8%
Low RiskYouth work associate
Associate Professionals & Technicians · SGD 2,500/mo (44% below median)
AI is unlikely to significantly disrupt this role. moderate exposure — limited overlap with core tasks.
Score Breakdown
34% of tasks overlap with current AI
73% human advantage from judgment & presence
28% demand buffer from SG labour market
AI usage 29pp below theoretical exposure
Exposure × (1 − Bottleneck) × Market Modifier. How this works
What AI Changes
Tasks AI can handle
Technical documentation, standard testing procedures, data logging, routine diagnostics, and equipment monitoring.
Where humans stay essential
Hands-on troubleshooting, interpreting non-standard test results, calibrating instruments, and bridging communication between engineers and operators.
This role balances structured execution. AI can partially support the more structured tasks, while the overall task structure anchors the human contribution.
Skills to focus on
Technical Proficiency
Applied technical skills that bridge theory and hands-on execution in real environments
Diagnostic Reasoning
Interpreting test results and instrument readings that fall outside normal parameters
Adaptability
Learning new tools, processes, and technologies as the technical landscape evolves
Cross-Team Communication
Translating between engineers, managers, and frontline workers in plain language
Market Context
Labour Market
StrongProfessionals, Managers, Executives & Technicians
Vacancy rate · 2025 Q3
Hiring
Recruitment exceeds resignation
1.8% recruit · 1.2% resign
Retrenchment
2.6 per 1,000 employees
Moderate
Re-employment
73% within 12 months
54.3% within 6 months
Cluster-level data, not occupation-specific · Source: Labour Market Report Q3 2025, MRSD, MOM
Outlook
12-Month Direction (Base Case)
Worsening
Displacement Pressure
Resilient
Augmentation Upside
At Risk
Demand Outlook
Under Pressure
Wage Pressure
Watch
Rule-based directional forecast. Not a prediction — illustrative only.
Current trajectory continues
Displacement Pressure
Resilient
Augmentation Upside
At Risk
Demand Outlook
Under Pressure
Wage Pressure
Watch
Youth work associate appears resilient under this scenario. Strong human bottlenecks and/or market demand provide substantial buffer against AI displacement.
Scenarios are illustrative, not predictive. They show how the outlook would shift under different assumptions.
Career Paths
Volunteer executive
moderate transition · 69% match
Social work associate
moderate transition · 68% match
Sports coach
moderate transition · 64% match
Photographer
moderate transition · 63% match
Visual merchandiser
moderate transition · 62% match
International market agent/representative (e.g. junket operator)
moderate transition · 58% match
Athlete/Sportsman
moderate transition · 58% match
Kitchen operations head/supervisor
moderate transition · 58% match
Evidence
Crosswalk: direct · SSOC 34121
Anthropic: -29pp vs theory
Raw Scores
AIOE 0.251 · θ 0.704 · C-AIOE 0.187
Stability
stable · Optimistic 6% (Low) · Pessimistic 12% (Low)
Confidence
68% · Crosswalk 0.53 · Market 0.65 · Fresh 0.85
Wage (SGD/mo)
25th 2,400 · Median 2,500 · 75th 2,800