Structural baseline
structural_pressure = exposure × (1 - bottleneck)
Country Index
Singapore AI Work Index
Singapore is the first fully published country, with local demand signals, wages, and policy context.
Occupations
562
High risk
133
Median risk
14.9%
Status
live
Mapping quality
Crosswalk exact: 0 · Title match: 0 · Fallback: 0
Median wage context
Median wage in this country layer sits at SGD 4,500 on the generated dataset.
Evidence layers
Structural baseline
Comparable exposure, bottleneck, and structural pressure on the shared ISCO-08 spine.
Wage context
Local wage levels and percentiles published where an official local wage source exists.
Employment context
Local employment, openings, or projected employment context published with the country layer.
Demand signals
Official shortage, vacancy, or outlook signals used to shape local demand resilience.
Transition / reinstatement capacity
Training, support, and redeployment pathways that cushion the structural pressure.
Worker profile
Gender, age, qualification, and employment-composition context around the occupation.
Skills / task context
Task, skill, or work-context evidence used to explain why the score looks the way it does.
Narrative context
No narrative layer published yet.
Observed AI adoption
Observed AI usage and cross-country research used to calibrate the structural baseline.
Regulatory overlay
Licensing, compliance, and public-sector constraints are shown as a separate overlay.
Methodology
Country layer
headline_risk = structural_pressure × (1 - country_demand_resilience)
Top risk occupations
Clearing and forwarding agent
33311
78.0%
SGD 4,047
Shipping agent/Boarding officer
33312
77.0%
SGD 4,046
Data entry clerk
41320
72.0%
SGD 2,000
Typist and word processing operator
41310
70.8%
SGD 2,803
Securities clerk
43123
68.5%
SGD 5,972
Insurance sales agent/broker (including independent financial planner)
33211
67.7%
SGD 5,780
Audit clerk
43113
67.6%
SGD 3,875
Bank operations clerk
43121
67.5%
SGD 5,150
Insurance/Underwriting clerk
43122
66.2%
SGD 5,045
Secretary
41201
65.7%
SGD 5,035
Telemarketer
52440
65.2%
SGD 4,072
Billing clerk
43115
65.1%
SGD 3,100