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Occupation · 2026 assessment

Systems Biology Scientific Data Analyst

The Systems Biology Scientific Data Analyst 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
Cleaning, joining and preparing data51%
Creating standard reports and visualizations49%
Forming conclusions and checking causality21%
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. 1Cleaning, joining and preparing dataAI 51% · human 64%
  2. 2Creating standard reports and visualizationsAI 49% · human 65%
  3. 3Forming conclusions and checking causalityAI 21% · human 82%
  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 automatically drafts analyses, finds correlations and explains standard deviations
  • AI accelerates pattern discovery and experimental analysis
  • laboratory platforms automate repetitive procedures
  • models generate hypotheses and candidate materials or molecules

What protects the occupation

  • choosing the right question and checking causality rather than correlation alone
  • framing meaningful research questions
  • a large share of value comes from human judgement, trust or personal accountability
  • 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$8 550per month
2035$11 550scenario estimate
2026: $8 55020262027: $8 85020272028: $9 15020282029: $9 45020292030: $9 75020302031: $10 10020312032: $10 45020322033: $10 80020332034: $11 15020342035: $11 5502035
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%

Synthetic Biology Process Engineer

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

Dataset Curator

Emerging role
New role risk34%
DemandHighDifficultyLowTime3–6 monthsSkill fit85%

Model Behavior Analyst

Emerging role
New role risk19%
DemandHighDifficultyMediumTime6–12 monthsSkill fit66%

Climate Risk Modeler

Emerging role
New role risk16%
DemandHighDifficultyLowTime3–6 monthsSkill fit81%

Environmental Digital Twin Specialist

Emerging role
New role risk14%
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 81% · risk 14%

Search jobs ↗

Skills you already have

  • analytical question framing
  • metric interpretation
  • research methodology
  • critical analysis
  • experimental work
  • data interpretation

Skills to build

  • SQL and data preparation
  • visualization and forecasting
  • computational methods
  • laboratory automation
  • reproducible research
  • scientific AI-model validation
CurrentSystems Biology Scientific Data Analyst · 27%
→
Keepanalytical question framing · metric interpretation · research methodology
→
AddSQL and data preparation · visualization and forecasting · 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.