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Occupation · 2026 assessment

Tekhnik-gidrolog

Tekhnik-gidrolog is an occupation responsible for assessment of environmental conditions, impact reduction and compliance with environmental requirements. The profile assesses automation of individual tasks rather than disappearance of the whole occupation.

Low risk level Search jobs ↗
How risk may change

A forecast estimate, not a guaranteed scenario.

38%2026
41%2028
45%2030
51%2035

Which tasks are exposed

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

TaskRisk
Diagnostics using fault codes and telemetry57%
Planning scheduled maintenance59%
Physical repair of a non-standard fault19%
Searching and organizing scientific literature61%
Cleaning and preprocessing data63%
Standard statistical analysis60%
Generating hypotheses and experiment options50%
Conducting a non-standard experiment22%

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 57% · human 58%
  2. 2Planning scheduled maintenanceAI 59% · human 64%
  3. 3Physical repair of a non-standard faultAI 19% · human 66%
  4. 4Searching and organizing scientific literatureAI 61% · human 59%
  5. 5Cleaning and preprocessing dataAI 63% · human 65%
  6. 6Standard statistical analysisAI 60% · human 59%
  7. 7Generating hypotheses and experiment optionsAI 50% · human 56%
  8. 8Conducting a non-standard experimentAI 22% · human 79%

Why technology can change this work

  • predictive diagnostics identify likely failure points in advance
  • AI accelerates pattern discovery and experimental analysis
  • 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
  • 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 800per month
2035$10 550scenario estimate
2026: $7 80020262027: $8 05020272028: $8 35020282029: $8 60020292030: $8 90020302031: $9 20020312032: $9 55020322033: $9 85020332034: $10 20020342035: $10 5502035
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%

Model Behavior Analyst

Emerging role
New role risk19%
DemandHighDifficultyMediumTime6–12 monthsSkill fit70%

Climate Risk Modeler

Emerging role
New role risk16%
DemandHighDifficultyLowTime3–6 monthsSkill fit85%

Environmental Digital Twin Specialist

Emerging role
New role risk14%
DemandHighDifficultyLowTime3–6 monthsSkill fit83%

AI Evaluation Engineer

Emerging role
New role risk16%
DemandHighDifficultyMediumTime6–12 monthsSkill fit64%

Materials Discovery Specialist

Emerging role
New role risk13%
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 83% · 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-gidrolog · 38%
→
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.