Simon Janssen
Simon Janssen· CTO at HappyNurse · FR AI Exposure Map 2026
Agriculture

Agriculteurs and AI

Moderate exposureAI score 3.5/10 · Agriculture
3.5out of 10
JPE Score
Median salary
€29K
Forecast 2030
-2% to -1%
Employment
396K
INSEE growth (5yr)
-4%
Trend
stable
Sector
Agriculture

Exposure scores

JPE (Practical Exposure)3.5/10 — Moderate exposure
INSEE growth projection (5yr)-4%

AI exposure explained

What does an AI score of 3.5/10 mean?

Interpretation

Moderate exposure — Parts of this work can be assisted by AI. The role will evolve but not disappear.

Agriculteurs has low AI exposure, meaning most tasks require physical presence, interpersonal skills, or tacit knowledge that AI cannot automate in the near term.


Forecast 2030

What changes for Agriculteurs?

Modeled employment change by 2030
-2% to -1%
Disruption risk: Medium

This model combines INSEE Enquête Emploi projections (interpolated to 2030) with an AI disruption factor calibrated for the UK labour market (flexible employment, moderate union density, NHS workforce dynamics). A range of -2% to -1% means employment for Agriculteurs is modeled to decline by 2030. This is a scenario, not a prediction.


Sector context

Agriculture and AI

Agriculteurs belongs to the Agriculture sector. This sector has an education level index of 4/4, indicating higher formal education requirements. Occupations in Agriculture with high AI exposure tend to remain relatively stable as the work relies primarily on physical, interpersonal, or contextual skills.


AI tools

Which AI tools are already making an impact?

ChatGPTJohn Deere AI

Career outlook

Low exposure — Leverage AI to enhance your strengths

Direct AI impact is limited, but the world around you is changing. Use AI where it supports your work and keep investing in what makes this occupation uniquely human.


Personal development

Personal development plan

Based on your sector (Agriculture) and AI exposure level, here are three concrete steps to future-proof your career.

Implement precision farming with AI

Targeted input reduces costs by 15-20% while boosting yield

John Deere Operations Center, Climate FieldView
Use AI crop monitoring and scouting

Satellite and drone imagery detects issues days before visual inspection

Climate FieldView, Sentera
Adopt AI yield prediction

Better harvest forecasts improve planning and market timing

John Deere Operations Center, Granular

Related occupations

Similar occupations on the map

Chirurgiens-dentistes
AI 4/10·+0% 2030
Healthcare
Psychologues
AI 4.5/10·+2% 2030
Healthcare

International

This occupation in other countries

🇬🇧Farmers
AI 3.5/10Farmers

About this analysis

AI scores are LLM-estimated using the same methodology as the Dutch AI Exposure Map, making scores directly comparable across countries. The JPE methodology score is shown as an academic reference. Employment and salary data from INSEE 2024. A high AI score does not automatically mean job loss — Software Developers score 9/10 but INSEE data shows continued strong demand. The 2030 forecast interpolates INSEE employment projections to a 2030 horizon and adjusts with AI disruption pressure. These are modeled scenarios, not predictions. All data CC BY 4.0.

Full methodology, sources and download →


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