9%
Low RiskStock records clerk
Clerical Support Workers · SGD 2,716/mo (40% below median)
AI is unlikely to significantly disrupt this role. low exposure — limited overlap with core tasks.
Score Breakdown
13% 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
Exposure × (1 − Bottleneck) × Market Modifier. How this works
What AI Changes
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.
This role balances structured execution. AI can augment the more structured tasks, while the overall task structure anchors the human contribution.
Skills to focus on
Process Optimization
Streamlining workflows and identifying efficiency improvements in daily operations
AI Tool Proficiency
Leveraging AI assistants to automate routine tasks and multiply your output
Institutional Knowledge
Understanding how things actually get done inside the organization beyond formal procedures
Exception Handling
Resolving non-standard situations that fall outside automated workflows
Market Context
Labour Market
WatchClerical, Sales & Service Workers
Vacancy rate · 2025 Q3
Hiring
Recruitment exceeds resignation
2.5% recruit · 1.5% resign
Retrenchment
0.9 per 1,000 employees
Low
Re-employment
80.1% within 12 months
60.5% within 6 months
Cluster-level data, not occupation-specific · Source: Labour Market Report Q3 2025, MRSD, MOM
Outlook
12-Month Direction (Base Case)
Stable
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
Stock records clerk 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
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
Evidence
Crosswalk: direct · SSOC 43211
Anthropic: +0pp vs theory
Raw Scores
AIOE -0.746 · θ 0.630 · C-AIOE -0.610
Stability
stable · Optimistic 5% (Low) · Pessimistic 14% (Low)
Confidence
83% · Crosswalk 1.00 · Market 0.65 · Fresh 0.85
Wage (SGD/mo)
25th 1,950 · Median 2,716 · 75th 3,933