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 net salary (DARES)
€20K
net per year, employees only
Forecast 2030
-10% to 0%
Employment 2024
418K
DARES, incl. self-employed
Employment growth 2021-2024 (DARES)
-8%
Forecast trend 2025-2030
decline
Part-time
13%
Female share
28%
Sector
Agriculture

Exposure scores

JPE (Practical Exposure)3.5/10 · Moderate exposure
Employment growth 2021-2024 (DARES)-8%

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.

AI exposure for Agriculteurs is moderate, but employment is still expected to decline, driven mainly by the long-term decline in employment (2013-2019 and 2021-2024) and the Métiers 2030 projection for this occupational family. Look at related roles with better prospects and at the tasks that stay human.


Forecast 2030

What changes for Agriculteurs?

Expected employment change, 2025 to 2030
-10% to 0%
Midpoint -6% · Declining occupation: look at related growth occupations
BaseMétiers 2030 projection, blended with the DARES trend 2013-2019 and 2021-2024 (long-term decline)-6%
Base + AIJPE 3.5/10: 0%-6%
Base + AI + roboticsautomation already part of the Métiers 2030 projection trend, no extra effect-6%
Rows add up: the bottom row is the forecast.
Many self-employed (75%): salary covers employees only

The forecast starts from the national projection per occupational family and adds AI and robotics as separate layers. The band of -10% to 0% matters more than the midpoint. Robotics: Milking robots, GPS steering and feeding systems have been common for years and are in the trend; weeding robots (such as Naïo in vineyards and vegetables) and autonomous tractors are still small-scale. The number of farm operators falls through consolidation, already in the baseline, so no extra effect. (Expert estimate 4/10, already part of the trend in the Métiers 2030 projection, so no extra effect is counted.)

Sources: base France Stratégie / DARES, Les métiers en 2030 (reference scenario) · jobs, growth 2021-2024, part-time and female share: DARES Portraits statistiques des métiers (FAP 2021), 2024 (incl. self-employed and civil servants) · salary: DARES net median 2023-2025, employees only. Les métiers en 2030 was made on a 2019 base, before generative AI, and differentiates growth per FAP 87 family (FAP 2009); several occupations share a family or are broad proxies. The AI and robotics layers refine per occupation. Salaries are net, not gross.

Read the methodology →


Sector context

Agriculture and AI

Agriculteurs belongs to the Agriculture sector. 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

Reskilling direction

This occupation is expected to decline, mainly due to lower demand, the long-term employment trend or automation of physical work rather than AI. The directions below match your current skills and education level and have better prospects. France Travail and your CPF training account can fund the switch.

Gardeners and LandscapersJPE 2/10
Agriculture
Construction TradespeopleJPE 2.5/10
Construction & Trades
Bus DriversJPE 3.5/10
Transport & Logistics

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

Jardiniers et paysagistes
AI 2/10·0% 2030
Agriculture
Chirurgiens-dentistes
AI 4/10·+6% 2030
Healthcare
Psychologues
AI 4.5/10·+4% 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. Employment 2024, growth 2021-2024, part-time and female share from DARES, Portraits statistiques des métiers (FAP 2021, all workers including self-employed and civil servants); salaries are the DARES net median 2023-2025 for employees, not gross. Occupations are mapped to one or more FAP 2021 families; some are broad proxies or share a family. The 2030 forecast (JPE-prognose v3) starts from Les métiers en 2030 (France Stratégie and DARES, 2019 base) and adds separate AI and robotics layers. These are modelled scenarios, not predictions. A high AI score does not automatically mean job loss. DARES data under Licence Ouverte 2.0; our dataset CC BY 4.0.

Full methodology, sources and download →


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