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Occupation · 2026 assessment

Menedzher-ekolog

Menedzher-ekolog 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.

35%2026
38%2028
42%2030
48%2035

Which tasks are exposed

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

TaskRisk
Searching and organizing scientific literature58%
Cleaning and preprocessing data60%
Standard statistical analysis57%
Generating hypotheses and experiment options47%
Conducting a non-standard experiment19%
Result interpretation and scientific accountability24%

Task map

AI replaces ↔ AI augments

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

  1. 1Searching and organizing scientific literatureAI 58% · human 62%
  2. 2Cleaning and preprocessing dataAI 60% · human 68%
  3. 3Standard statistical analysisAI 57% · human 62%
  4. 4Generating hypotheses and experiment optionsAI 47% · human 59%
  5. 5Conducting a non-standard experimentAI 19% · human 82%
  6. 6Result interpretation and scientific accountabilityAI 24% · human 70%

Why technology can change this work

  • AI accelerates pattern discovery and experimental analysis
  • laboratory platforms automate repetitive procedures
  • models generate hypotheses and candidate materials or molecules

What protects the occupation

  • framing meaningful research questions
  • causality and evidence-quality assessment
  • a large share of value comes from human judgement, trust or personal accountability
  • 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$9 000per month
2035$13 000scenario estimate
2026: $9 00020262027: $9 40020272028: $9 75020282029: $10 20020292030: $10 60020302031: $11 05020312032: $11 50020322033: $12 00020332034: $12 50020342035: $13 0002035
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.

AI Evaluation Engineer

Emerging role
New role risk16%
DemandHighDifficultyMediumTime6–12 monthsSkill fit72%

Dataset Curator

Emerging role
New role risk34%
DemandHighDifficultyLowTime3–6 monthsSkill fit87%

Model Behavior Analyst

Emerging role
New role risk19%
DemandHighDifficultyMediumTime6–12 monthsSkill fit68%

Climate Risk Modeler

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

Environmental Digital Twin Specialist

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

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 81% · risk 14%

Search jobs ↗

Skills you already have

  • research methodology
  • critical analysis
  • experimental work
  • data interpretation

Skills to build

  • computational methods
  • laboratory automation
  • reproducible research
  • scientific AI-model validation
CurrentMenedzher-ekolog · 35%
→
Keepresearch methodology · critical analysis · experimental work
→
Addcomputational methods · laboratory automation · reproducible research

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.