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Occupation · 2026 assessment

Tekhnik-metrolog

Tekhnik-metrolog is an occupation responsible for testable questions, reliable evidence and interpretation of results in a scientific field. The profile assesses automation of individual tasks rather than disappearance of the whole occupation.

Moderate risk level Search jobs ↗
How risk may change

A forecast estimate, not a guaranteed scenario.

42%2026
45%2028
49%2030
55%2035

Which tasks are exposed

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

TaskRisk
Diagnostics using fault codes and telemetry63%
Planning scheduled maintenance63%
Physical repair of a non-standard fault18%
Searching and organizing scientific literature67%
Cleaning and preprocessing data67%
Standard statistical analysis64%
Generating hypotheses and experiment options55%
Conducting a non-standard experiment21%

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 63% · human 59%
  2. 2Planning scheduled maintenanceAI 63% · human 66%
  3. 3Physical repair of a non-standard faultAI 18% · human 70%
  4. 4Searching and organizing scientific literatureAI 67% · human 61%
  5. 5Cleaning and preprocessing dataAI 67% · human 67%
  6. 6Standard statistical analysisAI 64% · human 61%
  7. 7Generating hypotheses and experiment optionsAI 55% · human 58%
  8. 8Conducting a non-standard experimentAI 21% · human 83%

Why technology can change this work

  • predictive diagnostics identify likely failure points in advance
  • AI accelerates pattern discovery and experimental analysis
  • the main inputs and outputs already exist in a digital environment
  • laboratory platforms automate repetitive procedures
  • models generate hypotheses and candidate materials or molecules

What protects the occupation

  • physical diagnosis, repair and post-intervention equipment validation
  • framing meaningful research questions
  • a large share of value comes from human judgement, trust or personal accountability
  • causality and evidence-quality assessment
  • methodological and interpretive accountability

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 550per month
2035$10 200scenario estimate
2026: $7 55020262027: $7 80020272028: $8 05020282029: $8 35020292030: $8 65020302031: $8 90020312032: $9 25020322033: $9 55020332034: $9 85020342035: $10 2002035
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.

Data Analyst

Established resilient role
New role risk51%
DemandMediumDifficultyMediumTime6–12 monthsSkill fit70%

Synthetic Biology Process Engineer

Emerging role
New role risk14%
DemandHighDifficultyLowTime3–6 monthsSkill fit87%

Dataset Curator

Emerging role
New role risk34%
DemandHighDifficultyLowTime3–6 monthsSkill fit85%

Model Behavior Analyst

Emerging role
New role risk19%
DemandHighDifficultyMediumTime6–12 monthsSkill fit66%

Climate Risk Modeler

Emerging role
New role risk16%
DemandHighDifficultyLowTime3–6 monthsSkill fit81%

Environmental Digital Twin Specialist

Emerging role
New role risk14%
DemandHighDifficultyLowTime3–6 monthsSkill fit81%

Job search and transitions

Find work with a lower risk index

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

Environmental Digital Twin Specialist

Skill fit 81% · risk 14%

Search jobs ↗

Skills you already have

  • fault finding
  • maintenance
  • safe equipment work
  • research methodology
  • critical analysis
  • experimental work

Skills to build

  • predictive maintenance
  • telemetry-based diagnostics
  • computational methods
  • laboratory automation
  • reproducible research
  • scientific AI-model validation
CurrentTekhnik-metrolog · 42%
→
Keepfault finding · maintenance · safe equipment work
→
Addpredictive maintenance · telemetry-based diagnostics · computational methods

Sources and update

Updated: 2026-09-26 · 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.