Structural pressure
19%
Moderate RiskLikely range
13–24%
Stock records clerk
Clerical Support Workers · SGD 2,716/mo (40% below median)
This model suggests AI is unlikely to significantly disrupt Stock records clerk. low exposure with limited overlap across core tasks.
Why This Score
27% of tasks overlap with current AI
18% human advantage from judgment & presence
41% demand buffer from SG labour market
AI usage 0pp above theoretical exposure
These factors combine multiplicatively — larger bars do not mean proportionally larger contributions to the final score.
Exposure × (1 − Bottleneck) × Market Modifier. Band stability: watch. How this works
Tasks AI can handle
Data entry, invoice processing, appointment scheduling, document filing, and standard correspondence drafting.
Where humans stay essential
Exception handling for non-standard requests, institutional knowledge of internal processes, coordinating across departments, and managing sensitive information.
Skills to focus on
Singapore Reality
Current Singapore signal
Labour now, industry footprint, and a directional 12-month read.
The Clerical, Sales & Service Workers labour market is under pressure. Vacancy rate is 3.1% and fell by 0.2 points from last quarter. recruitment is running above resignation (2.6% vs 1.6%). employer pressure is moderate.
Vacancy rate
3.1%
↓ 11.4% year-on-year
Hiring balance
2.6%
recruit vs 1.6% resign
Retrenchment
1.5 per 1,000
Low incidence
Clerical, Sales & Service Workers data · Q4 2025 full
Top Industries
Where this work is concentrated
Wholesale & Retail Trade
32.3K
↓ cooling
Top 5 vacancy sector
Transportation & Storage
22.2K
↑ hiring
Health & Social Services
19.6K
Industry vacancy overlays use the latest published detailed cross-tab (2025 QQ), which can lag the main labour monitor.
12-Month Outlook
Rule-based, not a prediction
What To Do Next
Stock records clerk has some offset potential, but it depends on transition pathways holding up in practice and on workers clearing the main switching frictions.
What helps
- Nearby moves and published transition support look reasonably strong.
What could slow it down
- Current demand support is thin, so offsets may take longer to show up.
Material planning clerk
moderate transition · 66% match
Storekeeper
moderate transition · 66% match
Production planning clerk
moderate transition · 65% match
Land transport clerk
moderate transition · 64% match
Shipping clerk
moderate transition · 63% match
Air transport clerk
moderate transition · 62% match
Insurance/Underwriting clerk
moderate transition · 61% match
Bookkeeper
moderate transition · 61% match
See how this compares to similar occupations
Compare with... →Evidence
Crosswalk: direct · SSOC 43211
Anthropic: +0pp vs theory
Raw Scores
AIOE -0.746 · θ 0.630 · C-AIOE -0.610
Stability
watch · Optimistic 13% (Low) · Pessimistic 24% (Moderate)
Confidence
76% · Crosswalk 1.00 · Market 0.65 · Fresh 0.83
Wage (SGD/mo)
25th 1,950 · Median 2,716 · 75th 3,933