AI & the Labour Market · France 86 occupations. AI exposure. 2030 forecast. Every major French occupation scored on AI exposure using the JPE methodology. Career advice. Free. Open data. Same method as the NL, US, Germany and France map.
86 occupations
15.9M+ jobs covered
4.8 avg. JPE
Check your occupation How does your occupation score? Type your job title and get your AI score, 2030 forecast and career advice. Free. No signup.
AI Exposure Map · France 86 French occupations at a glance Tile size represents employment. The larger the tile, the more people affected. Click an occupation for a detailed analysis.
Sources: INSEE 2024 · INSEE Enquête Emploi · PCS 2020 · CC BY 4.0
15.9M Jobs covered
4.8 Avg. AI score
26% Score ≥ 7
86 Occupations
€39K Avg. salary
Colour: AI score Growth '23–'33 Forecast 2030 Salary Sector Healthcare IT & Computing Management Sales
Low 0–3
Moderate 4–6
High 7–8
Very high 9–10
Area = jobs Click a tile to open the full analysis · hover for a preview
What does AI mean for your occupation? Take the FR Career Scan and receive a personal report with 2030 forecast, career advice and development tips.
Ranking Gainers and decliners 2030 The ten occupations with the strongest projected decline — and the ten with the strongest growth.
Sectors Explore by sector 86 occupations across 18 sectors. Sorted by average AI score.
Media & Communication8 (1) Business & Finance7.3 (12) Science & Engineering7.2 (6) Administrative6.3 (9) Retail & Sales6 (2) Public Administration6 (1) Management5.5 (1) Education5.3 (5) Healthcare4.9 (11) Manufacturing4.3 (6) Transport & Logistics4.3 (4) Other4 (2) Protective Services3.8 (3) Artisanat & Commerce3.5 (3) Agriculture3.5 (1) Construction & Trades2.4 (9) Hospitality & Food2.2 (7) Elementary1.8 (3)
Research Go deeper Five countries compared Same methodology, different labour markets. Dampening, AI pressure, structural factors. Patterns in the data Top gainers and decliners, sector risk, the developer paradox, part-time analysis. Methodology (NL/general) JPE scoring rubric, forecast model, Felten AIOE validation (r = 0.87). US methodology BLS SOC 2018, Felten AIOE normalisation, US-specific forecast parameters. Will AI take my job? The short answer, the nuanced answer, and what you should actually do. International Also available for NL, US, Germany and France Same JPE methodology, different labour markets. Compare how AI lands differently across five countries.
🇳🇱 Netherlands
103 occupations · 5.8M jobs
🇺🇸 United States
106 occupations · 91M jobs
🇩🇪 Germany
98 occupations · 45.9M jobs
🇫🇷 France
100 occupations · 28M jobs
Full international comparison → Open data Download everything All datasets free under CC BY 4.0. Download, embed, or access via API.
JPE = Janssen Practical Exposure. By Simon Janssen , CTO at HappyNurse.