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

Manutentionnaires et magasiniers and AI

Moderate exposureAI score 4.5/10 · Manufacturing
4.5out of 10
JPE Score
Median salary
€29K
Forecast 2030
+0%
Employment
385K
INSEE growth (5yr)
-2%
Trend
stable
Sector
Manufacturing

Exposure scores

JPE (Practical Exposure)4.5/10 — Moderate exposure
INSEE growth projection (5yr)-2%

AI exposure explained

What does an AI score of 4.5/10 mean?

Interpretation

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

For Manutentionnaires et magasiniers, AI exposure is moderate — some tasks will be assisted or automated, but the occupation as a whole is expected to evolve rather than disappear. Staying current with AI tools in the field is the key adaptation.


Forecast 2030

What changes for Manutentionnaires et magasiniers?

Modeled employment change by 2030
+0%
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 +0% means employment for Manutentionnaires et magasiniers is modeled to grow by 2030. This is a scenario, not a prediction.


Sector context

Manufacturing and AI

Manutentionnaires et magasiniers belongs to the Manufacturing sector. This sector has an education level index of 1/4, indicating lower formal education requirements. Occupations in Manufacturing 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?

ChatGPTSiemens MindSphere

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 (Manufacturing) and AI exposure level, here are three concrete steps to future-proof your career.

Deploy AI quality inspection systems

Machine vision catches defects 10x faster than manual checks

Sight Machine, Cognex
Implement predictive maintenance

Unplanned downtime drops 30-50% with AI monitoring

Siemens MindSphere, Augmentir
Optimise processes with AI analytics

Small efficiency gains compound across millions of units

Sight Machine, Tulip

Related occupations

Similar occupations on the map

Agents de maîtrise industriels
AI 5/10·-5% 2030
Manufacturing
Ouvriers de l'industrie alimentaire
AI 3.5/10·+0% 2030
Manufacturing
Ouvriers de production industrielle
AI 4/10·-2% 2030
Manufacturing
Dirigeants d'entreprise
AI 5.5/10·-5% 2030
Management
Médecins
AI 6/10·-3% 2030
Healthcare

International

This occupation in other countries

🇺🇸Laborers and Freight, Stock, and Material Movers, Hand
AI 2/10Laborers and Freight, Stock, and Material Movers, Hand
🇬🇧Warehouse Operatives
AI 4.5/10Warehouse Operatives

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 →


Explore more

View all UK occupations on the map →Take the full career scan →

Share this analysis