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AI Work Index

Highest Risk Occupations

Top 25 occupations by net displacement risk.

# Occupation Net RiskExposureBottleneckMedian Wage Risk Impact
1 Clearing and forwarding agent 33311 75.6%90%1%SGD 4,047 Very High At Risk
2 Shipping agent/Boarding officer 33312 74.4%90%1%SGD 4,046 Very High At Risk
3 Data entry clerk 41320 69.9%87%2%SGD 2,000 Very High At Risk
4 Typist and word processing operator 41310 68.0%99%15%SGD 2,803 Very High At Risk
5 Securities clerk 43123 66.4%88%3%SGD 5,972 Very High At Risk
6 Audit clerk 43113 65.4%87%8%SGD 3,875 Very High At Risk
7 Bank operations clerk 43121 65.2%88%3%SGD 5,150 Very High At Risk
8 Insurance sales agent/broker (including independent financial planner) 33211 64.2%85%0%SGD 5,780 Very High At Risk
9 Insurance/Underwriting clerk 43122 63.8%88%3%SGD 5,045 Very High At Risk
10 Secretary 41201 62.8%87%2%SGD 5,035 Very High At Risk
11 Billing clerk 43115 62.4%87%8%SGD 3,100 Very High At Risk
12 Data processing control clerk 43151 62.0%83%2%SGD 3,480 Very High At Risk
13 Ledger and accounts clerk 43112 61.4%87%8%SGD 3,340 Very High At Risk
14 Telemarketer 52440 60.9%89%0%SGD 4,072 Very High At Risk
15 Office clerk (including filing and copying) 41101 60.4%77%4%SGD 1,822 Very High At Risk
16 Statistical clerk 43141 60.2%95%22%SGD 4,401 Very High At Risk
17 Procurement/Purchasing clerk 43116 59.6%87%8%SGD 2,850 Very High At Risk
18 Payroll/Wages clerk 43114 59.3%87%8%SGD 4,256 Very High At Risk
19 Bookkeeper 43111 59.3%87%8%SGD 3,200 Very High At Risk
20 Intellectual property agent 24251 58.9%84%14%SGD 4,464 Very High At Risk
21 Enumerator/Market research interviewer 43142 58.6%95%22%SGD 2,701 Very High At Risk
22 Pawnbroker 42131 58.0%80%8%SGD 5,192 Very High At Risk
23 Content writer 26413 56.2%86%13%SGD 5,250 Very High At Risk
24 Personnel/Human resource clerk 41102 56.1%77%4%SGD 2,950 Very High At Risk
25 Postman 44122 54.6%70%3%SGD 2,706 Very High At Risk

headline_risk = displacement_pressure × (1 − demand_resilience). Learn more