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

Inspectors, Testers, Sorters, Samplers, and Weighers and AI

Moderate exposureAI score 5/10 · Production
5out of 10
JPE Score
Median salary
$49K
OEWS May 2025
Forecast 2030
-5% to +5%
Employment
602K
BLS Employment Projections 2025
Employment growth 2021-2025 (OEWS)
+8%
Forecast trend 2025-2030
stable
Education
High school
Sector
Production

Exposure scores

JPE (Practical Exposure)5/10 — Moderate exposure
Felten AIOE (academic reference)5.5/10
Employment growth 2021-2025 (OEWS)+8%

AI exposure explained

What does an AI score of 5/10 mean?

Interpretation

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

For Inspectors, Testers, Sorters, Samplers, and Weighers, 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 Inspectors, Testers, Sorters, Samplers, and Weighers?

Expected employment change, 2025 to 2030
-5% to +5%
Midpoint 0% · Stable: invest in AI skills
BaseBLS projection, AI not named by BLS+1%
Base + AIJPE 5/10: −1.2%0%
Base + AI + roboticsautomation effect already included in the BLS projection0%
Rows add up: the bottom row is the forecast.
Robotics risk from ~2018

The forecast starts from the national projection per occupation and adds AI and robotics as separate layers. The band of -5% to +5% matters more than the midpoint. Robotics: Cameras and measuring machines check products faster than people; BLS already includes this, so no extra effect is added. (Expert estimate 4/10, already included in the BLS projection.)

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

Inspectors, Testers, Sorters, Samplers, and Weighers 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 experience selective automation of routine tasks while human judgment remains central.


AI tools

Which AI tools are already making an impact?

ChatGPTSight Machine

Career outlook

Deepen the human side

AI is changing parts of this work, but the jobs are expected to remain. Focus on the tasks where human judgment, relationships or creativity are central: those become more valuable. Combine that with strong AI skills.


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
Production
Machinists
AI 4/10·0% 2030
Production
Retail Salespersons
AI 5/10·-1% 2030
Sales
General and Operations Managers
AI 6/10·0% 2030
Management

International

This occupation in other countries

🇩🇪Qualitätsprüfer/innen und -techniker/innen
AI 5/10Quality Inspectors & Technicians
🇬🇧Routine Inspectors and Testers
AI 6/10Inspectors and Testers

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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