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Occupation · 2026 assessment

Bioinformatics Laboratory Technician

The Bioinformatics 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.

46%2026
50%2028
55%2030
62%2035

Which tasks are exposed

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

TaskRisk
Diagnostics using fault codes and telemetry65%
Planning scheduled maintenance64%
Physical repair of a non-standard fault17%
Searching and organizing scientific literature69%
Cleaning and preprocessing data68%
Standard statistical analysis65%
Generating hypotheses and experiment options58%
Conducting a non-standard experiment20%

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 65% · human 50%
  2. 2Planning scheduled maintenanceAI 64% · human 58%
  3. 3Physical repair of a non-standard faultAI 17% · human 62%
  4. 4Searching and organizing scientific literatureAI 69% · human 52%
  5. 5Cleaning and preprocessing dataAI 68% · human 58%
  6. 6Standard statistical analysisAI 65% · human 52%
  7. 7Generating hypotheses and experiment optionsAI 58% · human 49%
  8. 8Conducting a non-standard experimentAI 20% · human 75%

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 200per month
2035$9 750scenario estimate
2026: $7 20020262027: $7 45020272028: $7 70020282029: $7 95020292030: $8 25020302031: $8 50020312032: $8 80020322033: $9 10020332034: $9 40020342035: $9 7502035
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%
DemandHighDifficultyMediumTime6–12 monthsSkill fit72%

Materials Discovery Specialist

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

Bioinformatics Pipeline Engineer

Emerging role
New role risk13%
DemandHighDifficultyLowTime3–6 monthsSkill fit85%

Synthetic Biology Process Engineer

Emerging role
New role risk14%
DemandHighDifficultyLowTime3–6 monthsSkill fit83%

Dataset Curator

Emerging role
New role risk34%
DemandHighDifficultyLowTime3–6 monthsSkill fit81%

Model Behavior Analyst

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

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

  • 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
CurrentBioinformatics Laboratory Technician · 46%
→
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.