AI Exposure Map

103 occupations mapped

Which Dutch occupations are most affected by AI? This interactive map shows 103 CBS occupational groups. The area represents the number of jobs — the larger the tile, the more people affected. Click any occupation for a personal analysis.

Methodology, sources and download·CBS BRC 2014 · CC BY 4.0
5.8MJobs
4.9Avg. AI score
33%Score ≥ 7
103Occupations
43%Avg. part-time
Colour:Spotlight:
Low 0–3
Moderate 4–6
High 7–8
Very high 9–10
Area = jobs

Hover over a tile for details · Click for a personal analysis

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Methodology: This map shows 103 CBS occupational groups representing approximately 5.8 million jobs — roughly 60% of the Dutch working population. AI exposure scores are model estimates (LLM-generated), not empirical measurements. NL vulnerability scores account for Dutch context: DBA legislation, EU AI Act Art. 14, healthcare sector regulation and demand elasticity.

Important: A high AI score does not automatically mean job loss. Software developers score 9/10 but are growing the fastest (+80%) — demand outpaces what AI replaces. Conversely, agriculture and fisheries are declining not because of AI but due to policy (nitrogen regulations, quota reductions). Interpret as directional analysis, not a labour market forecast.

Sources: CBS Statline · CBS BRC 2014 · ROA 2021 · Inspired by Karpathy/jobs (MIT) · By Simon Janssen