delta_k": 10, "delta_pct": 0.0402 }, "34": { "code": "34", "label": "Legal, Social, Cultural & Related Associate Professionals", "total": 38.8, "male": 22.3, "female": 16.5, "male_share": 0.5747, "female_share": 0.4253, "total_2024": 38.4, "total_2025": 38.8, "male_2024": 22.8, "male_2025": 22.3, "female_2024": 15.5, "female_2025": 16.5, "delta_k": 0.4, "delta_pct": 0.0104 }, "35": { "code": "35", "label": "Information & Communications Technicians", "total": 22.4, "male": 16.6, "female": 5.8, "male_share": 0.7411, "female_share": 0.2589, "total_2024": 26.2, "total_2025": 22.4, "male_2024": 20, "male_2025": 16.6, "female_2024": 6.3, "female_2025": 5.8, "delta_k": -3.8, "delta_pct": -0.145 }, "36": { "code": "36", "label": "Teaching Associate Professionals", "total": 51.2, "male": 8.4, "female": 42.8, "male_share": 0.1641, "female_share": 0.8359, "total_2024": 45.8, "total_2025": 51.2, "male_2024": 6.9, "male_2025": 8.4, "female_2024": 38.9, "female_2025": 42.8, "delta_k": 5.4, "delta_pct": 0.1179 }, "39": { "code": "39", "label": "Other Associate Professionals Not Elsewhere Classified", "total": 1.8, "male": 0.9, "female": 0.8, "male_share": 0.5, "female_share": 0.4444, "total_2024": 1.2, "total_2025": 1.8, "male_2024": 0.4, "male_2025": 0.9, "female_2024": 0.8, "female_2025": 0.8, "delta_k": 0.6, "delta_pct": 0.5 }, "40": { "code": "40", "label": "Clerical Supervisors", "total": 3.4, "male": 1.5, "female": 1.9, "male_share": 0.4412, "female_share": 0.5588, "total_2024": 3.9, "total_2025": 3.4, "male_2024": 1.3, "male_2025": 1.5, "female_2024": 2.6, "female_2025": 1.9, "delta_k": -0.5, "delta_pct": -0.1282 }, "41": { "code": "41", "label": "General & Keyboard Clerks", "total": 97.2, "male": 19.1, "female": 78.1, "male_share": 0.1965, "female_share": 0.8035, "total_2024": 99.9, "total_2025": 97.2, "male_2024": 14.4, "male_2025": 19.1, "female_2024": 85.5, "female_2025": 78.1, "delta_k": -2.7, "delta_pct": -0.027 }, "42": { "code": "42", "label": "Customer Services Officers & Clerks", "total": 48, "male": 11.7, "female": 36.3, "male_share": 0.2438, "female_share": 0.7563, "total_2024": 50.1, "total_2025": 48, "male_2024": 11.8, "male_2025": 11.7, "female_2024": 38.3, "female_2025": 36.3, "delta_k": -2.1, "delta_pct": -0.0419 }, "43": { "code": "43", "label": "Numerical & Material-Recording Clerks", "total": 46.5, "male": 17.3, "female": 29.2, "male_share": 0.372, "female_share": 0.628, "total_2024": 50.9, "total_2025": 46.5, "male_2024": 18.8, "male_2025": 17.3, "female_2024": 32.1, "female_2025": 29.2, "delta_k": -4.4, "delta_pct": -0.0864 }, "44": { "code": "44", "label": "Other Clerical Support Workers", "total": 5.8, "male": 1.7, "female": 4.1, "male_share": 0.2931, "female_share": 0.7069, "total_2024": 4.8, "total_2025": 5.8, "male_2024": 1.8, "male_2025": 1.7, "female_2024": 3, "female_2025": 4.1, "delta_k": 1, "delta_pct": 0.2083 }, "51": { "code": "51", "label": "Personal Service Workers", "total": 73.2, "male": 27.5, "female": 45.7, "male_share": 0.3757, "female_share": 0.6243, "total_2024": 74.9, "total_2025": 73.2, "male_2024": 29.5, "male_2025": 27.5, "female_2024": 45.4, "female_2025": 45.7, "delta_k": -1.7, "delta_pct": -0.0227 }, "52": { "code": "52", "label": "Sales Workers", "total": 109.4, "male": 42.3, "female": 67.2, "male_share": 0.3867, "female_share": 0.6143, "total_2024": 106.6, "total_2025": 109.4, "male_2024": 35, "male_2025": 42.3, "female_2024": 71.7, "female_2025": 67.2, "delta_k": 2.8, "delta_pct": 0.0263 }, "53": { "code": "53", "label": "Personal Care Workers", "total": 17.2, "male": 2.6, "female": 14.6, "male_share": 0.1512, "female_share": 0.8488, "total_2024": 19.6, "total_2025": 17.2, "male_2024": 2.7, "male_2025": 2.6, "female_2024": 16.9, "female_2025": 14.6, "delta_k": -2.4, "delta_pct": -0.1224 }, "54": { "code": "54", "label": "Protective Services Workers", "total": 46.2, "male": 37.1, "female": 9.2, "male_share": 0.803, "female_share": 0.1991, "total_2024": 40.4, "total_2025": 46.2, "male_2024": 34.7, "male_2025": 37.1, "female_2024": 5.7, "female_2025": 9.2, "delta_k": 5.8, "delta_pct": 0.1436 }, "59": { "code": "59", "label": "Services Workers Not Elsewhere Classified", "total": 1, "male": 0.3, "female": 0.6, "male_share": 0.3, "female_share": 0.6, "total_2024": 0.2, "total_2025": 1, "male_2024": 0.1, "male_2025": 0.3, "female_2024": 0.1, "female_2025": 0.6, "delta_k": 0.8, "delta_pct": 4 }, "71": { "code": "71", "label": "Building & Related Trades Workers (Excluding Electricians)", "total": 19.9, "male": 18.8, "female": 1.2, "male_share": 0.9447, "female_share": 0.0603, "total_2024": 18.4, "total_2025": 19.9, "male_2024": 17.8, "male_2025": 18.8, "female_2024": 0.6, "female_2025": 1.2, "delta_k": 1.5, "delta_pct": 0.0815 }, "72": { "code": "72", "label": "Metal, Machinery & Related Trades Workers", "total": 10.8, "male": 9.9, "female": 0.9, "male_share": 0.9167, "female_share": 0.0833, "total_2024": 13.5, "total_2025": 10.8, "male_2024": 12.5, "male_2025": 9.9, "female_2024": 0.9, "female_2025": 0.9, "delta_k": -2.7, "delta_pct": -0.2 }, "73": { "code": "73", "label": "Precision, Handicraft, Printing & Related Trades Workers", "total": 3.5, "male": 2.3, "female": 1.2, "male_share": 0.6571, "female_share": 0.3429, "total_2024": 2.5, "total_2025": 3.5, "male_2024": 1.9, "male_2025": 2.3, "female_2024": 0.6, "female_2025": 1.2, "delta_k": 1, "delta_pct": 0.4 }, "74": { "code": "74", "label": "Electrical & Electronic Trades Workers", "total": 7.2, "male": 6.9, "female": 0.3, "male_share": 0.9583, "female_share": 0.0417, "total_2024": 10.9, "total_2025": 7.2, "male_2024": 9.5, "male_2025": 6.9, "female_2024": 1.3, "female_2025": 0.3, "delta_k": -3.7, "delta_pct": -0.3394 }, "75": { "code": "75", "label": "Food Processing, Woodworking, Garment, Leather & Other Craft & Related Trades Workers", "total": 10.1, "male": 5.4, "female": 4.8, "male_share": 0.5347, "female_share": 0.4752, "total_2024": 9.5, "total_2025": 10.1, "male_2024": 4.7, "male_2025": 5.4, "female_2024": 4.8, "female_2025": 4.8, "delta_k": 0.6, "delta_pct": 0.0632 }, "81": { "code": "81", "label": "Stationary Plant & Machine Operators", "total": 8.3, "male": 3.9, "female": 4.4, "male_share": 0.4699, "female_share": 0.5301, "total_2024": 9.7, "total_2025": 8.3, "male_2024": 4.7, "male_2025": 3.9, "female_2024": 4.9, "female_2025": 4.4, "delta_k": -1.4, "delta_pct": -0.1443 }, "82": { "code": "82", "label": "Assemblers & Quality Checkers", "total": 3.7, "male": 1.4, "female": 2.3, "male_share": 0.3784, "female_share": 0.6216, "total_2024": 6.3, "total_2025": 3.7, "male_2024": 3.3, "male_2025": 1.4, "female_2024": 3, "female_2025": 2.3, "delta_k": -2.6, "delta_pct": -0.4127 }, "83": { "code": "83", "label": "Drivers & Mobile Machinery Operators", "total": 116.9, "male": 111.6, "female": 5.3, "male_share": 0.9547, "female_share": 0.0453, "total_2024": 112.4, "total_2025": 116.9, "male_2024": 108.7, "male_2025": 111.6, "female_2024": 3.7, "female_2025": 5.3, "delta_k": 4.5, "delta_pct": 0.04 }, "91": { "code": "91", "label": "Cleaners & Related Workers", "total": 81.5, "male": 35.5, "female": 46.1, "male_share": 0.4356, "female_share": 0.5656, "total_2024": 73.5, "total_2025": 81.5, "male_2024": 31.3, "male_2025": 35.5, "female_2024": 42.3, "female_2025": 46.1, "delta_k": 8, "delta_pct": 0.1088 }, "92": { "code": "92", "label": "Agricultural, Fishery & Related Labourers", "total": 1, "male": 0.8, "female": 0.2, "male_share": 0.8, "female_share": 0.2, "total_2024": 1.1, "total_2025": 1, "male_2024": 1, "male_2025": 0.8, "female_2024": 0.1, "female_2025": 0.2, "delta_k": -0.1, "delta_pct": -0.0909 }, "93": { "code": "93", "label": "Labourers & Related Workers", "total": 28.3, "male": 16.4, "female": 11.9, "male_share": 0.5795, "female_share": 0.4205, "total_2024": 29.9, "total_2025": 28.3, "male_2024": 17.9, "male_2025": 16.4, "female_2024": 12, "female_2025": 11.9, "delta_k": -1.6, "delta_pct": -0.0535 }, "94": { "code": "94", "label": "Food Preparation & Kitchen Assistants", "total": 35.5, "male": 11.2, "female": 24.3, "male_share": 0.3155, "female_share": 0.6845, "total_2024": 38.5, "total_2025": 35.5, "male_2024": 11.5, "male_2025": 11.2, "female_2024": 27, "female_2025": 24.3, "delta_k": -3, "delta_pct": -0.0779 }, "96": { "code": "96", "label": "Waste Collection, Recycling & Material Recovery Workers & Other Elementary Workers", "total": 21.3, "male": 10.1, "female": 11.2, "male_share": 0.4742, "female_share": 0.5258, "total_2024": 22.7, "total_2025": 21.3, "male_2024": 11.5, "male_2025": 10.1, "female_2024": 11.2, "female_2025": 11.2, "delta_k": -1.4, "delta_pct": -0.0617 } }, "cluster_characteristics": { "pmet": [ { "label": "15 - 24", "metric_group": "age", "total_2024": 42.5, "total_2025": 38.4, "male_2024": 13.9, "male_2025": 10.6, "female_2024": 28.7, "female_2025": 27.8, "delta_k": -4.1, "delta_pct": -0.0965 }, { "label": "25 - 29", "metric_group": "age", "total_2024": 156.3, "total_2025": 143, "male_2024": 71.7, "male_2025": 63.4, "female_2024": 84.6, "female_2025": 79.7, "delta_k": -13.3, "delta_pct": -0.0851 }, { "label": "30 - 39", "metric_group": "age", "total_2024": 447.2, "total_2025": 458.2, "male_2024": 221, "male_2025": 230.5, "female_2024": 226.2, "female_2025": 227.7, "delta_k": 11, "delta_pct": 0.0246 }, { "label": "40 - 49", "metric_group": "age", "total_2024": 422.9, "total_2025": 422.4, "male_2024": 226.4, "male_2025": 220, "female_2024": 196.5, "female_2025": 202.5, "delta_k": -0.5, "delta_pct": -0.0012 }, { "label": "50 - 59", "metric_group": "age", "total_2024": 292.3, "total_2025": 309, "male_2024": 169.6, "male_2025": 170.6, "female_2024": 122.7, "female_2025": 138.3, "delta_k": 16.7, "delta_pct": 0.0571 }, { "label": "60 & Over", "metric_group": "age", "total_2024": 146.8, "total_2025": 154.5, "male_2024": 93.1, "male_2025": 100.6, "female_2024": 53.6, "female_2025": 53.9, "delta_k": 7.7, "delta_pct": 0.0525 }, { "label": "60 - 69", "metric_group": "age", "total_2024": 120.4, "total_2025": 129, "male_2024": 75.4, "male_2025": 82.3, "female_2024": 45, "female_2025": 46.7, "delta_k": 8.6, "delta_pct": 0.0714 }, { "label": "70 & Over", "metric_group": "age", "total_2024": 26.4, "total_2025": 25.5, "male_2024": 17.7, "male_2025": 18.3, "female_2024": 8.7, "female_2025": 7.2, "delta_k": -0.9, "delta_pct": -0.0341 }, { "label": "Below Secondary", "metric_group": "qualification", "total_2024": 36.2, "total_2025": 38.7, "male_2024": 25, "male_2025": 25, "female_2024": 11.2, "female_2025": 13.7, "delta_k": 2.5, "delta_pct": 0.0691 }, { "label": "Secondary", "metric_group": "qualification", "total_2024": 96.1, "total_2025": 93.1, "male_2024": 56.1, "male_2025": 55.5, "female_2024": 40, "female_2025": 37.6, "delta_k": -3, "delta_pct": -0.0312 }, { "label": "Post-Secondary (Non-Tertiary)", "metric_group": "qualification", "total_2024": 86.9, "total_2025": 86.5, "male_2024": 54, "male_2025": 51.5, "female_2024": 33, "female_2025": 35, "delta_k": -0.4, "delta_pct": -0.0046 }, { "label": "Diploma & Professional Qualification", "metric_group": "qualification", "total_2024": 310.5, "total_2025": 323, "male_2024": 166.7, "male_2025": 167.6, "female_2024": 143.8, "female_2025": 155.4, "delta_k": 12.5, "delta_pct": 0.0403 }, { "label": "Degree", "metric_group": "qualification", "total_2024": 978.3, "total_2025": 984.3, "male_2024": 493.9, "male_2025": 496.1, "female_2024": 484.4, "female_2025": 488.1, "delta_k": 6, "delta_pct": 0.0061 }, { "label": "Employers", "metric_group": "employment_status", "total_2024": 76.1, "total_2025": 71.4, "male_2024": 54.4, "male_2025": 50.2, "female_2024": 21.7, "female_2025": 21.3, "delta_k": -4.7, "delta_pct": -0.0618 }, { "label": "Employees", "metric_group": "employment_status", "total_2024": 1328.1, "total_2025": 1349.1, "male_2024": 684.6, "male_2025": 688.1, "female_2024": 643.5, "female_2025": 661, "delta_k": 21, "delta_pct": 0.0158 }, { "label": "Own Account Workers", "metric_group": "employment_status", "total_2024": 102.8, "total_2025": 103.4, "male_2024": 56.1, "male_2025": 56.6, "female_2024": 46.7, "female_2025": 46.8, "delta_k": 0.6, "delta_pct": 0.0058 }, { "label": "Contributing Family Workers", "metric_group": "employment_status", "total_2024": 1, "total_2025": 1.7, "male_2024": 0.6, "male_2025": 0.7, "female_2024": 0.4, "female_2025": 0.9, "delta_k": 0.7, "delta_pct": 0.7 }, { "label": "Full-Time", "metric_group": "nature_of_employment", "total_2024": 1431.7, "total_2025": 1449.5, "male_2024": 766.3, "male_2025": 767.3, "female_2024": 665.4, "female_2025": 682.2, "delta_k": 17.8, "delta_pct": 0.0124 }, { "label": "Part-Time", "metric_group": "nature_of_employment", "total_2024": 76.3, "total_2025": 76.1, "male_2024": 29.4, "male_2025": 28.4, "female_2024": 46.9, "female_2025": 47.8, "delta_k": -0.2, "delta_pct": -0.0026 } ], "clerical_sales_service": [ { "label": "15 - 24", "metric_group": "age", "total_2024": 38.6, "total_2025": 42.6, "male_2024": 14.5, "male_2025": 15.9, "female_2024": 24.1, "female_2025": 26.7, "delta_k": 4, "delta_pct": 0.1036 }, { "label": "25 - 29", "metric_group": "age", "total_2024": 33, "total_2025": 31.1, "male_2024": 14.6, "male_2025": 14.4, "female_2024": 18.4, "female_2025": 16.7, "delta_k": -1.9, "delta_pct": -0.0576 }, { "label": "30 - 39", "metric_group": "age", "total_2024": 74.6, "total_2025": 71.6, "male_2024": 27, "male_2025": 27.6, "female_2024": 47.6, "female_2025": 44, "delta_k": -3, "delta_pct": -0.0402 }, { "label": "40 - 49", "metric_group": "age", "total_2024": 83.3, "total_2025": 77.5, "male_2024": 21, "male_2025": 24.1, "female_2024": 62.3, "female_2025": 53.4, "delta_k": -5.8, "delta_pct": -0.0696 }, { "label": "50 - 59", "metric_group": "age", "total_2024": 102.3, "total_2025": 100.9, "male_2024": 26.7, "male_2025": 30.1, "female_2024": 75.6, "female_2025": 70.8, "delta_k": -1.4, "delta_pct": -0.0137 }, { "label": "60 & Over", "metric_group": "age", "total_2024": 119.5, "total_2025": 124.3, "male_2024": 46.3, "male_2025": 49.1, "female_2024": 73.3, "female_2025": 75.3, "delta_k": 4.8, "delta_pct": 0.0402 }, { "label": "60 - 69", "metric_group": "age", "total_2024": 89, "total_2025": 91.7, "male_2024": 32, "male_2025": 33.2, "female_2024": 57, "female_2025": 58.4, "delta_k": 2.7, "delta_pct": 0.0303 }, { "label": "70 & Over", "metric_group": "age", "total_2024": 30.5, "total_2025": 32.7, "male_2024": 14.3, "male_2025": 15.8, "female_2024": 16.3, "female_2025": 16.8, "delta_k": 2.2, "delta_pct": 0.0721 }, { "label": "Below Secondary", "metric_group": "qualification", "total_2024": 78.8, "total_2025": 84, "male_2024": 26.4, "male_2025": 29.8, "female_2024": 52.5, "female_2025": 54.2, "delta_k": 5.2, "delta_pct": 0.066 }, { "label": "Secondary", "metric_group": "qualification", "total_2024": 123.3, "total_2025": 121.5, "male_2024": 36.6, "male_2025": 39.2, "female_2024": 86.8, "female_2025": 82.3, "delta_k": -1.8, "delta_pct": -0.0146 }, { "label": "Post-Secondary (Non-Tertiary)", "metric_group": "qualification", "total_2024": 96.8, "total_2025": 99.5, "male_2024": 38.7, "male_2025": 40.2, "female_2024": 58, "female_2025": 59.3, "delta_k": 2.7, "delta_pct": 0.0279 }, { "label": "Diploma & Professional Qualification", "metric_group": "qualification", "total_2024": 115.8, "total_2025": 103.3, "male_2024": 38.4, "male_2025": 39.3, "female_2024": 77.4, "female_2025": 64, "delta_k": -12.5, "delta_pct": -0.1079 }, { "label": "Degree", "metric_group": "qualification", "total_2024": 36.6, "total_2025": 39.7, "male_2024": 10, "male_2025": 12.6, "female_2024": 26.6, "female_2025": 27.1, "delta_k": 3.1, "delta_pct": 0.0847 }, { "label": "Employers", "metric_group": "employment_status", "total_2024": 5.3, "total_2025": 5.2, "male_2024": 2.8, "male_2025": 2.8, "female_2024": 2.5, "female_2025": 2.4, "delta_k": -0.1, "delta_pct": -0.0189 }, { "label": "Employees", "metric_group": "employment_status", "total_2024": 428.6, "total_2025": 424.9, "male_2024": 139.4, "male_2025": 150.6, "female_2024": 289.2, "female_2025": 274.3, "delta_k": -3.7, "delta_pct": -0.0086 }, { "label": "Own Account Workers", "metric_group": "employment_status", "total_2024": 15, "total_2025": 14.1, "male_2024": 7.1, "male_2025": 6.5, "female_2024": 7.9, "female_2025": 7.6, "delta_k": -0.9, "delta_pct": -0.06 }, { "label": "Contributing Family Workers", "metric_group": "employment_status", "total_2024": 2.4, "total_2025": 3.8, "male_2024": 0.7, "male_2025": 1.2, "female_2024": 1.7, "female_2025": 2.6, "delta_k": 1.4, "delta_pct": 0.5833 }, { "label": "Full-Time", "metric_group": "nature_of_employment", "total_2024": 357.8, "total_2025": 361.5, "male_2024": 125.7, "male_2025": 136.7, "female_2024": 232.1, "female_2025": 224.8, "delta_k": 3.7, "delta_pct": 0.0103 }, { "label": "Part-Time", "metric_group": "nature_of_employment", "total_2024": 93.5, "total_2025": 86.5, "male_2024": 24.4, "male_2025": 24.4, "female_2024": 69.2, "female_2025": 62.1, "delta_k": -7, "delta_pct": -0.0749 } ], "production_transport": [ { "label": "15 - 24", "metric_group": "age", "total_2024": 50.4, "total_2025": 45.8, "male_2024": 47.2, "male_2025": 43.1, "female_2024": 3.2, "female_2025": 2.6, "delta_k": -4.6, "delta_pct": -0.0913 }, { "label": "25 - 29", "metric_group": "age", "total_2024": 14.4, "total_2025": 13.8, "male_2024": 12.8, "male_2025": 12.1, "female_2024": 1.5, "female_2025": 1.8, "delta_k": -0.6, "delta_pct": -0.0417 }, { "label": "30 - 39", "metric_group": "age", "total_2024": 30, "total_2025": 31.8, "male_2024": 24.2, "male_2025": 25.6, "female_2024": 5.8, "female_2025": 6.2, "delta_k": 1.8, "delta_pct": 0.06 }, { "label": "40 - 49", "metric_group": "age", "total_2024": 41.4, "total_2025": 47.5, "male_2024": 30.2, "male_2025": 34.4, "female_2024": 11.2, "female_2025": 13.1, "delta_k": 6.1, "delta_pct": 0.1473 }, { "label": "50 - 59", "metric_group": "age", "total_2024": 86.2, "total_2025": 81.7, "male_2024": 59.5, "male_2025": 56.7, "female_2024": 26.7, "female_2025": 25.1, "delta_k": -4.5, "delta_pct": -0.0522 }, { "label": "60 & Over", "metric_group": "age", "total_2024": 183.9, "total_2025": 182.2, "male_2024": 118.2, "male_2025": 114.7, "female_2024": 65.6, "female_2025": 67.6, "delta_k": -1.7, "delta_pct": -0.0092 }, { "label": "60 - 69", "metric_group": "age", "total_2024": 127.1, "total_2025": 120.1, "male_2024": 84.3, "male_2025": 79.1, "female_2024": 42.8, "female_2025": 41.1, "delta_k": -7, "delta_pct": -0.0551 }, { "label": "70 & Over", "metric_group": "age", "total_2024": 56.8, "total_2025": 62.1, "male_2024": 33.9, "male_2025": 35.6, "female_2024": 22.9, "female_2025": 26.5, "delta_k": 5.3, "delta_pct": 0.0933 }, { "label": "Below Secondary", "metric_group": "qualification", "total_2024": 156.7, "total_2025": 160.4, "male_2024": 98.8, "male_2025": 98.8, "female_2024": 57.8, "female_2025": 61.5, "delta_k": 3.7, "delta_pct": 0.0236 }, { "label": "Secondary", "metric_group": "qualification", "total_2024": 94.7, "total_2025": 85.9, "male_2024": 70.7, "male_2025": 63.4, "female_2024": 23.9, "female_2025": 22.6, "delta_k": -8.8, "delta_pct": -0.0929 }, { "label": "Post-Secondary (Non-Tertiary)", "metric_group": "qualification", "total_2024": 86.2, "total_2025": 86, "male_2024": 63.5, "male_2025": 64.7, "female_2024": 22.8, "female_2025": 21.3, "delta_k": -0.2, "delta_pct": -0.0023 }, { "label": "Diploma & Professional Qualification", "metric_group": "qualification", "total_2024": 56, "total_2025": 56.8, "male_2024": 48.6, "male_2025": 49.1, "female_2024": 7.4, "female_2025": 7.7, "delta_k": 0.8, "delta_pct": 0.0143 }, { "label": "Degree", "metric_group": "qualification", "total_2024": 12.7, "total_2025": 13.8, "male_2024": 10.6, "male_2025": 10.5, "female_2024": 2.1, "female_2025": 3.3, "delta_k": 1.1, "delta_pct": 0.0866 }, { "label": "Employers", "metric_group": "employment_status", "total_2024": 1.8, "total_2025": 3.2, "male_2024": 1.6, "male_2025": 2.8, "female_2024": 0.3, "female_2025": 0.4, "delta_k": 1.4, "delta_pct": 0.7778 }, { "label": "Employees", "metric_group": "employment_status", "total_2024": 329.3, "total_2025": 322.2, "male_2024": 221.6, "male_2025": 212.9, "female_2024": 107.7, "female_2025": 109.4, "delta_k": -7.1, "delta_pct": -0.0216 }, { "label": "Own Account Workers", "metric_group": "employment_status", "total_2024": 73.5, "total_2025": 75.9, "male_2024": 68.6, "male_2025": 70.2, "female_2024": 5, "female_2025": 5.7, "delta_k": 2.4, "delta_pct": 0.0327 }, { "label": "Contributing Family Workers", "metric_group": "employment_status", "total_2024": 1.6, "total_2025": 1.5, "male_2024": 0.5, "male_2025": 0.7, "female_2024": 1.1, "female_2025": 0.9, "delta_k": -0.1, "delta_pct": -0.0625 }, { "label": "Full-Time", "metric_group": "nature_of_employment", "total_2024": 317.3, "total_2025": 326.3, "male_2024": 249.5, "male_2025": 250.6, "female_2024": 67.8, "female_2025": 75.7, "delta_k": 9, "delta_pct": 0.0284 }, { "label": "Part-Time", "metric_group": "nature_of_employment", "total_2024": 89, "total_2025": 76.6, "male_2024": 42.7, "male_2025": 35.9, "female_2024": 46.3, "female_2025": 40.7, "delta_k": -12.4, "delta_pct": -0.1393 } ] }, "cluster_industry_mix": { "pmet": [ { "label": "C Manufacturing", "total_2024": 147.9, "total_2025": 150.6, "share_2024": null, "share_2025": null, "share_delta_pp": null }, { "label": "F Construction", "total_2024": 62.7, "total_2025": 61.7, "share_2024": null, "share_2025": null, "share_delta_pp": null }, { "label": "G-U Services", "total_2024": 1281.5, "total_2025": 1298.7, "share_2024": null, "share_2025": null, "share_delta_pp": null }, { "label": "G Wholesale & Retail Trade", "total_2024": 204.1, "total_2025": 207.4, "share_2024": null, "share_2025": null, "share_delta_pp": null }, { "label": "H Transportation & Storage", "total_2024": 70.8, "total_2025": 74.8, "share_2024": null, "share_2025": null, "share_delta_pp": null }, { "label": "I Accommodation & Food Services", "total_2024": 31.7, "total_2025": 29.5, "share_2024": null, "share_2025": null, "share_delta_pp": null }, { "label": "J Information & Communications", "total_2024": 124.9, "total_2025": 117.4, "share_2024": null, "share_2025": null, "share_delta_pp": null }, { "label": "K Financial & Insurance Services", "total_2024": 206.4, "total_2025": 209.4, "share_2024": null, "share_2025": null, "share_delta_pp": null }, { "label": "L Real Estate Services", "total_2024": 40, "total_2025": 41.8, "share_2024": null, "share_2025": null, "share_delta_pp": null }, { "label": "M Professional Services", "total_2024": 169.8, "total_2025": 166.5, "share_2024": null, "share_2025": null, "share_delta_pp": null }, { "label": "N Administrative & Support Services", "total_2024": 41.9, "total_2025": 37.9, "share_2024": null, "share_2025": null, "share_delta_pp": null }, { "label": "O,P Public Administration & Education", "total_2024": 212.3, "total_2025": 221.2, "share_2024": null, "share_2025": null, "share_delta_pp": null }, { "label": "Q Health & Social Services", "total_2024": 126, "total_2025": 135.8, "share_2024": null, "share_2025": null, "share_delta_pp": null }, { "label": "R Arts, Entertainment & Recreation", "total_2024": 22.8, "total_2025": 23.1, "share_2024": null, "share_2025": null, "share_delta_pp": null }, { "label": "S-U Other Community, Social & Personal Services", "total_2024": 30.9, "total_2025": 34, "share_2024": null, "share_2025": null, "share_delta_pp": null }, { "label": "A, B, D, E Others", "total_2024": 15.8, "total_2025": 14.6, "share_2024": null, "share_2025": null, "share_delta_pp": null } ], "clerical_sales_service": [ { "label": "C Manufacturing", "total_2024": 25.7, "total_2025": 24.5, "share_2024": null, "share_2025": null, "share_delta_pp": null }, { "label": "F Construction", "total_2024": 14.2, "total_2025": 15.7, "share_2024": null, "share_2025": null, "share_delta_pp": null }, { "label": "G-U Services", "total_2024": 409.6, "total_2025": 406.4, "share_2024": null, "share_2025": null, "share_delta_pp": null }, { "label": "G Wholesale & Retail Trade", "total_2024": 94.1, "total_2025": 93, "share_2024": null, "share_2025": null, "share_delta_pp": null }, { "label": "H Transportation & Storage", "total_2024": 30.1, "total_2025": 32.6, "share_2024": null, "share_2025": null, "share_delta_pp": null }, { "label": "I Accommodation & Food Services", "total_2024": 73, "total_2025": 75, "share_2024": null, "share_2025": null, "share_delta_pp": null }, { "label": "J Information & Communications", "total_2024": 9, "total_2025": 8.7, "share_2024": null, "share_2025": null, "share_delta_pp": null }, { "label": "K Financial & Insurance Services", "total_2024": 26.3, "total_2025": 20.6, "share_2024": null, "share_2025": null, "share_delta_pp": null }, { "label": "L Real Estate Services", "total_2024": 9.1, "total_2025": 7.3, "share_2024": null, "share_2025": null, "share_delta_pp": null }, { "label": "M Professional Services", "total_2024": 18.8, "total_2025": 20, "share_2024": null, "share_2025": null, "share_delta_pp": null }, { "label": "N Administrative & Support Services", "total_2024": 39.8, "total_2025": 44.3, "share_2024": null, "share_2025": null, "share_delta_pp": null }, { "label": "O,P Public Administration & Education", "total_2024": 31.5, "total_2025": 29.9, "share_2024": null, "share_2025": null, "share_delta_pp": null }, { "label": "Q Health & Social Services", "total_2024": 37.7, "total_2025": 36.1, "share_2024": null, "share_2025": null, "share_delta_pp": null }, { "label": "R Arts, Entertainment & Recreation", "total_2024": 12.6, "total_2025": 11.3, "share_2024": null, "share_2025": null, "share_delta_pp": null }, { "label": "S-U Other Community, Social & Personal Services", "total_2024": 27.5, "total_2025": 27.6, "share_2024": null, "share_2025": null, "share_delta_pp": null }, { "label": "A, B, D, E Others", "total_2024": 1.9, "total_2025": 1.5, "share_2024": null, "share_2025": null, "share_delta_pp": null } ], "production_transport": [ { "label": "C Manufacturing", "total_2024": 38.7, "total_2025": 35.1, "share_2024": null, "share_2025": null, "share_delta_pp": null }, { "label": "F Construction", "total_2024": 26, "total_2025": 26.2, "share_2024": null, "share_2025": null, "share_delta_pp": null }, { "label": "G-U Services", "total_2024": 337.1, "total_2025": 338.1, "share_2024": null, "share_2025": null, "share_delta_pp": null }, { "label": "G Wholesale & Retail Trade", "total_2024": 37.8, "total_2025": 36.3, "share_2024": null, "share_2025": null, "share_delta_pp": null }, { "label": "H Transportation & Storage", "total_2024": 97, "total_2025": 101.6, "share_2024": null, "share_2025": null, "share_delta_pp": null }, { "label": "I Accommodation & Food Services", "total_2024": 42.8, "total_2025": 41.4, "share_2024": null, "share_2025": null, "share_delta_pp": null }, { "label": "J Information & Communications", "total_2024": 5.3, "total_2025": 3.3, "share_2024": null, "share_2025": null, "share_delta_pp": null }, { "label": "K Financial & Insurance Services", "total_2024": 6.6, "total_2025": 5.3, "share_2024": null, 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"vacancy_trend_4q_pct": 0, "vacancy_signal": "stable", "vacancy_share_latest": 0.1192, "vacancy_rank_latest": 3 } ], "fastest_growing_industries": [ { "key": "transportation_storage", "label": "Transportation & Storage", "employment_2025": 84.7, "share_2025": 0.6571, "cagr_5y": -0.031695, "change_2y": -0.034208, "vacancy_latest": 5100, "vacancy_quarter": "2025 QQ", "vacancy_trend_4q_pct": 0.1591, "vacancy_signal": "rising", "vacancy_share_latest": 0.0981, "vacancy_rank_latest": 6 }, { "key": "wholesale_retail_trade", "label": "Wholesale & Retail Trade", "employment_2025": 11.5, "share_2025": 0.0892, "cagr_5y": -0.032988, "change_2y": -0.094488, "vacancy_latest": 5100, "vacancy_quarter": "2025 QQ", "vacancy_trend_4q_pct": -0.1969, "vacancy_signal": "cooling", "vacancy_share_latest": 0.0981, "vacancy_rank_latest": 5 } ] }, "CLEANERS, LABOURERS AND RELATED WORKERS": { "major_group": "CLEANERS, LABOURERS AND RELATED WORKERS", "total_employment_2025": 167.7, "top_industries": [ { "key": "public_admin_education", "label": "Public Administration & Education Services", "employment_2025": 52.2, "share_2025": 0.3113, "cagr_5y": -0.019836, "change_2y": -0.084211, "vacancy_latest": null, "vacancy_quarter": null, "vacancy_trend_4q_pct": null, "vacancy_signal": null, "vacancy_share_latest": null, "vacancy_rank_latest": null }, { "key": "administrative_support_services", "label": "Administrative & Support Services", "employment_2025": 38.6, "share_2025": 0.2302, "cagr_5y": 0.005263, "change_2y": 0.093484, "vacancy_latest": 3300, "vacancy_quarter": "2025 QQ", "vacancy_trend_4q_pct": -0.3744, "vacancy_signal": "cooling", "vacancy_share_latest": 0.0635, "vacancy_rank_latest": 9 }, { "key": "accommodation_food_services", "label": "Accommodation & Food Services", "employment_2025": 38.4, "share_2025": 0.229, "cagr_5y": 0.025242, "change_2y": 0.149701, "vacancy_latest": 6200, "vacancy_quarter": "2025 QQ", "vacancy_trend_4q_pct": 0, "vacancy_signal": "stable", "vacancy_share_latest": 0.1192, "vacancy_rank_latest": 3 }, { "key": "transportation_storage", "label": "Transportation & Storage", "employment_2025": 15.9, "share_2025": 0.0948, "cagr_5y": 0.050982, "change_2y": -0.02454, "vacancy_latest": 5100, "vacancy_quarter": "2025 QQ", "vacancy_trend_4q_pct": 0.1591, "vacancy_signal": "rising", "vacancy_share_latest": 0.0981, "vacancy_rank_latest": 6 }, { "key": "wholesale_retail_trade", "label": "Wholesale & Retail Trade", "employment_2025": 15.7, "share_2025": 0.0936, "cagr_5y": 0.033736, "change_2y": -0.048485, "vacancy_latest": 5100, "vacancy_quarter": "2025 QQ", "vacancy_trend_4q_pct": -0.1969, "vacancy_signal": "cooling", "vacancy_share_latest": 0.0981, "vacancy_rank_latest": 5 } ], "fastest_growing_industries": [ { "key": "real_estate_services", "label": "Real Estate Services", "employment_2025": 8.6, "share_2025": 0.0513, "cagr_5y": 0.234456, "change_2y": 0.194444, "vacancy_latest": 1300, "vacancy_quarter": "2025 QQ", "vacancy_trend_4q_pct": -0.1875, "vacancy_signal": "cooling", "vacancy_share_latest": 0.025, "vacancy_rank_latest": 10 }, { "key": "other_community_social_personal", "label": "Other Community, Social & Personal Services", "employment_2025": 9.5, "share_2025": 0.0566, "cagr_5y": 0.069161, "change_2y": 0.397059, "vacancy_latest": null, "vacancy_quarter": null, "vacancy_trend_4q_pct": null, "vacancy_signal": null, "vacancy_share_latest": null, "vacancy_rank_latest": null }, { "key": "transportation_storage", "label": "Transportation & Storage", "employment_2025": 15.9, "share_2025": 0.0948, "cagr_5y": 0.050982, "change_2y": -0.02454, "vacancy_latest": 5100, "vacancy_quarter": "2025 QQ", "vacancy_trend_4q_pct": 0.1591, "vacancy_signal": "rising", "vacancy_share_latest": 0.0981, "vacancy_rank_latest": 6 } ] } } } }, "sector_wage_anchors": { "description": "Common-occupation industry wage tables from MOM, used as contextual sector wage anchors rather than score inputs.", "data": { "11201": { "ssoc": "11201", "occupation": "Managing director/Chief executive officer", "industries": [ { "key": "financial_insurance_services", "label": "Financial & Insurance Services", "gross_wage_25th": 20000, "gross_wage_median": 20000, "gross_wage_75th": 30000 }, { "key": "information_communications", "label": "Information & Communications", "gross_wage_25th": 11259, "gross_wage_median": 16328, "gross_wage_75th": 20817 }, { "key": "wholesale_retail_trade", "label": "Wholesale & Retail Trade", "gross_wage_25th": 7500, "gross_wage_median": 15000, "gross_wage_75th": 20000 }, { "key": "manufacturing", "label": "Manufacturing", "gross_wage_25th": 7950, "gross_wage_median": 14320, "gross_wage_75th": 20000 }, { "key": "professional_services", "label": "Professional Services", "gross_wage_25th": 7514, "gross_wage_median": 12500, "gross_wage_75th": 20955 }, { "key": "transportation_storage", "label": "Transportation & Storage", "gross_wage_25th": 5000, "gross_wage_median": 11965, "gross_wage_75th": 20000 }, { "key": "health_social_services", "label": "Health & Social Services", "gross_wage_25th": 10061, "gross_wage_median": 11843, "gross_wage_75th": 14893 }, { "key": "other_community_social_personal", "label": "Other Community, Social & Personal Services", "gross_wage_25th": 4500, "gross_wage_median": 10200, "gross_wage_75th": 17583 }, { "key": "construction", "label": "Construction", "gross_wage_25th": 5000, "gross_wage_median": 10000, "gross_wage_75th": 16960 }, { "key": "administrative_support_services", "label": "Administrative & Support Services", "gross_wage_25th": 5000, "gross_wage_median": 10000, "gross_wage_75th": 19500 }, { "key": "public_admin_education", "label": "Public Administration & Education Services", "gross_wage_25th": 8336, "gross_wage_median": 9525, "gross_wage_75th": 10270 }, { "key": "accommodation_food_services", "label": "Accommodation & Food Services", "gross_wage_25th": 2500, "gross_wage_median": 5000, "gross_wage_75th": 10000 } ] }, "11202": { "ssoc": "11202", "occupation": "Company director", "industries": [ { "key": "financial_insurance_services", "label": "Financial & Insurance Services", "gross_wage_25th": 15445, "gross_wage_median": 17885, "gross_wage_75th": 21451 }, { "key": "arts_entertainment_recreation", "label": "Arts, Entertainment & Recreation", "gross_wage_25th": 14200, "gross_wage_median": 15800, "gross_wage_75th": 17370 }, { "key": "professional_services", "label": "Professional Services", "gross_wage_25th": 11400, "gross_wage_median": 15000, "gross_wage_75th": 19291 }, { "key": "health_social_services", "label": "Health & Social Services", "gross_wage_25th": 9277, "gross_wage_median": 12368, "gross_wage_75th": 15675 }, { "key": "information_communications", "label": "Information & Communications", "gross_wage_25th": 8900, "gross_wage_median": 12080, "gross_wage_75th": 20000 }, { "key": "manufacturing", "label": "Manufacturing", "gross_wage_25th": 5000, "gross_wage_median": 10000, "gross_wage_75th": 15000 }, { "key": "wholesale_retail_trade", "label": "Wholesale & Retail Trade", "gross_wage_25th": 5000, "gross_wage_median": 10000, "gross_wage_75th": 15500 }, { "key": "transportation_storage", "label": "Transportation & Storage", "gross_wage_25th": 5000, "gross_wage_median": 9000, "gross_wage_75th": 15688 }, { "key": "administrative_support_services", "label": "Administrative & Support Services", "gross_wage_25th": 4475, "gross_wage_median": 8000, "gross_wage_75th": 13290 }, { "key": "construction", "label": "Construction", "gross_wage_25th": 3500, "gross_wage_median": 6700, "gross_wage_75th": 11000 }, { "key": "other_community_social_personal", "label": "Other Community, Social & Personal Services", "gross_wage_25th": 3000, "gross_wage_median": 6576, "gross_wage_75th": 14000 }, { "key": "real_estate_services", "label": "Real Estate Services", "gross_wage_25th": 4000, "gross_wage_median": 5624, "gross_wage_75th": 10784 }, { "key": "accommodation_food_services", "label": "Accommodation & Food Services", "gross_wage_25th": 1950, "gross_wage_median": 5000, "gross_wage_75th": 10000 } ] }, "11203": { "ssoc": "11203", "occupation": "Chief operating officer/General Manager", "industries": [ { "key": "information_communications", "label": "Information & Communications", "gross_wage_25th": 9500, "gross_wage_median": 16000, "gross_wage_75th": 20000 }, { "key": "financial_insurance_services", "label": "Financial & Insurance Services", "gross_wage_25th": 12150, "gross_wage_median": 13870, "gross_wage_75th": 15960 }, { "key": "transportation_storage", "label": "Transportation & Storage", "gross_wage_25th": 9330, "gross_wage_median": 12580, "gross_wage_75th": 17690 }, { "key": "professional_services", "label": "Professional Services", "gross_wage_25th": 9562, "gross_wage_median": 12553, "gross_wage_75th": 20000 }, { "key": "wholesale_retail_trade", "label": "Wholesale & Retail Trade", "gross_wage_25th": 6000, "gross_wage_median": 11800, "gross_wage_75th": 17004 }, { "key": "arts_entertainment_recreation", "label": "Arts, Entertainment & Recreation", "gross_wage_25th": 4350, "gross_wage_median": 11672, "gross_wage_75th": 17300 }, { "key": "manufacturing", "label": "Manufacturing", "gross_wage_25th": 5000, "gross_wage_median": 11520, "gross_wage_75th": 17060 }, { "key": "construction", "label": "Construction", "gross_wage_25th": 7000, "gross_wage_median": 10653, "gross_wage_75th": 15384 }, { "key": "administrative_support_services", "label": "Administrative & Support Services", "gross_wage_25th": 5700, "gross_wage_median": 9950, "gross_wage_75th": 15020 }, { "key": "other_community_social_personal", "label": "Other Community, Social & Personal Services", "gross_wage_25th": 4000, "gross_wage_median": 9000, "gross_wage_75th": 13120 }, { "key": "real_estate_services", "label": "Real Estate Services", "gross_wage_25th": 6300, "gross_wage_median": 8500, "gross_wage_75th": 11150 }, { "key": "health_social_services", "label": "Health & Social Services", "gross_wage_25th": 3854, "gross_wage_median": 7162, "gross_wage_75th": 12296 }, { "key": "accommodation_food_services", "label": "Accommodation & Food Services", "gross_wage_25th": 3179, "gross_wage_median": 6060, "gross_wage_75th": 9380 } ] }, "12111": { "ssoc": "12111", "occupation": "Budgeting and financial accounting manager (including financial controller)", "industries": [ { "key": "financial_insurance_services", "label": "Financial & Insurance Services", "gross_wage_25th": 8480, "gross_wage_median": 13130, "gross_wage_75th": 19007 }, { "key": "information_communications", "label": "Information & Communications", "gross_wage_25th": 8748, "gross_wage_median": 11385, "gross_wage_75th": 16667 }, { "key": "professional_services", "label": "Professional Services", "gross_wage_25th": 6875, "gross_wage_median": 9877, "gross_wage_75th": 15400 }, { "key": "administrative_support_services", "label": "Administrative & Support Services", "gross_wage_25th": 6232, "gross_wage_median": 9695, "gross_wage_75th": 13438 }, { "key": "wholesale_retail_trade", "label": "Wholesale & Retail Trade", "gross_wage_25th": 6991, "gross_wage_median": 9355, "gross_wage_75th": 14502 }, { "key": "manufacturing", "label": "Manufacturing", "gross_wage_25th": 6240, "gross_wage_median": 9107, "gross_wage_75th": 13279 }, { "key": "transportation_storage", "label": "Transportation & Storage", "gross_wage_25th": 6163, "gross_wage_median": 8014, "gross_wage_75th": 12218 }, { "key": "health_social_services", "label": "Health & Social Services", "gross_wage_25th": 6200, "gross_wage_median": 7645, "gross_wage_75th": 10406 }, { "key": "arts_entertainment_recreation", "label": "Arts, Entertainment & Recreation", "gross_wage_25th": 5120, "gross_wage_median": 7396, "gross_wage_75th": 9503 }, { "key": "construction", "label": "Construction", "gross_wage_25th": 5500, "gross_wage_median": 7247, "gross_wage_75th": 10400 }, { "key": "real_estate_services", "label": "Real Estate Services", "gross_wage_25th": 4900, "gross_wage_median": 7200, "gross_wage_75th": 10699 }, { "key": "public_admin_education", "label": "Public Administration & Education Services", "gross_wage_25th": 5351, "gross_wage_median": 6834, "gross_wage_75th": 8634 }, { "key": "other_community_social_personal", "label": "Other Community, Social & Personal Services", "gross_wage_25th": 4631, "gross_wage_median": 6799, "gross_wage_75th": 10543 }, { "key": "accommodation_food_services", "label": "Accommodation & Food Services", "gross_wage_25th": 4755, "gross_wage_median": 6503, "gross_wage_75th": 9883 } ] }, "12112": { "ssoc": "12112", "occupation": "Administration manager", "industries": [ { "key": "manufacturing", "label": "Manufacturing", "gross_wage_25th": 6857, "gross_wage_median": 8935, "gross_wage_75th": 11053 }, { "key": "information_communications", "label": "Information & Communications", "gross_wage_25th": 6460, "gross_wage_median": 8800, "gross_wage_75th": 9951 }, { "key": "professional_services", "label": "Professional Services", "gross_wage_25th": 6600, "gross_wage_median": 7924, "gross_wage_75th": 10200 }, { "key": "arts_entertainment_recreation", "label": "Arts, Entertainment & Recreation", "gross_wage_25th": 6630, "gross_wage_median": 7815, "gross_wage_75th": 8865 }, { "key": "health_social_services", "label": "Health & Social Services", "gross_wage_25th": 6050, "gross_wage_median": 7146, "gross_wage_75th": 8466 }, { "key": "wholesale_retail_trade", "label": "Wholesale & Retail Trade", "gross_wage_25th": 4450, "gross_wage_median": 6351, "gross_wage_75th": 8515 }, { "key": "administrative_support_services", "label": "Administrative & Support Services", "gross_wage_25th": 5000, "gross_wage_median": 6151, "gross_wage_75th": 7919 }, { "key": "financial_insurance_services", "label": "Financial & Insurance Services", "gross_wage_25th": 5334, "gross_wage_median": 6010, "gross_wage_75th": 7049 }, { "key": "transportation_storage", "label": "Transportation & Storage", "gross_wage_25th": 4000, "gross_wage_median": 5600, "gross_wage_75th": 7175 }, { "key": "other_community_social_personal", "label": "Other Community, Social & Personal Services", "gross_wage_25th": 4000, "gross_wage_median": 5600, "gross_wage_75th": 6800 }, { "key": "public_admin_education", "label": "Public Administration & Education Services", "gross_wage_25th": 4760, "gross_wage_median": 5563, "gross_wage_75th": 6800 }, { "key": "construction", "label": "Construction", "gross_wage_25th": 3224, "gross_wage_median": 5000, "gross_wage_75th": 7014 }, { "key": "accommodation_food_services", "label": "Accommodation & Food Services", "gross_wage_25th": 1950, "gross_wage_median": 3543, "gross_wage_75th": 4921 } ] }, "12113": { "ssoc": "12113", "occupation": "Audit manager", "industries": [ { "key": "financial_insurance_services", "label": "Financial & Insurance Services", "gross_wage_25th": 9517, "gross_wage_median": 14300, "gross_wage_75th": 18953 }, { "key": "manufacturing", "label": "Manufacturing", "gross_wage_25th": 10900, "gross_wage_median": 12118, "gross_wage_75th": 13493 }, { "key": "wholesale_retail_trade", "label": "Wholesale & Retail Trade", "gross_wage_25th": 8165, "gross_wage_median": 11022, "gross_wage_75th": 15090 }, { "key": "transportation_storage", "label": "Transportation & Storage", "gross_wage_25th": 6944, "gross_wage_median": 8318, "gross_wage_75th": 10995 }, { "key": "professional_services", "label": "Professional Services", "gross_wage_25th": 7000, "gross_wage_median": 8300, "gross_wage_75th": 10750 } ] }, "12121": { "ssoc": "12121", "occupation": "Personnel/Human resource manager", "industries": [ { "key": "financial_insurance_services", "label": "Financial & Insurance Services", "gross_wage_25th": 7196, "gross_wage_median": 11485, "gross_wage_75th": 17950 }, { "key": "information_communications", "label": "Information & Communications", "gross_wage_25th": 7737, "gross_wage_median": 10583, "gross_wage_75th": 15686 }, { "key": "wholesale_retail_trade", "label": "Wholesale & Retail Trade", "gross_wage_25th": 6566, "gross_wage_median": 9872, "gross_wage_75th": 13597 }, { "key": "professional_services", "label": "Professional Services", "gross_wage_25th": 6385, "gross_wage_median": 9130, "gross_wage_75th": 13398 }, { "key": "transportation_storage", "label": "Transportation & Storage", "gross_wage_25th": 6230, "gross_wage_median": 8213, "gross_wage_75th": 11902 }, { "key": "manufacturing", "label": "Manufacturing", "gross_wage_25th": 5800, "gross_wage_median": 8070, "gross_wage_75th": 12509 }, { "key": "administrative_support_services", "label": "Administrative & Support Services", "gross_wage_25th": 5000, "gross_wage_median": 7473, "gross_wage_75th": 10600 }, { "key": "health_social_services", "label": "Health & Social Services", "gross_wage_25th": 6057, "gross_wage_median": 7366, "gross_wage_75th": 9090 }, { "key": "arts_entertainment_recreation", "label": "Arts, Entertainment & Recreation", "gross_wage_25th": 5400, "gross_wage_median": 7120, "gross_wage_75th": 9196 }, { "key": "public_admin_education", "label": "Public Administration & Education Services", "gross_wage_25th": 6000, "gross_wage_median": 6909, "gross_wage_75th": 8119 }, { "key": "accommodation_food_services", "label": "Accommodation & Food Services", "gross_wage_25th": 4500, "gross_wage_median": 6080, "gross_wage_75th": 9862 }, { "key": "construction", "label": "Construction", "gross_wage_25th": 3970, "gross_wage_median": 5950, "gross_wage_75th": 8525 }, { "key": "real_estate_services", "label": "Real Estate Services", "gross_wage_25th": 4000, "gross_wage_median": 4000, "gross_wage_75th": 6060 } ] }, "12122": { "ssoc": "12122", "occupation": "Industrial relations manager", "industries": [ { "key": "financial_insurance_services", "label": "Financial & Insurance Services", "gross_wage_25th": 8670, "gross_wage_median": 12798, "gross_wage_75th": 17779 }, { "key": "public_admin_education", "label": "Public Administration & Education Services", "gross_wage_25th": 4750, "gross_wage_median": 6539, "gross_wage_75th": 8248 } ] }, "12123": { "ssoc": "12123", "occupation": "Training manager", "industries": [ { "key": "financial_insurance_services", "label": "Financial & Insurance Services", "gross_wage_25th": 5822, "gross_wage_median": 10185, "gross_wage_75th": 16000 }, { "key": "information_communications", "label": "Information & Communications", "gross_wage_25th": 5600, "gross_wage_median": 7807, "gross_wage_75th": 10967 }, { "key": "manufacturing", "label": "Manufacturing", "gross_wage_25th": 5458, "gross_wage_median": 7471, "gross_wage_75th": 10826 }, { "key": "construction", "label": "Construction", "gross_wage_25th": 5275, "gross_wage_median": 6974, "gross_wage_75th": 8500 }, { "key": "wholesale_retail_trade", "label": "Wholesale & Retail Trade", "gross_wage_25th": 5175, "gross_wage_median": 6787, "gross_wage_75th": 10456 }, { "key": "transportation_storage", "label": "Transportation & Storage", "gross_wage_25th": 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"real_estate_services", "label": "Real Estate Services", "gross_wage_25th": 1400, "gross_wage_median": 1600, "gross_wage_75th": 1670 } ] }, "91153": { "ssoc": "91153", "occupation": "Dishwasher", "industries": [ { "key": "professional_services", "label": "Professional Services", "gross_wage_25th": 2231, "gross_wage_median": 2530, "gross_wage_75th": 3014 }, { "key": "wholesale_retail_trade", "label": "Wholesale & Retail Trade", "gross_wage_25th": 1400, "gross_wage_median": 2008, "gross_wage_75th": 2180 }, { "key": "real_estate_services", "label": "Real Estate Services", "gross_wage_25th": 1600, "gross_wage_median": 1825, "gross_wage_75th": 2060 }, { "key": "administrative_support_services", "label": "Administrative & Support Services", "gross_wage_25th": 1501, "gross_wage_median": 1700, "gross_wage_75th": 1900 }, { "key": "accommodation_food_services", "label": "Accommodation & Food Services", "gross_wage_25th": 1400, "gross_wage_median": 1600, "gross_wage_75th": 2100 } ] }, "91161": { "ssoc": "91161", "occupation": "Residential and open areas general cleaner", "industries": [ { "key": "arts_entertainment_recreation", "label": "Arts, Entertainment & Recreation", "gross_wage_25th": 1400, "gross_wage_median": 2005, "gross_wage_75th": 2594 }, { "key": "professional_services", "label": "Professional Services", "gross_wage_25th": 1717, "gross_wage_median": 1958, "gross_wage_75th": 2384 }, { "key": "real_estate_services", "label": "Real Estate Services", "gross_wage_25th": 1600, "gross_wage_median": 1847, "gross_wage_75th": 2964 }, { "key": "health_social_services", "label": "Health & Social Services", "gross_wage_25th": 1600, "gross_wage_median": 1804, "gross_wage_75th": 2105 }, { "key": "administrative_support_services", "label": "Administrative & Support Services", "gross_wage_25th": 1623, "gross_wage_median": 1795, "gross_wage_75th": 2081 }, { "key": "other_community_social_personal", "label": "Other Community, Social & Personal Services", "gross_wage_25th": 1570, 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"Civil engineering/Building construction labourer", "industries": [ { "key": "construction", "label": "Construction", "gross_wage_25th": 1400, "gross_wage_median": 1500, "gross_wage_75th": 1700 } ] }, "93201": { "ssoc": "93201", "occupation": "Hand packer", "industries": [ { "key": "manufacturing", "label": "Manufacturing", "gross_wage_25th": 1545, "gross_wage_median": 1663, "gross_wage_75th": 2000 }, { "key": "wholesale_retail_trade", "label": "Wholesale & Retail Trade", "gross_wage_25th": 1600, "gross_wage_median": 1603, "gross_wage_75th": 1926 }, { "key": "transportation_storage", "label": "Transportation & Storage", "gross_wage_25th": 1400, "gross_wage_median": 1500, "gross_wage_75th": 1800 } ] }, "93333": { "ssoc": "93333", "occupation": "Aircraft loader (e.g. airport baggage/cargo handler)", "industries": [ { "key": "transportation_storage", "label": "Transportation & Storage", "gross_wage_25th": 2581, "gross_wage_median": 3342, "gross_wage_75th": 3802 }, { "key": "manufacturing", "label": "Manufacturing", "gross_wage_25th": 1928, "gross_wage_median": 2458, "gross_wage_75th": 3234 } ] }, "93334": { "ssoc": "93334", "occupation": "Warehouse worker", "industries": [ { "key": "manufacturing", "label": "Manufacturing", "gross_wage_25th": 2242, "gross_wage_median": 2800, "gross_wage_75th": 3635 }, { "key": "transportation_storage", "label": "Transportation & Storage", "gross_wage_25th": 2008, "gross_wage_median": 2434, "gross_wage_75th": 2936 }, { "key": "wholesale_retail_trade", "label": "Wholesale & Retail Trade", "gross_wage_25th": 2050, "gross_wage_median": 2346, "gross_wage_75th": 2800 }, { "key": "other_community_social_personal", "label": "Other Community, Social & Personal Services", "gross_wage_25th": 2016, "gross_wage_median": 2239, "gross_wage_75th": 2678 }, { "key": "professional_services", "label": "Professional Services", "gross_wage_25th": 1620, "gross_wage_median": 1660, "gross_wage_75th": 3080 } ] }, "93335": { "ssoc": "93335", "occupation": "Vehicle attendant", "industries": [ { "key": "transportation_storage", "label": "Transportation & Storage", "gross_wage_25th": 2000, "gross_wage_median": 2697, "gross_wage_75th": 3238 }, { "key": "wholesale_retail_trade", "label": "Wholesale & Retail Trade", "gross_wage_25th": 2029, "gross_wage_median": 2376, "gross_wage_75th": 2782 }, { "key": "manufacturing", "label": "Manufacturing", "gross_wage_25th": 1600, "gross_wage_median": 1958, "gross_wage_75th": 3168 } ] }, "94101": { "ssoc": "94101", "occupation": "Kitchen assistant", "industries": [ { "key": "transportation_storage", "label": "Transportation & Storage", "gross_wage_25th": 2345, "gross_wage_median": 2895, "gross_wage_75th": 3420 }, { "key": "administrative_support_services", "label": "Administrative & Support Services", "gross_wage_25th": 1817, "gross_wage_median": 2217, "gross_wage_75th": 2542 }, { "key": "professional_services", "label": "Professional Services", "gross_wage_25th": 1532, "gross_wage_median": 2112, "gross_wage_75th": 2877 }, { "key": "health_social_services", "label": "Health & Social Services", "gross_wage_25th": 1783, "gross_wage_median": 1970, "gross_wage_75th": 2330 }, { "key": "financial_insurance_services", "label": "Financial & Insurance Services", "gross_wage_25th": 1400, "gross_wage_median": 1701, "gross_wage_75th": 2150 }, { "key": "wholesale_retail_trade", "label": "Wholesale & Retail Trade", "gross_wage_25th": 1400, "gross_wage_median": 1605, "gross_wage_75th": 2230 }, { "key": "manufacturing", "label": "Manufacturing", "gross_wage_25th": 1400, "gross_wage_median": 1600, "gross_wage_75th": 1920 }, { "key": "accommodation_food_services", "label": "Accommodation & Food Services", "gross_wage_25th": 1400, "gross_wage_median": 1600, "gross_wage_75th": 2142 }, { "key": "real_estate_services", "label": "Real Estate Services", "gross_wage_25th": 1400, "gross_wage_median": 1600, "gross_wage_75th": 2100 }, { "key": "arts_entertainment_recreation", "label": "Arts, 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"real_estate_services", "label": "Real Estate Services", "gross_wage_25th": 1400, "gross_wage_median": 1600, "gross_wage_75th": 1800 }, { "key": "arts_entertainment_recreation", "label": "Arts, Entertainment & Recreation", "gross_wage_25th": 1400, "gross_wage_median": 1400, "gross_wage_75th": 1480 } ] }, "94103": { "ssoc": "94103", "occupation": "Fast food preparer", "industries": [ { "key": "accommodation_food_services", "label": "Accommodation & Food Services", "gross_wage_25th": 1600, "gross_wage_median": 2000, "gross_wage_75th": 2748 } ] }, "94104": { "ssoc": "94104", "occupation": "Tea server/steward (excluding bartender, barista and food/drink stall assistant)", "industries": [ { "key": "transportation_storage", "label": "Transportation & Storage", "gross_wage_25th": 2000, "gross_wage_median": 3376, "gross_wage_75th": 4156 }, { "key": "accommodation_food_services", "label": "Accommodation & Food Services", "gross_wage_25th": 1800, "gross_wage_median": 2050, "gross_wage_75th": 2084 }, { "key": "professional_services", "label": "Professional Services", "gross_wage_25th": 1765, "gross_wage_median": 1946, "gross_wage_75th": 2305 }, { "key": "real_estate_services", "label": "Real Estate Services", "gross_wage_25th": 1670, "gross_wage_median": 1864, "gross_wage_75th": 2098 }, { "key": "administrative_support_services", "label": "Administrative & Support Services", "gross_wage_25th": 1600, "gross_wage_median": 1620, "gross_wage_75th": 1900 }, { "key": "construction", "label": "Construction", "gross_wage_25th": 1500, "gross_wage_median": 1600, "gross_wage_75th": 1705 }, { "key": "other_community_social_personal", "label": "Other Community, Social & Personal Services", "gross_wage_25th": 1400, "gross_wage_median": 1500, "gross_wage_75th": 1650 } ] }, "96111": { "ssoc": "96111", "occupation": "General waste collection, recycling and material recovery worker", "industries": [ { "key": "accommodation_food_services", "label": "Accommodation & Food Services", "gross_wage_25th": 1550, "gross_wage_median": 1750, "gross_wage_75th": 1750 } ] }, "96251": { "ssoc": "96251", "occupation": "Office/Library attendant", "industries": [ { "key": "transportation_storage", "label": "Transportation & Storage", "gross_wage_25th": 2620, "gross_wage_median": 3140, "gross_wage_75th": 3307 }, { "key": "real_estate_services", "label": "Real Estate Services", "gross_wage_25th": 2400, "gross_wage_median": 2973, "gross_wage_75th": 4000 }, { "key": "wholesale_retail_trade", "label": "Wholesale & Retail Trade", "gross_wage_25th": 2096, "gross_wage_median": 2646, "gross_wage_75th": 4019 }, { "key": "professional_services", "label": "Professional Services", "gross_wage_25th": 1815, "gross_wage_median": 2000, "gross_wage_75th": 3200 }, { "key": "manufacturing", "label": "Manufacturing", "gross_wage_25th": 1430, "gross_wage_median": 1650, "gross_wage_75th": 2350 }, { "key": "construction", "label": "Construction", "gross_wage_25th": 1500, "gross_wage_median": 1600, "gross_wage_75th": 1800 } ] }, "96252": { "ssoc": "96252", "occupation": "Laboratory attendant", "industries": [ { "key": "professional_services", "label": "Professional Services", "gross_wage_25th": 1750, "gross_wage_median": 1850, "gross_wage_75th": 6371 } ] }, "96253": { "ssoc": "96253", "occupation": "Hospital/Clinic attendant", "industries": [ { "key": "health_social_services", "label": "Health & Social Services", "gross_wage_25th": 2200, "gross_wage_median": 2490, "gross_wage_75th": 2894 } ] }, "96254": { "ssoc": "96254", "occupation": "Car park attendant", "industries": [ { "key": "transportation_storage", "label": "Transportation & Storage", "gross_wage_25th": 1848, "gross_wage_median": 3126, "gross_wage_75th": 3853 } ] }, "96255": { "ssoc": "96255", "occupation": "Sports and recreational attendant (e.g. golf marshal, golf caddie, fun fair attendant, bowling alley attendant, swimming pool attendant)", "industries": [ { "key": "arts_entertainment_recreation", "label": "Arts, Entertainment & Recreation", "gross_wage_25th": 2343, "gross_wage_median": 3026, "gross_wage_75th": 3917 } ] }, "96256": { "ssoc": "96256", "occupation": "Bus attendant", "industries": [ { "key": "transportation_storage", "label": "Transportation & Storage", "gross_wage_25th": 1400, "gross_wage_median": 1400, "gross_wage_75th": 1600 } ] }, "96261": { "ssoc": "96261", "occupation": "Building caretaker/Watchman", "industries": [ { "key": "administrative_support_services", "label": "Administrative & Support Services", "gross_wage_25th": 2248, "gross_wage_median": 2842, "gross_wage_75th": 3315 }, { "key": "real_estate_services", "label": "Real Estate Services", "gross_wage_25th": 2108, "gross_wage_median": 2700, "gross_wage_75th": 3100 } ] }, "96262": { "ssoc": "96262", "occupation": "Doorman", "industries": [ { "key": "accommodation_food_services", "label": "Accommodation & Food Services", "gross_wage_25th": 2283, "gross_wage_median": 2693, "gross_wage_75th": 3112 } ] }, "96272": { "ssoc": "96272", "occupation": "Concierge (hotel)", "industries": [ { "key": "administrative_support_services", "label": "Administrative & Support Services", "gross_wage_25th": 2779, "gross_wage_median": 3262, "gross_wage_75th": 3585 }, { "key": "accommodation_food_services", "label": "Accommodation & Food Services", "gross_wage_25th": 2635, "gross_wage_median": 2939, "gross_wage_75th": 3624 }, { "key": "real_estate_services", "label": "Real Estate Services", "gross_wage_25th": 2578, "gross_wage_median": 2810, "gross_wage_75th": 3120 } ] }, "96293": { "ssoc": "96293", "occupation": "Odd job person", "industries": [ { "key": "wholesale_retail_trade", "label": "Wholesale & Retail Trade", "gross_wage_25th": 1600, "gross_wage_median": 1633, "gross_wage_75th": 2251 }, { "key": "manufacturing", "label": "Manufacturing", "gross_wage_25th": 1500, "gross_wage_median": 1620, "gross_wage_75th": 1729 }, { "key": "construction", "label": "Construction", "gross_wage_25th": 1600, "gross_wage_median": 1600, "gross_wage_75th": 1780 }, { "key": "other_community_social_personal", "label": "Other Community, Social & Personal Services", "gross_wage_25th": 1400, "gross_wage_median": 1600, "gross_wage_75th": 1600 } ] } } }, "geography_context": { "file": "sg-geography-context-2020.json", "description": "Official Census 2020 geography context showing planning-area residence concentration and travel-time patterns by broad occupation group.", "data": { "version": "V5", "generated_at": "2026-03-21T16:09:17.046Z", "description": "Official Singapore geography context derived from Census of Population 2020 planning-area residence and travel-time occupation tables. This artifact is contextual and does not affect the structural score.", "residence": { "overall_top_planning_areas": [ { "planning_area": "Jurong West", "count": 148785, "share": 0.0674 }, { "planning_area": "Bedok", "count": 145214, "share": 0.0658 }, { "planning_area": "Tampines", "count": 144548, "share": 0.0655 }, { "planning_area": "Sengkang", "count": 141414, "share": 0.064 }, { "planning_area": "Woodlands", "count": 138703, "share": 0.0628 }, { "planning_area": "Hougang", "count": 127239, "share": 0.0576 }, { "planning_area": "Yishun", "count": 122197, "share": 0.0553 }, { "planning_area": "Choa Chu Kang", "count": 111120, "share": 0.0503 }, { "planning_area": "Punggol", "count": 95536, "share": 0.0433 }, { "planning_area": "Bukit Batok", "count": 90479, "share": 0.041 } ], "by_group": [ { "group_key": "MANAGERS", "label": "Managers", "total_residents": 355714, "top_planning_areas": [ { "planning_area": "Bedok", "count": 29967, "share": 0.0842 }, { "planning_area": "Sengkang", "count": 21140, "share": 0.0594 }, { "planning_area": "Hougang", "count": 19776, "share": 0.0556 }, { "planning_area": "Tampines", "count": 18467, "share": 0.0519 }, { "planning_area": "Jurong West", "count": 16544, "share": 0.0465 } ], "top_3_share": 0.1992, "top_5_share": 0.2976 }, { "group_key": "PROFESSIONALS", "label": "Professionals", "total_residents": 520204, "top_planning_areas": [ { "planning_area": "Sengkang", "count": 34384, "share": 0.0661 }, { "planning_area": "Bedok", "count": 34327, "share": 0.066 }, { "planning_area": "Tampines", "count": 32185, "share": 0.0619 }, { "planning_area": "Hougang", "count": 28167, "share": 0.0541 }, { "planning_area": "Jurong West", "count": 27999, "share": 0.0538 } ], "top_3_share": 0.194, "top_5_share": 0.3019 }, { "group_key": "ASSOCIATE PROFESSIONALS AND TECHNICIANS", "label": "Associate Professionals & Technicians", "total_residents": 443735, "top_planning_areas": [ { "planning_area": "Jurong West", "count": 32708, "share": 0.0737 }, { "planning_area": "Woodlands", "count": 32170, "share": 0.0725 }, { "planning_area": "Tampines", "count": 32113, "share": 0.0724 }, { "planning_area": "Sengkang", "count": 30435, "share": 0.0686 }, { "planning_area": "Yishun", "count": 26115, "share": 0.0589 } ], "top_3_share": 0.2186, "top_5_share": 0.3461 }, { "group_key": "CLERICAL SUPPORT WORKERS", "label": "Clerical Support Workers", "total_residents": 215028, "top_planning_areas": [ { "planning_area": "Jurong West", "count": 16934, "share": 0.0788 }, { "planning_area": "Tampines", "count": 15663, "share": 0.0728 }, { "planning_area": "Woodlands", "count": 15257, "share": 0.071 }, { "planning_area": "Sengkang", "count": 14255, "share": 0.0663 }, { "planning_area": "Bedok", "count": 13396, "share": 0.0623 } ], "top_3_share": 0.2226, "top_5_share": 0.3512 }, { "group_key": "SERVICE AND SALES WORKERS", "label": "Service & Sales Workers", "total_residents": 254990, "top_planning_areas": [ { "planning_area": "Woodlands", "count": 19309, "share": 0.0757 }, { "planning_area": "Tampines", "count": 18581, "share": 0.0729 }, { "planning_area": "Yishun", "count": 17945, "share": 0.0704 }, { "planning_area": "Jurong West", "count": 17604, "share": 0.069 }, { "planning_area": "Sengkang", "count": 16749, "share": 0.0657 } ], "top_3_share": 0.219, "top_5_share": 0.3537 }, { "group_key": "CRAFTSMEN AND RELATED TRADES WORKERS", "label": "Craftsmen & Related Trades Workers", "total_residents": 62218, "top_planning_areas": [ { "planning_area": "Woodlands", "count": 5744, "share": 0.0923 }, { "planning_area": "Jurong West", "count": 5639, "share": 0.0906 }, { "planning_area": "Yishun", "count": 4403, "share": 0.0708 }, { "planning_area": "Tampines", "count": 4141, "share": 0.0666 }, { "planning_area": "Hougang", "count": 4075, "share": 0.0655 } ], "top_3_share": 0.2537, "top_5_share": 0.3858 }, { "group_key": "PLANT AND MACHINE OPERATORS AND ASSEMBLERS", "label": "Plant & Machine Operators & Assemblers", "total_residents": 148142, "top_planning_areas": [ { "planning_area": "Jurong West", "count": 14540, "share": 0.0981 }, { "planning_area": "Woodlands", "count": 12895, "share": 0.087 }, { "planning_area": "Tampines", "count": 10391, "share": 0.0701 }, { "planning_area": "Yishun", "count": 9862, "share": 0.0666 }, { "planning_area": "Choa Chu Kang", "count": 9462, "share": 0.0639 } ], "top_3_share": 0.2552, "top_5_share": 0.3857 }, { "group_key": "CLEANERS, LABOURERS AND RELATED WORKERS", "label": "Cleaners, Labourers & Related Workers", "total_residents": 152056, "top_planning_areas": [ { "planning_area": "Jurong West", "count": 12817, "share": 0.0843 }, { "planning_area": "Woodlands", "count": 10832, "share": 0.0712 }, { "planning_area": "Bedok", "count": 10261, "share": 0.0675 }, { "planning_area": "Yishun", "count": 9752, "share": 0.0641 }, { "planning_area": "Tampines", "count": 9271, "share": 0.061 } ], "top_3_share": 0.223, "top_5_share": 0.3481 } ] }, "commute": { "by_group": [ { "group_key": "MANAGERS", "label": "Managers", "total_commuters": 335058, "estimated_average_minutes": 32, "long_commute_share": 0.2099, "commute_share": { "upto_15_mins": 0.1348, "mins_16_30": 0.4182, "mins_31_45": 0.2371, "mins_46_60": 0.1531, "more_than_60_mins": 0.0568 } }, { "group_key": "PROFESSIONALS", "label": "Professionals", "total_commuters": 497728, "estimated_average_minutes": 37.5, "long_commute_share": 0.3287, "commute_share": { "upto_15_mins": 0.089, "mins_16_30": 0.329, "mins_31_45": 0.2533, "mins_46_60": 0.2294, "more_than_60_mins": 0.0993 } }, { "group_key": "ASSOCIATE PROFESSIONALS AND TECHNICIANS", "label": "Associate Professionals & Technicians", "total_commuters": 419036, "estimated_average_minutes": 38.7, "long_commute_share": 0.3578, "commute_share": { "upto_15_mins": 0.0813, "mins_16_30": 0.3139, "mins_31_45": 0.247, "mins_46_60": 0.243, "more_than_60_mins": 0.1148 } }, { "group_key": "CLERICAL SUPPORT WORKERS", "label": "Clerical Support Workers", "total_commuters": 201320, "estimated_average_minutes": 39.7, "long_commute_share": 0.3814, "commute_share": { "upto_15_mins": 0.0815, "mins_16_30": 0.2779, "mins_31_45": 0.2592, "mins_46_60": 0.2628, "more_than_60_mins": 0.1186 } }, { "group_key": "SERVICE AND SALES WORKERS", "label": "Service & Sales Workers", "total_commuters": 244331, "estimated_average_minutes": 33.8, "long_commute_share": 0.2832, "commute_share": { "upto_15_mins": 0.1758, "mins_16_30": 0.3261, "mins_31_45": 0.215, "mins_46_60": 0.2017, "more_than_60_mins": 0.0815 } }, { "group_key": "CRAFTSMEN AND RELATED TRADES WORKERS", "label": "Craftsmen & Related Trades Workers", "total_commuters": 59544, "estimated_average_minutes": 35.1, "long_commute_share": 0.283, "commute_share": { "upto_15_mins": 0.1108, "mins_16_30": 0.3828, "mins_31_45": 0.2233, "mins_46_60": 0.1924, "more_than_60_mins": 0.0906 } }, { "group_key": "PLANT AND MACHINE OPERATORS AND ASSEMBLERS", "label": "Plant & Machine Operators & Assemblers", "total_commuters": 146642, "estimated_average_minutes": 21.5, "long_commute_share": 0.1363, "commute_share": { "upto_15_mins": 0.5219, "mins_16_30": 0.2342, "mins_31_45": 0.1077, "mins_46_60": 0.0949, "more_than_60_mins": 0.0414 } }, { "group_key": "CLEANERS, LABOURERS AND RELATED WORKERS", "label": "Cleaners, Labourers & Related Workers", "total_commuters": 148808, "estimated_average_minutes": 32.8, "long_commute_share": 0.2734, "commute_share": { "upto_15_mins": 0.1987, "mins_16_30": 0.3312, "mins_31_45": 0.1966, "mins_46_60": 0.1937, "more_than_60_mins": 0.0797 } } ] }, "metadata": { "data_as_of": "Census of Population 2020", "notes": [ "Planning-area residence is available at broad occupation-group level, not detailed SSOC occupation level.", "Travel-time data excludes employed persons working at their residence and persons overseas for at least 6 months.", "Average commute minutes are estimated from bucket midpoints and should be read as a contextual summary, not an exact measured average." ] } } }, "macro_context": { "file": "sg-macro-context-2025.json", "description": "Official macro labour context covering unemployment and labour-tightness series for Singapore. Contextual only, not an occupation-level score input.", "data": { "version": "V5", "generated_at": "2026-03-21T16:09:17.068Z", "description": "Official Singapore macro labour context derived from unemployment and labour-tightness series. This artifact is contextual and does not affect the structural score.", "unemployment": { "latest": { "quarter": "2025 4Q", "total_rate": 2, "resident_rate": 2.9, "citizen_rate": 3 }, "history": [ { "quarter": "1992 1Q", "total_rate": 1.8, "resident_rate": 2.2, "citizen_rate": 2.3 }, { "quarter": "1992 2Q", "total_rate": 1.8, "resident_rate": 2.1, "citizen_rate": 2.2 }, { "quarter": "1992 3Q", "total_rate": 2, "resident_rate": 2.4, "citizen_rate": 2.4 }, { "quarter": "1992 4Q", "total_rate": 1.6, "resident_rate": 2, "citizen_rate": 2 }, { "quarter": "1993 1Q", "total_rate": 1.5, "resident_rate": 1.9, "citizen_rate": 1.9 }, { "quarter": "1993 2Q", "total_rate": 1.8, "resident_rate": 2.1, "citizen_rate": 2.1 }, { "quarter": "1993 3Q", "total_rate": 1.8, "resident_rate": 2.3, "citizen_rate": 2.3 }, { "quarter": "1993 4Q", "total_rate": 1.6, "resident_rate": 2, "citizen_rate": 2.1 }, { "quarter": "1994 1Q", "total_rate": 1.7, "resident_rate": 2.1, "citizen_rate": 2.1 }, { "quarter": "1994 2Q", "total_rate": 1.6, "resident_rate": 2, "citizen_rate": 2.1 }, { "quarter": "1994 3Q", "total_rate": 1.8, "resident_rate": 2.3, "citizen_rate": 2.3 }, { "quarter": "1994 4Q", "total_rate": 1.8, "resident_rate": 2.3, "citizen_rate": 2.3 }, { "quarter": "1995 1Q", "total_rate": 1.7, "resident_rate": 2.2, "citizen_rate": 2.2 }, { "quarter": "1995 2Q", "total_rate": 1.9, "resident_rate": 2.3, "citizen_rate": 2.4 }, { "quarter": "1995 3Q", "total_rate": 1.6, "resident_rate": 2.1, "citizen_rate": 2 }, { "quarter": "1995 4Q", "total_rate": 1.7, "resident_rate": 2.2, "citizen_rate": 2.3 }, { "quarter": "1996 1Q", "total_rate": 1.8, "resident_rate": 2.3, "citizen_rate": 2.3 }, { "quarter": "1996 2Q", "total_rate": 1.8, "resident_rate": 2.2, "citizen_rate": 2.3 }, { "quarter": "1996 3Q", "total_rate": 1.5, "resident_rate": 2, "citizen_rate": 2 }, { "quarter": "1996 4Q", "total_rate": 1.5, "resident_rate": 2, "citizen_rate": 2.1 }, { "quarter": "1997 1Q", "total_rate": 1.4, "resident_rate": 1.9, "citizen_rate": 2 }, { "quarter": "1997 2Q", "total_rate": 1.4, "resident_rate": 1.8, "citizen_rate": 1.9 }, { "quarter": "1997 3Q", "total_rate": 1.4, "resident_rate": 1.9, "citizen_rate": 2 }, { "quarter": "1997 4Q", "total_rate": 1.5, "resident_rate": 2.2, "citizen_rate": 2.2 }, { "quarter": "1998 1Q", "total_rate": 1.7, "resident_rate": 2.4, "citizen_rate": 2.4 }, { "quarter": "1998 2Q", "total_rate": 1.9, "resident_rate": 2.5, "citizen_rate": 2.6 }, { "quarter": "1998 3Q", "total_rate": 3.3, "resident_rate": 4.5, "citizen_rate": 4.6 }, { "quarter": "1998 4Q", "total_rate": 3.4, "resident_rate": 4.7, "citizen_rate": 4.8 }, { "quarter": "1999 1Q", "total_rate": 3.1, "resident_rate": 4.2, "citizen_rate": 4.3 }, { "quarter": "1999 2Q", "total_rate": 2.7, "resident_rate": 3.7, "citizen_rate": 3.8 }, { "quarter": "1999 3Q", "total_rate": 3, "resident_rate": 4, "citizen_rate": 4.2 }, { "quarter": "1999 4Q", "total_rate": 2.4, "resident_rate": 3.3, "citizen_rate": 3.3 }, { "quarter": "2000 1Q", "total_rate": 2.8, "resident_rate": 3.8, "citizen_rate": 4.1 }, { "quarter": "2000 2Q", "total_rate": 3.4, "resident_rate": 4.6, "citizen_rate": 4.8 }, { "quarter": "2000 3Q", "total_rate": 2, "resident_rate": 2.8, "citizen_rate": 2.8 }, { "quarter": "2000 4Q", "total_rate": 2.2, "resident_rate": 3.1, "citizen_rate": 3.2 }, { "quarter": "2001 1Q", "total_rate": 1.9, "resident_rate": 2.6, "citizen_rate": 2.8 }, { "quarter": "2001 2Q", "total_rate": 2.2, "resident_rate": 3, "citizen_rate": 3.1 }, { "quarter": "2001 3Q", "total_rate": 2.9, "resident_rate": 4, "citizen_rate": 4.1 }, { "quarter": "2001 4Q", "total_rate": 3.7, "resident_rate": 5.2, "citizen_rate": 5.4 }, { "quarter": "2002 1Q", "total_rate": 3.6, "resident_rate": 5, "citizen_rate": 5.2 }, { "quarter": "2002 2Q", "total_rate": 3.4, "resident_rate": 4.5, "citizen_rate": 4.8 }, { "quarter": "2002 3Q", "total_rate": 3.6, "resident_rate": 4.9, "citizen_rate": 5.2 }, { "quarter": "2002 4Q", "total_rate": 3.7, "resident_rate": 4.9, "citizen_rate": 5.1 }, { "quarter": "2003 1Q", "total_rate": 3.7, "resident_rate": 5, "citizen_rate": 5.1 }, { "quarter": "2003 2Q", "total_rate": 3.6, "resident_rate": 4.7, "citizen_rate": 4.9 }, { "quarter": "2003 3Q", "total_rate": 4.8, "resident_rate": 6.2, "citizen_rate": 6.4 }, { "quarter": "2003 4Q", "total_rate": 3.9, "resident_rate": 5.2, "citizen_rate": 5.4 }, { "quarter": "2004 1Q", "total_rate": 3.7, "resident_rate": 4.9, "citizen_rate": 5.3 }, { "quarter": "2004 2Q", "total_rate": 3.6, "resident_rate": 4.7, "citizen_rate": 4.9 }, { "quarter": "2004 3Q", "total_rate": 3, "resident_rate": 4, "citizen_rate": 4.2 }, { "quarter": "2004 4Q", "total_rate": 3.2, "resident_rate": 4.2, "citizen_rate": 4.5 }, { "quarter": "2005 1Q", "total_rate": 3.2, "resident_rate": 4.2, "citizen_rate": 4.3 }, { "quarter": "2005 2Q", "total_rate": 3.3, "resident_rate": 4.4, "citizen_rate": 4.6 }, { "quarter": "2005 3Q", "total_rate": 3.3, "resident_rate": 4.4, "citizen_rate": 4.7 }, { "quarter": "2005 4Q", "total_rate": 2.7, "resident_rate": 3.5, "citizen_rate": 3.8 }, { "quarter": "2006 1Q", "total_rate": 2.4, "resident_rate": 3.3, "citizen_rate": 3.5 }, { "quarter": "2006 2Q", "total_rate": 2.7, "resident_rate": 3.5, "citizen_rate": 3.7 }, { "quarter": "2006 3Q", "total_rate": 2.8, "resident_rate": 3.7, "citizen_rate": 3.8 }, { "quarter": "2006 4Q", "total_rate": 2.8, "resident_rate": 3.8, "citizen_rate": 3.9 }, { "quarter": "2007 1Q", "total_rate": 2.7, "resident_rate": 3.7, "citizen_rate": 3.8 }, { "quarter": "2007 2Q", "total_rate": 2.3, "resident_rate": 3.1, "citizen_rate": 3.2 }, { "quarter": "2007 3Q", "total_rate": 1.7, "resident_rate": 2.4, "citizen_rate": 2.6 }, { "quarter": "2007 4Q", "total_rate": 1.7, "resident_rate": 2.5, "citizen_rate": 2.7 }, { "quarter": "2008 1Q", "total_rate": 1.9, "resident_rate": 2.7, "citizen_rate": 2.9 }, { "quarter": "2008 2Q", "total_rate": 2.2, "resident_rate": 3, "citizen_rate": 3.1 }, { "quarter": "2008 3Q", "total_rate": 2.3, "resident_rate": 3.4, "citizen_rate": 3.5 }, { "quarter": "2008 4Q", "total_rate": 2.7, "resident_rate": 3.9, "citizen_rate": 4.1 }, { "quarter": "2009 1Q", "total_rate": 3.2, "resident_rate": 4.6, "citizen_rate": 4.8 }, { "quarter": "2009 2Q", "total_rate": 3.2, "resident_rate": 4.5, "citizen_rate": 4.7 }, { "quarter": "2009 3Q", "total_rate": 3.3, "resident_rate": 4.9, "citizen_rate": 4.9 }, { "quarter": "2009 4Q", "total_rate": 2.3, "resident_rate": 3.3, "citizen_rate": 3.5 }, { "quarter": "2010 1Q", "total_rate": 2.2, "resident_rate": 3.2, "citizen_rate": 3.3 }, { "quarter": "2010 2Q", "total_rate": 2.2, "resident_rate": 3.1, "citizen_rate": 3.3 }, { "quarter": "2010 3Q", "total_rate": 2.1, "resident_rate": 3.1, "citizen_rate": 3.3 }, { "quarter": "2010 4Q", "total_rate": 2.2, "resident_rate": 3.1, "citizen_rate": 3.3 }, { "quarter": "2011 1Q", "total_rate": 1.9, "resident_rate": 2.8, "citizen_rate": 2.8 }, { "quarter": "2011 2Q", "total_rate": 2, "resident_rate": 2.9, "citizen_rate": 3 }, { "quarter": "2011 3Q", "total_rate": 2.1, "resident_rate": 2.9, "citizen_rate": 3 }, { "quarter": "2011 4Q", "total_rate": 2.1, "resident_rate": 2.9, "citizen_rate": 3.1 }, { "quarter": "2012 1Q", "total_rate": 2.1, "resident_rate": 2.9, "citizen_rate": 3.1 }, { "quarter": "2012 2Q", "total_rate": 1.9, "resident_rate": 2.8, "citizen_rate": 2.9 }, { "quarter": "2012 3Q", "total_rate": 1.9, "resident_rate": 2.8, "citizen_rate": 3 }, { "quarter": "2012 4Q", "total_rate": 1.9, "resident_rate": 2.7, "citizen_rate": 3 }, { "quarter": "2013 1Q", "total_rate": 1.9, "resident_rate": 2.8, "citizen_rate": 2.9 }, { "quarter": "2013 2Q", "total_rate": 2, "resident_rate": 2.9, "citizen_rate": 3 }, { "quarter": "2013 3Q", "total_rate": 1.8, "resident_rate": 2.6, "citizen_rate": 2.8 }, { "quarter": "2013 4Q", "total_rate": 1.9, "resident_rate": 2.7, "citizen_rate": 2.9 }, { "quarter": "2014 1Q", "total_rate": 2.1, "resident_rate": 2.9, "citizen_rate": 3 }, { "quarter": "2014 2Q", "total_rate": 1.9, "resident_rate": 2.8, "citizen_rate": 2.9 }, { "quarter": "2014 3Q", "total_rate": 1.9, "resident_rate": 2.7, "citizen_rate": 2.8 }, { "quarter": "2014 4Q", "total_rate": 1.9, "resident_rate": 2.7, "citizen_rate": 2.6 }, { "quarter": "2015 1Q", "total_rate": 1.8, "resident_rate": 2.5, "citizen_rate": 2.7 }, { "quarter": "2015 2Q", "total_rate": 2, "resident_rate": 2.8, "citizen_rate": 2.9 }, { "quarter": "2015 3Q", "total_rate": 1.9, "resident_rate": 2.9, "citizen_rate": 3.1 }, { "quarter": "2015 4Q", "total_rate": 1.9, "resident_rate": 2.8, "citizen_rate": 3 }, { "quarter": "2016 1Q", "total_rate": 1.9, "resident_rate": 2.7, "citizen_rate": 2.7 }, { "quarter": "2016 2Q", "total_rate": 2.1, "resident_rate": 3, "citizen_rate": 3.1 }, { "quarter": "2016 3Q", "total_rate": 2.1, "resident_rate": 2.9, "citizen_rate": 3.1 }, { "quarter": "2016 4Q", "total_rate": 2.2, "resident_rate": 3.2, "citizen_rate": 3.4 }, { "quarter": "2017 1Q", "total_rate": 2.3, "resident_rate": 3.3, "citizen_rate": 3.5 }, { "quarter": "2017 2Q", "total_rate": 2.2, "resident_rate": 3.1, "citizen_rate": 3.3 }, { "quarter": "2017 3Q", "total_rate": 2.1, "resident_rate": 3.1, "citizen_rate": 3.2 }, { "quarter": "2017 4Q", "total_rate": 2.1, "resident_rate": 2.9, "citizen_rate": 3 }, { "quarter": "2018 1Q", "total_rate": 2.1, "resident_rate": 2.9, "citizen_rate": 3 }, { "quarter": "2018 2Q", "total_rate": 2.1, "resident_rate": 2.9, "citizen_rate": 3 }, { "quarter": "2018 3Q", "total_rate": 2.1, "resident_rate": 2.8, "citizen_rate": 3 }, { "quarter": "2018 4Q", "total_rate": 2.2, "resident_rate": 3, "citizen_rate": 3.1 }, { "quarter": "2019 1Q", "total_rate": 2.2, "resident_rate": 3.1, "citizen_rate": 3.3 }, { "quarter": "2019 2Q", "total_rate": 2.3, "resident_rate": 3.2, "citizen_rate": 3.3 }, { "quarter": "2019 3Q", "total_rate": 2.2, "resident_rate": 3.1, "citizen_rate": 3.2 }, { "quarter": "2019 4Q", "total_rate": 2.2, "resident_rate": 3.2, "citizen_rate": 3.2 }, { "quarter": "2020 1Q", "total_rate": 2.5, "resident_rate": 3.4, "citizen_rate": 3.6 }, { "quarter": "2020 2Q", "total_rate": 3, "resident_rate": 4.1, "citizen_rate": 4.2 }, { "quarter": "2020 3Q", "total_rate": 3.4, "resident_rate": 4.6, "citizen_rate": 4.7 }, { "quarter": "2020 4Q", "total_rate": 3.2, "resident_rate": 4.3, "citizen_rate": 4.4 }, { "quarter": "2021 1Q", "total_rate": 2.9, "resident_rate": 4, "citizen_rate": 4.2 }, { "quarter": "2021 2Q", "total_rate": 2.7, "resident_rate": 3.6, "citizen_rate": 3.8 }, { "quarter": "2021 3Q", "total_rate": 2.6, "resident_rate": 3.4, "citizen_rate": 3.6 }, { "quarter": "2021 4Q", "total_rate": 2.4, "resident_rate": 3.1, "citizen_rate": 3.3 }, { "quarter": "2022 1Q", "total_rate": 2.3, "resident_rate": 3, "citizen_rate": 3.2 }, { "quarter": "2022 2Q", "total_rate": 2.1, "resident_rate": 2.8, "citizen_rate": 3 }, { "quarter": "2022 3Q", "total_rate": 2.1, "resident_rate": 2.9, "citizen_rate": 3 }, { "quarter": "2022 4Q", "total_rate": 2, "resident_rate": 2.7, "citizen_rate": 2.9 }, { "quarter": "2023 1Q", "total_rate": 1.8, "resident_rate": 2.6, "citizen_rate": 2.7 }, { "quarter": "2023 2Q", "total_rate": 1.9, "resident_rate": 2.7, "citizen_rate": 2.9 }, { "quarter": "2023 3Q", "total_rate": 2, "resident_rate": 2.9, "citizen_rate": 3 }, { "quarter": "2023 4Q", "total_rate": 2, "resident_rate": 2.7, "citizen_rate": 2.9 }, { "quarter": "2024 1Q", "total_rate": 2.1, "resident_rate": 2.9, "citizen_rate": 3.1 }, { "quarter": "2024 2Q", "total_rate": 1.9, "resident_rate": 2.7, "citizen_rate": 2.8 }, { "quarter": "2024 3Q", "total_rate": 1.9, "resident_rate": 2.6, "citizen_rate": 2.7 }, { "quarter": "2024 4Q", "total_rate": 1.9, "resident_rate": 2.8, "citizen_rate": 2.9 }, { "quarter": "2025 1Q", "total_rate": 2, "resident_rate": 2.9, "citizen_rate": 3.1 }, { "quarter": "2025 2Q", "total_rate": 2, "resident_rate": 2.8, "citizen_rate": 2.9 }, { "quarter": "2025 3Q", "total_rate": 2, "resident_rate": 2.8, "citizen_rate": 3.1 }, { "quarter": "2025 4Q", "total_rate": 2, "resident_rate": 2.9, "citizen_rate": 3 } ], "change_vs_year_ago": { "total_rate_pp": 0.1, "resident_rate_pp": 0.1, "citizen_rate_pp": 0.1 } }, "labour_tightness": { "latest": { "year": "2024", "ratio": 1.56 }, "history": [ { "year": "1998", "ratio": 0.73 }, { "year": "1999", "ratio": 0.65 }, { "year": "2000", "ratio": 0.94 }, { "year": "2001", "ratio": 0.55 }, { "year": "2002", "ratio": 0.36 }, { "year": "2003", "ratio": 0.27 }, { "year": "2004", "ratio": 0.4 }, { "year": "2005", "ratio": 0.47 }, { "year": "2006", "ratio": 0.66 }, { "year": "2007", "ratio": 1.12 }, { "year": "2008", "ratio": 0.92 }, { "year": "2009", "ratio": 0.53 }, { "year": "2010", "ratio": 0.99 }, { "year": "2011", "ratio": 1.22 }, { "year": "2012", "ratio": 1.07 }, { "year": "2013", "ratio": 1.29 }, { "year": "2014", "ratio": 1.38 }, { "year": "2015", "ratio": 1.24 }, { "year": "2016", "ratio": 0.91 }, { "year": "2017", "ratio": 0.87 }, { "year": "2018", "ratio": 1.08 }, { "year": "2019", "ratio": 0.91 }, { "year": "2020", "ratio": 0.66 }, { "year": "2021", "ratio": 1.69 }, { "year": "2022", "ratio": 2.32 }, { "year": "2023", "ratio": 1.87 }, { "year": "2024", "ratio": 1.56 } ], "change_vs_prior_year": -0.31 }, "latest_snapshot": { "quarter": "2025 4Q", "resident_unemployment_rate": 2.9, "total_unemployment_rate": 2, "citizen_unemployment_rate": 3, "job_vacancy_to_unemployed_ratio_year": "2024", "job_vacancy_to_unemployed_ratio": 1.56 }, "metadata": { "notes": [ "Unemployment rates are seasonally adjusted end-of-period series from MOM / SingStat.", "Job-vacancy-to-unemployed ratio is an annual labour-tightness indicator based on quarterly averages.", "These metrics are published as macro context around the score and do not act as direct occupation-level multipliers." ] } } }, "national_ai_context": { "file": "sg-ai-in-singapore-2025.json", "description": "Official IMDA and MOM national AI adoption, workforce, and programme context for Singapore. This is contextual evidence around the score, not an occupation-level input.", "data": { "version": "V6", "generated_at": "2026-04-01T13:22:54.809Z", "context_type": "national_ai_context", "description": "Official Singapore national AI adoption, workforce, and programme context from IMDA and MOM releases. This artifact supports reports and public context around the structural score.", "usage_guidance": { "use_for": [ "homepage and report context", "quarterly report framing", "sector-level AI adoption context", "methodology and data-page source transparency" ], "do_not_use_for": [ "occupation-level score multipliers", "occupation-level employment estimates", "labour monitor replacement", "synthetic-role scoring" ] }, "metrics": { "digital_economy": { "value_added_billion_sgd": 128.1, "gdp_share_pct": 18.6, "year": 2024, "source_key": "imda_sgde_2025" }, "enterprises": { "sme_ai_adoption_pct": 14.5, "non_sme_ai_adoption_pct": 62.5, "ai_using_firms_expect_job_redesign_pct": 63, "off_the_shelf_genai_usage_pct": 84, "domain_specific_ai_solution_usage_pct": 52, "custom_or_proprietary_ai_usage_pct": 44, "year": 2024, "source_key": "imda_sgde_2025" }, "workforce": { "workers_using_ai_at_work_pct": 73.8, "tech_workforce_count": 214000, "tech_role_median_monthly_wage_sgd": 7950, "non_tech_role_median_monthly_wage_sgd": 4860, "year": 2024, "source_key": "imda_sgde_2025" }, "national_programmes": { "naiip_enterprises_target_3y": 10000, "naiip_workers_target": 100000, "announcement_date": "2026-03-02", "source_key": "imda_naiip_2026" }, "employer_quality_context": { "soi_companies_covered_label": "almost 1,500", "soi_residents_covered_label": "close to 1 million", "launch_date": "2025-10-14", "source_key": "mom_soi_2025" } }, "sources": [ { "key": "imda_sgde_2025", "agency": "IMDA", "title": "Annual Report & Singapore Digital Economy Report 2025", "date_published": "2025-10-06", "url": "https://www.imda.gov.sg/resources/press-releases-factsheets-and-speeches/factsheets/2024/ar-sgde-2024", "metrics_used": [ "digital economy value added (S$128.1B)", "digital economy share of GDP (18.6%)", "SME AI adoption (14.5%)", "non-SME AI adoption (62.5%)", "workers using AI at work (73.8%)", "AI-using firms expecting job redesign (63%)", "AI tool mix (84% off-the-shelf, 52% domain-specific, 44% customised/proprietary)", "tech workforce count (214,000)", "tech median monthly wage (S$7,950)", "non-tech median monthly wage (S$4,860)" ] }, { "key": "imda_naiip_2026", "agency": "IMDA / MDDI", "title": "National AI Impact Programme", "date_published": "2026-03-02", "url": "https://www.imda.gov.sg/resources/press-releases-factsheets-and-speeches/factsheets/2026/national-ai-impact-programme", "metrics_used": [ "NAIIP support target for enterprises (10,000 over 3 years)", "NAIIP target for AI bilingual workers (100,000)" ] }, { "key": "mom_soi_2025", "agency": "MOM", "title": "Launch of Singapore Opportunity Index", "date_published": "2025-10-14", "url": "https://www.mom.gov.sg/newsroom/press-releases/2025/1014-launch-of-soi", "metrics_used": [ "coverage of almost 1,500 companies", "coverage of close to 1 million residents" ], "notes": "SOI is not an AI-adoption dataset. It is included as official employer-quality and career-mobility context around workforce opportunity." } ] } }, "transition_infrastructure": { "file": "sg-transition-infrastructure-2025.json", "description": "Official Singapore transition-infrastructure context covering Jobs Transformation Maps, major public career-transition programmes, and WSQ training-system activity.", "data": { "version": "V5", "generated_at": "2026-03-21T16:09:17.110Z", "description": "Official Singapore transition infrastructure anchors used around the heuristic transition-support layer. This artifact captures published programmes, training-system activity, and Jobs Transformation Map coverage.", "programmes": [ { "key": "career_conversion_programmes", "label": "Career Conversion Programmes", "agency": "Workforce Singapore", "url": "https://www.wsg.gov.sg/home/individuals/attachment-placement-programmes/career-conversion-programmes-for-individuals", "type": "reskilling_support", "scope": "Mid-career workers and employers redesigning or converting job roles." }, { "key": "skillsfuture_career_transition_programme", "label": "SkillsFuture Career Transition Programme", "agency": "SkillsFuture Singapore", "url": "https://www.skillsfuture.gov.sg/careertransition", "type": "training_support", "scope": "Career-switching and upskilling support through subsidised modular training." }, { "key": "careersfinder", "label": "CareersFinder", "agency": "Workforce Singapore", "url": "https://www.wsg.gov.sg/home/media-room/media-releases-speeches/factsheet-on-careersfinder", "type": "career_navigation", "scope": "Official career exploration tool using skills adjacencies and labour-market transitions." }, { "key": "skills_framework", "label": "Skills Framework", "agency": "SkillsFuture Singapore", "url": "https://www.skillsfuture.gov.sg/skills-framework", "type": "sector_framework", "scope": "Published sector role, task, and skills frameworks for workforce development." }, { "key": "jobs_transformation_maps", "label": "Jobs Transformation Maps", "agency": "Workforce Singapore", "url": "https://www.wsg.gov.sg/home/employers-industry-partners/jobs-transformation-maps", "type": "sector_transition_map", "scope": "Official sector job-redesign and skills-transition maps." } ], "wsq_training": { "source_file": "wsq_trainees_by_statement_attainment.json", "latest_year": "2024", "total_trainees_latest": 382175, "statement_attainment_latest_year": "2022", "statement_attainment_shares_latest": [ { "label": "Certificate", "share": 0.4712 }, { "label": "Higher Certificate", "share": 0.1483 }, { "label": "Advanced Certificate", "share": 0.2154 }, { "label": "Diploma", "share": 0.1332 }, { "label": "Specialist Diploma", "share": 0.0286 }, { "label": "Graduate Certificate", "share": 0.0029 }, { "label": "Graduate Diploma", "share": 0.0003 } ], "historical_total": [ { "year": "2011", "count": 192249 }, { "year": "2012", "count": 198322 }, { "year": "2013", "count": 231009 }, { "year": "2014", "count": 267423 }, { "year": "2015", "count": 267655 }, { "year": "2016", "count": 289699 }, { "year": "2017", "count": 310491 }, { "year": "2018", "count": 327996 }, { "year": "2019", "count": 322843 }, { "year": "2020", "count": 262905 }, { "year": "2021", "count": 310764 }, { "year": "2022", "count": 288646 }, { "year": "2023", "count": 310221 }, { "year": "2024", "count": 382175 } ], "statement_attainment_breakdown": [ { "label": "Certificate", "count_2022": 166106, "count_2024": null, "count_latest_available": 166106 }, { "label": "Higher Certificate", "count_2022": 52279, "count_2024": null, "count_latest_available": 52279 }, { "label": "Advanced Certificate", "count_2022": 75924, "count_2024": null, "count_latest_available": 75924 }, { "label": "Diploma", "count_2022": 46969, "count_2024": null, "count_latest_available": 46969 }, { "label": "Specialist Diploma", "count_2022": 10094, "count_2024": null, "count_latest_available": 10094 }, { "label": "Graduate Certificate", "count_2022": 1024, "count_2024": null, "count_latest_available": 1024 }, { "label": "Graduate Diploma", "count_2022": 116, "count_2024": null, "count_latest_available": 116 } ] }, "jobs_transformation_maps": { "source_file": "jtm_overview.html", "launched_count": 19, "sector_coverage": [ "Aviation", "Built Environment", "Environmental Services", "Financial Services", "Food Manufacturing", "Food Services", "Hotel", "Information", "Communications", "Land Transport", "Logistics", "Professional Services", "Retail", "Wholesale Trade" ] } } } } }