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Occupation · 2026 assessment

Emissions control Systems Designer

The Emissions control 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.

28%2026
34%2028
41%2030
50%2035

Which tasks are exposed

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

TaskRisk
Generating initial concept variants55%
Adapting an approved solution to formats51%
Selecting visual language and defending the concept20%
Searching and organizing scientific literature51%
Cleaning and preprocessing data50%
Standard statistical analysis47%
Generating hypotheses and experiment options40%
Conducting a non-standard experiment9%

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 55% · human 70%
  2. 2Adapting an approved solution to formatsAI 51% · human 63%
  3. 3Selecting visual language and defending the conceptAI 20% · human 84%
  4. 4Searching and organizing scientific literatureAI 51% · human 70%
  5. 5Cleaning and preprocessing dataAI 50% · human 76%
  6. 6Standard statistical analysisAI 47% · human 70%
  7. 7Generating hypotheses and experiment optionsAI 40% · human 67%
  8. 8Conducting a non-standard experimentAI 9% · human 91%

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 050per month
2035$10 900scenario estimate
2026: $8 05020262027: $8 30020272028: $8 60020282029: $8 90020292030: $9 20020302031: $9 50020312032: $9 85020322033: $10 15020332034: $10 50020342035: $10 9002035
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%

Bioinformatics Pipeline Engineer

Emerging role
New role risk13%
DemandHighDifficultyLowTime3–6 monthsSkill fit87%

Synthetic Biology Process Engineer

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

Dataset Curator

Emerging role
New role risk34%
DemandHighDifficultyLowTime3–6 monthsSkill fit83%

Model Behavior Analyst

Emerging role
New role risk19%
DemandHighDifficultyMediumTime6–12 monthsSkill fit64%

Climate Risk Modeler

Emerging role
New role risk16%
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.

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
CurrentEmissions control Systems Designer · 28%
→
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.