23%
Moderate RiskProduction planning clerk
Clerical Support Workers · SGD 3,538/mo (21% below median)
AI is unlikely to significantly disrupt this role. moderate exposure — limited overlap with core tasks.
Score Breakdown
39% of tasks overlap with current AI
28% human advantage from judgment & presence
50% demand buffer from SG labour market
AI usage 12pp 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
Watch
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
Watch
Augmentation Upside
At Risk
Demand Outlook
Under Pressure
Wage Pressure
Watch
Production planning clerk should be monitored. While not facing immediate pressure, shifts in AI capability or employer strategy could change the picture.
Scenarios are illustrative, not predictive. They show how the outlook would shift under different assumptions.
Career Paths
Material planning clerk
easy transition · 72% match
Stock records clerk
moderate transition · 64% match
Shipping clerk
moderate transition · 62% match
Land transport clerk
moderate transition · 61% match
Insurance/Underwriting clerk
moderate transition · 61% match
Payroll/Wages clerk
moderate transition · 61% match
Storekeeper
moderate transition · 61% match
Bank operations clerk
moderate transition · 60% match
Evidence
Crosswalk: direct · SSOC 43222
Anthropic: +12pp vs theory
Raw Scores
AIOE -0.023 · θ 0.646 · C-AIOE -0.019
Stability
stable · Optimistic 19% (Moderate) · Pessimistic 29% (Moderate)
Confidence
50% · Crosswalk 0.00 · Market 0.65 · Fresh 0.85
Wage (SGD/mo)
25th 2,193 · Median 3,538 · 75th 4,908