How much of this occupation’s work can be materially affected by current AI systems.
How likely exposure is to translate into reduced human demand.
Includes provisional estimates for AI adoption pressure and labour-market resilience. How this is measured
Confidence reflects task coverage, mapping and capability-evidence quality, and how much of the score rests on provisional inputs.
What is driving the score?
Occupation scores are built from the task mix—not a single prediction about a job title.
Where AI can do more
Routine, digitized, and highly repeatable tasks face the greatest pressure.
- Participate in the preparation of reports or scientific publications.82
- Maintain awareness of new and emerging computational methods and technologies.81
- Conduct quality analyses of data inputs and resulting analyses or predictions.81
- Analyze or manipulate bioinformatics data using software packages, statistical applications, or data mining techniques.80
Where people still matter
These tasks score lowest on automation feasibility—physical presence, judgement, accountability and real-world variability all resist end-to-end automation.
- Monitor database performance and perform any necessary maintenance, upgrades, or repairs.01
- Extend existing software programs, web-based interactive tools, or database queries as sequence management and analysis needs evolve.02
- Confer with researchers, clinicians, or information technology staff to determine data needs and programming requirements and to provide assistance with database-related research activities.03
- Design or implement web-based tools for querying large-scale biological databases.04
- Write computer programs or scripts to be used in querying databases.05
Related occupations
Occupations O*NET links to this one. Relatedness reflects shared work, not a claim that these roles are safer.
Medical and Clinical Laboratory Technologists
Related work
Compare these careers →Cytogenetic Technologists
Related work
Compare these careers →Bioinformatics Scientists
Shares some work
Compare these careers →Statisticians
Shares some work
Compare these careers →Nanotechnology Engineering Technologists and Technicians
Shares some work
Compare these careers →Geographic Information Systems Technologists and Technicians
Shares some work
Compare these careers →Adoption and labour-market outlook
Structural factors are kept separate from raw capability so you can see what actually resists automation. Adoption pressure and labour-market resilience are still provisional models—25% of this occupation’s replacement-risk weight rests on them.
O*NET 30.3 occupational data interpreted through the JobsVsAI capability, automation and structural-constraint models.
