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Occupation · 2026 assessment

Nanomaterials Laboratory Technician

The Nanomaterials Laboratory Technician role combines repeatable operations with decisions that require professional context. The index measures task exposure to AI, software automation and robotics—not the probability that the occupation disappears.

Moderate risk level Search jobs ↗
How risk may change

A forecast estimate, not a guaranteed scenario.

43%2026
48%2028
53%2030
60%2035

Which tasks are exposed

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

TaskRisk
Diagnostics using fault codes and telemetry62%
Planning scheduled maintenance61%
Physical repair of a non-standard fault14%
Searching and organizing scientific literature66%
Cleaning and preprocessing data65%
Standard statistical analysis62%
Generating hypotheses and experiment options55%
Conducting a non-standard experiment17%

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 62% · human 53%
  2. 2Planning scheduled maintenanceAI 61% · human 61%
  3. 3Physical repair of a non-standard faultAI 14% · human 65%
  4. 4Searching and organizing scientific literatureAI 66% · human 55%
  5. 5Cleaning and preprocessing dataAI 65% · human 61%
  6. 6Standard statistical analysisAI 62% · human 55%
  7. 7Generating hypotheses and experiment optionsAI 55% · human 52%
  8. 8Conducting a non-standard experimentAI 17% · human 78%

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 500per month
2035$10 150scenario estimate
2026: $7 50020262027: $7 75020272028: $8 00020282029: $8 30020292030: $8 55020302031: $8 85020312032: $9 15020322033: $9 50020332034: $9 80020342035: $10 1502035
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%

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%

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 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
CurrentNanomaterials Laboratory Technician · 43%
→
Keepfault finding · maintenance · safe equipment work
→
Addpredictive maintenance · telemetry-based diagnostics · computational methods

Sources and update

Updated: 2026-09-25 · 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.