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Occupation · 2026 assessment

Thermal engineering Test Engineer

The Thermal engineering Test Engineer role combines repeatable operations with decisions that require professional context. The index measures task exposure to AI, software automation and robotics—not the probability that the occupation disappears.

Low risk level Search jobs ↗
How risk may change

A forecast estimate, not a guaranteed scenario.

27%2026
33%2028
40%2030
49%2035

Which tasks are exposed

Risk applies to individual tasks—not to a person or an entire occupation.

TaskRisk
Diagnostics using fault codes and telemetry31%
Planning scheduled maintenance35%
Physical repair of a non-standard fault20%
Variant calculations and parameter selection37%
Preparing drawings and technical documents32%
Modeling and checking standard operating modes30%
Diagnostics using telemetry and logs29%
Component integration and prototype testing24%

Task map

AI replaces ↔ AI augments

Each task is positioned by AI capability and the degree of human involvement still required.

  1. 1Diagnostics using fault codes and telemetryAI 31% · human 74%
  2. 2Planning scheduled maintenanceAI 35% · human 80%
  3. 3Physical repair of a non-standard faultAI 20% · human 74%
  4. 4Variant calculations and parameter selectionAI 37% · human 69%
  5. 5Preparing drawings and technical documentsAI 32% · human 73%
  6. 6Modeling and checking standard operating modesAI 30% · human 73%
  7. 7Diagnostics using telemetry and logsAI 29% · human 81%
  8. 8Component integration and prototype testingAI 24% · human 73%

Why technology can change this work

  • predictive diagnostics identify likely failure points in advance
  • AI generates design options and assists calculations
  • digital twins accelerate testing
  • routine documentation and component selection can be automated

What protects the occupation

  • physical diagnosis, repair and post-intervention equipment validation
  • system reliability and safety accountability
  • a large share of value comes from human judgement, trust or personal accountability
  • real constraints of materials and equipment
  • integration of mechanics, electronics and software

United States · before tax

Average pay and outlook

Estimated nominal monthly pay. The scenario reflects sector, demand and task resilience; it is not a guarantee of income.

2026$7 250per month
2035$9 800scenario estimate
2026: $7 25020262027: $7 50020272028: $7 75020282029: $8 00020292030: $8 30020302031: $8 55020312032: $8 85020322033: $9 15020332034: $9 45020342035: $9 8002035
Find jobs ↗The partner link may contain referral parameters. Data benchmark: U.S. Bureau of Labor Statistics ↗

Practical next step

Where to move next

Do not restart from zero: carry your experience forward and add scarce skills.

Digital Twin Engineer

Emerging role
New role risk14%
DemandHighDifficultyLowTime3–6 monthsSkill fit89%

Industrial Automation Engineer

Established resilient role
New role risk21%
DemandHighDifficultyLowTime3–6 monthsSkill fit87%

Robot Fleet Manager

Emerging role
New role risk12%
DemandHighDifficultyLowTime3–6 monthsSkill fit85%

Generative Design Engineer

Emerging role
New role risk16%
DemandHighDifficultyLowTime3–6 monthsSkill fit83%

AI Security Engineer

Emerging role
New role risk14%
DemandHighDifficultyHighTime12–24 monthsSkill fit50%

Energy Storage Optimizer

Emerging role
New role risk12%
DemandHighDifficultyMediumTime6–12 monthsSkill fit62%

Job search and transitions

Find work with a lower risk index

Compare adjacent paths and open a current search for the selected occupation.

Skills you already have

  • fault finding
  • maintenance
  • safe equipment work
  • engineering thinking
  • calculation and diagnostics
  • technical documentation

Skills to build

  • predictive maintenance
  • telemetry-based diagnostics
  • digital twins
  • robotics and mechatronics
  • AI-assisted engineering
  • systems safety
CurrentThermal engineering Test Engineer · 27%
→
Keepfault finding · maintenance · safe equipment work
→
Addpredictive maintenance · telemetry-based diagnostics · digital twins

Sources and update

Updated: 2026-09-25 · Assessment confidence: Medium

International Labour Organization · 2025Generative AI and Jobs: A Refined Global Index of Occupational Exposure

Nearly 30,000 tasks; a global assessment of GenAI exposure across detailed occupational groups.

World Economic Forum · 2025The Future of Jobs Report 2025

A survey of more than 1,000 employers representing over 14 million workers across 55 economies.

O*NET Resource Center · 2026O*NET Database

Occupational, task, skill and work-context structure.