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Occupation · 2026 assessment

Air quality protection Systems Designer

The Air quality protection Systems Designer 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.

Low risk level Search jobs ↗
How risk may change

A forecast estimate, not a guaranteed scenario.

27%2026
33%2028
40%2030
49%2035

Which tasks are exposed

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

TaskRisk
Generating initial concept variants54%
Adapting an approved solution to formats50%
Selecting visual language and defending the concept19%
Searching and organizing scientific literature50%
Cleaning and preprocessing data49%
Standard statistical analysis46%
Generating hypotheses and experiment options39%
Conducting a non-standard experiment8%

Task map

AI replaces ↔ AI augments

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

  1. 1Generating initial concept variantsAI 54% · human 71%
  2. 2Adapting an approved solution to formatsAI 50% · human 64%
  3. 3Selecting visual language and defending the conceptAI 19% · human 85%
  4. 4Searching and organizing scientific literatureAI 50% · human 71%
  5. 5Cleaning and preprocessing dataAI 49% · human 77%
  6. 6Standard statistical analysisAI 46% · human 71%
  7. 7Generating hypotheses and experiment optionsAI 39% · human 68%
  8. 8Conducting a non-standard experimentAI 8% · human 92%

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$7 850per month
2035$10 600scenario estimate
2026: $7 85020262027: $8 10020272028: $8 40020282029: $8 70020292030: $8 95020302031: $9 30020312032: $9 60020322033: $9 90020332034: $10 25020342035: $10 6002035
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.

Materials Discovery Specialist

Emerging role
New role risk13%
DemandHighDifficultyLowTime3–6 monthsSkill fit89%

Environmental Digital Twin Specialist

Emerging role
New role risk14%
DemandHighDifficultyLowTime3–6 monthsSkill fit87%

AI Evaluation Engineer

Emerging role
New role risk16%
DemandHighDifficultyMediumTime6–12 monthsSkill fit68%

Bioinformatics Pipeline Engineer

Emerging role
New role risk13%
DemandHighDifficultyLowTime3–6 monthsSkill fit83%

Synthetic Biology Process Engineer

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

Dataset Curator

Emerging role
New role risk34%
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 87% · 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
CurrentAir quality protection Systems Designer · 27%
→
Keepresearch methodology · critical analysis · experimental work
→
Addcomputational methods · laboratory automation · reproducible research

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.