RU

Occupation · 2026 assessment

Automation Test Engineer

The Automation 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.

25%2026
31%2028
38%2030
47%2035

Which tasks are exposed

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

TaskRisk
Variant calculations and parameter selection35%
Preparing drawings and technical documents30%
Modeling and checking standard operating modes28%
Diagnostics using telemetry and logs27%
Component integration and prototype testing22%
Solution approval and safety accountability6%

Task map

AI replaces ↔ AI augments

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

  1. 1Variant calculations and parameter selectionAI 35% · human 71%
  2. 2Preparing drawings and technical documentsAI 30% · human 75%
  3. 3Modeling and checking standard operating modesAI 28% · human 75%
  4. 4Diagnostics using telemetry and logsAI 27% · human 83%
  5. 5Component integration and prototype testingAI 22% · human 75%
  6. 6Solution approval and safety accountabilityAI 6% · human 80%

Why technology can change this work

  • embedded AI systems will handle parts of equipment diagnostics and programming
  • AI generates design options and assists calculations
  • digital twins accelerate testing
  • routine documentation and component selection can be automated

What protects the occupation

  • safe deployment and maintenance of physical machines around people
  • 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$9 600per month
2035$12 950scenario estimate
2026: $9 60020262027: $9 95020272028: $10 25020282029: $10 60020292030: $10 95020302031: $11 35020312032: $11 75020322033: $12 15020332034: $12 55020342035: $12 9502035
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.

Electrician

Established resilient role
New role risk12%
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

  • equipment diagnostics
  • sensor and actuator integration
  • engineering thinking
  • calculation and diagnostics
  • technical documentation
  • physical-constraint understanding

Skills to build

  • robot safety
  • autonomous fleet management
  • digital twins
  • robotics and mechatronics
  • AI-assisted engineering
  • systems safety
CurrentAutomation Test Engineer · 25%
→
Keepequipment diagnostics · sensor and actuator integration · engineering thinking
→
Addrobot safety · autonomous fleet management · 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.