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Occupation · 2026 assessment

Eko-retsikler v metallurgii

Eko-retsikler v metallurgii 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.

37%2026
40%2028
44%2030
50%2035

Which tasks are exposed

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

TaskRisk
Searching and organizing scientific literature60%
Cleaning and preprocessing data62%
Standard statistical analysis59%
Generating hypotheses and experiment options49%
Conducting a non-standard experiment21%
Result interpretation and scientific accountability26%

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 60% · human 60%
  2. 2Cleaning and preprocessing dataAI 62% · human 66%
  3. 3Standard statistical analysisAI 59% · human 60%
  4. 4Generating hypotheses and experiment optionsAI 49% · human 57%
  5. 5Conducting a non-standard experimentAI 21% · human 80%
  6. 6Result interpretation and scientific accountabilityAI 26% · human 68%

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$8 400per month
2035$11 350scenario estimate
2026: $8 40020262027: $8 70020272028: $9 00020282029: $9 30020292030: $9 60020302031: $9 95020312032: $10 25020322033: $10 60020332034: $11 00020342035: $11 3502035
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

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

Skills to build

  • computational methods
  • laboratory automation
  • reproducible research
  • scientific AI-model validation
CurrentEko-retsikler v metallurgii · 37%
→
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.