Structural pressure
49%
High RiskLikely range
42–56%
Library clerk
Clerical Support Workers · SGD 2,426/mo (46% below median)
Library clerk faces significant structural AI displacement pressure. moderate exposure with few human bottlenecks to slow adoption.
Why This Score
63% of tasks overlap with current AI
14% human advantage from judgment & presence
24% demand buffer from SG labour market
AI usage 12pp 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
Common tools in similar work
Derived from matched O*NET technology-skill profiles.
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
Library 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.
Proofreading clerk
moderate transition · 65% match
Stock records clerk
moderate transition · 62% match
Travel consultant/Reservation executive
moderate transition · 62% match
Postman
moderate transition · 62% match
Material planning clerk
moderate transition · 62% match
Production planning clerk
moderate transition · 60% match
Storekeeper
moderate transition · 60% match
Land transport clerk
moderate transition · 58% match
See how this compares to similar occupations
Compare with... →Evidence
Crosswalk: direct · SSOC 44110
Anthropic: +12pp vs theory
Raw Scores
AIOE 0.038 · θ 0.618 · C-AIOE 0.032
Stability
watch · Optimistic 42% (High) · Pessimistic 56% (Very High)
Confidence
76% · Crosswalk 1.00 · Market 0.65 · Fresh 0.84
Wage (SGD/mo)
25th 2,080 · Median 2,426 · 75th 2,531