Simon Janssen
Simon Janssen· CTO at HappyNurse · US AI Exposure Map 2026
Production

Food Batchmakers and AI

Low exposureAI score 3/10 · Production
3out of 10
JPE Score
Median salary
$42K
OEWS May 2025
Forecast 2030
-5% to +10%
Employment
177K
BLS Employment Projections 2025
Employment growth 2021-2025 (OEWS)
+12%
Forecast trend 2025-2030
growth
Education
High school
Sector
Production

Exposure scores

JPE (Practical Exposure)3/10 — Low exposure
Felten AIOE (academic reference)4/10
Employment growth 2021-2025 (OEWS)+12%

AI exposure explained

What does an AI score of 3/10 mean?

Interpretation

Low exposure — AI is unlikely to significantly change this occupation in the near term.

Food Batchmakers has low AI exposure and grew in recent years. This occupation relies on human-centered demand that AI cannot easily replicate.


Forecast 2030

What changes for Food Batchmakers?

Expected employment change, 2025 to 2030
-5% to +10%
Midpoint +3% · Growth occupation: expected demand rises
BaseBLS projection, AI not named by BLS+3%
Base + AIJPE 3/10: 0%+3%
Base + AI + roboticsphysical automation, already under way: −0.5%+3%
Rows add up: the bottom row is the forecast.

The forecast starts from the national projection per occupation and adds AI and robotics as separate layers. The band of -5% to +10% matters more than the midpoint. Robotics: Food factories are already largely automated and this is part of the trend; little extra acceleration. (Expert estimate 5/10, effect to 2030 between 0% and −1%.)

BLS AI exposure category: Moderate (context next to the JPE score, not used in the forecast)

Sources: base BLS Employment Projections 2025-35 · jobs: BLS Employment Projections, 2025 (incl. self-employed) · growth 2021-2025: OEWS May 2021 to May 2025 · salary: OEWS May 2025. BLS already builds AI and automation effects into its projection for some occupations; where it does, no separate layer is added on top.

Read the methodology →


Simon Janssen
The person behind this map

I build with AI. And I track what it does to work.

I'm Simon Janssen, CTO and management board member at HappyNurse. This map shows, occupation by occupation, what AI does to work, based on official labour-market data rather than hype. On LinkedIn I share what I see as a CTO: what AI is already taking over, what it isn't, and what that means for people.


Sector context

Production and AI

Food Batchmakers belongs to the Production sector. This sector has an education level index of 1/4, indicating lower formal education requirements. Occupations in Production 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?

ChatGPTSight Machine

Career outlook

AI as an asset

This occupation is not directly threatened by AI. The smartest move is to learn the AI tools that strengthen your work: not because you have to, but because it makes you more productive and valuable.


Personal development

Personal development plan

Based on your sector (Production) 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

→ PTC ThingWorx, Augmentir
Optimize processes with AI analytics

Small efficiency gains compound across millions of units

→ Sight Machine, Tulip

Related occupations

Similar occupations on the map

Miscellaneous Assemblers and Fabricators
AI 3/10·0% 2030
Production
First-Line Supervisors of Production Workers
AI 4/10·+1% 2030
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Machinists
AI 4/10·0% 2030
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Home Health and Personal Care Aides
AI 3/10·+9% 2030
Healthcare Support
Fast Food and Counter Workers
AI 3/10·+2% 2030
Food Service

International

This occupation in other countries

🇩🇪Lebensmitteltechniker/innen
AI 3/10Food Technicians

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 Felten AIOE score is shown as an academic reference. Employment from BLS Employment Projections 2025-35 (2025, including self-employed); growth 2021-2025 and salaries from BLS OEWS May 2021 and May 2025 (an estimate where OEWS has no figure). The 2030 forecast (JPE-prognose v3) starts from the BLS Employment Projections and adds separate AI and robotics layers only where BLS does not already include those effects. These are modelled scenarios, not predictions. A high AI score does not automatically mean job loss. All data CC BY 4.0.

Full methodology, sources and download →


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