53%
Very High RiskData processing control clerk
Clerical Support Workers · SGD 3,480/mo (23% below median)
Significant AI displacement pressure. moderate exposure with few human bottlenecks to slow adoption.
Score Breakdown
65% of tasks overlap with current AI
3% human advantage from judgment & presence
45% demand buffer from SG labour market
AI usage 47pp above theoretical exposure
Exposure × (1 − Bottleneck) × Market Modifier. Band stability: watch. How this works
What AI Changes
Tasks AI can handle
Running standard statistical analyses, generating charts, cleaning data, writing SQL queries, and producing summary reports from structured data.
Where humans stay essential
Framing the right question, identifying data quality issues, interpreting results in business context, communicating insights to non-technical stakeholders, and making judgment calls on methodology.
This role balances rapid tool adoption, ambiguous problem-solving. AI can augment the more structured tasks, while the overall task structure anchors the human contribution.
Skills to focus on
Problem Framing
Defining what question the data should answer before touching a single query
Statistical Reasoning
Knowing when a result is meaningful vs. a statistical artifact or coincidence
Storytelling with Data
Turning numbers into narratives that drive decisions at the executive level
Domain Contextualization
Connecting data patterns to industry realities, regulations, and operational constraints
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
Under Pressure
Augmentation Upside
At Risk
Demand Outlook
Under Pressure
Wage Pressure
Under Pressure
Rule-based directional forecast. Not a prediction — illustrative only.
Current trajectory continues
Displacement Pressure
Under Pressure
Augmentation Upside
At Risk
Demand Outlook
Under Pressure
Wage Pressure
Under Pressure
Data processing control clerk faces growing pressure under this scenario. AI capabilities overlap significantly with core tasks, and market buffers are limited.
Scenarios are illustrative, not predictive. They show how the outlook would shift under different assumptions.
Career Paths
Lower Risk
Commercial airline pilot 66%Marine superintendent 71%Marine superintendent (engineer) 68%Marine superintendent
easy transition · 71% match
Marine superintendent (engineer)
moderate transition · 68% match
Chief engineer/Second engineer (ship)
moderate transition · 68% match
Clinical research professional
moderate transition · 67% match
Pharmacologist
moderate transition · 66% match
Commercial airline pilot
moderate transition · 66% match
Automation engineer (including robotics engineer)
moderate transition · 66% match
Energy engineer
moderate transition · 66% match
Evidence
Crosswalk: direct · SSOC 43151
Anthropic: +47pp vs theory
Raw Scores
AIOE 0.466 · θ 0.554 · C-AIOE 0.416
Stability
watch · Optimistic 45% (High) · Pessimistic 60% (Very High)
Confidence
72% · Crosswalk 0.66 · Market 0.65 · Fresh 0.85
Wage (SGD/mo)
25th 2,598 · Median 3,480 · 75th 4,929