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Occupation · 2026 assessment

Nanotechnology Specialist

A Nanotechnology Specialist frames research questions, obtains and validates evidence and is accountable for reproducible, sound scientific conclusions. The assessment separates automation of individual tasks from accountability for the professional outcome.

Low risk level Search jobs ↗
How risk may change

A forecast estimate, not a guaranteed scenario.

32%2026
35%2028
39%2030
45%2035

Which tasks are exposed

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

TaskRisk
reviewing scientific literature50%
forming a hypothesis45%
designing the study41%
collecting samples or data36%
performing measurements30%
statistical analysis20%
interpreting results9%
preparing publication3%

Task map

AI replaces ↔ AI augments

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

  1. 1reviewing scientific literatureAI 50% · human 60%
  2. 2forming a hypothesisAI 45% · human 64%
  3. 3designing the studyAI 41% · human 69%
  4. 4collecting samples or dataAI 36% · human 74%
  5. 5performing measurementsAI 30% · human 76%
  6. 6statistical analysisAI 20% · human 76%
  7. 7interpreting resultsAI 9% · human 74%
  8. 8preparing publicationAI 3% · human 77%

Why technology can change this work

  • digital tools reduce preparation and control time
  • full automation is constrained by variable real-world conditions
  • many cases still require professional judgement
  • the main inputs and outputs already exist digitally

What protects the occupation

  • framing a testable question
  • interpreting ambiguous evidence
  • scientific 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 900per month
2035$14 300scenario estimate
2026: $9 90020262027: $10 30020272028: $10 75020282029: $11 20020292030: $11 65020302031: $12 15020312032: $12 65020322033: $13 20020332034: $13 75020342035: $14 3002035
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%

Climate Risk Modeler

Emerging role
New role risk16%
DemandHighDifficultyLowTime3–6 monthsSkill fit87%

Environmental Digital Twin Specialist

Emerging role
New role risk14%
DemandHighDifficultyLowTime3–6 monthsSkill fit85%

AI Evaluation Engineer

Emerging role
New role risk16%
DemandHighDifficultyMediumTime6–12 monthsSkill fit66%

Materials Discovery Specialist

Emerging role
New role risk13%
DemandHighDifficultyLowTime3–6 monthsSkill fit81%

Bioinformatics Pipeline Engineer

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 85% · risk 14%

Search jobs ↗

Skills you already have

  • research methodology
  • laboratory or field methods
  • statistics
  • critical thinking
  • scientific writing
  • reproducibility

Skills to build

  • computational methods
  • experiment automation
  • open data
  • AI-hypothesis verification
  • scientific programming
  • research-data management
CurrentNanotechnology Specialist · 32%
→
Keepresearch methodology · laboratory or field methods · statistics
→
Addcomputational methods · experiment automation · open data

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.