Life, Physical, and Social Science · United States (national)
Biological Technicians
How exposed this work is to automation, shown as ranges with the reasoning and sources.
The short version: this role is less exposed to automation, and a near-term shift looks unlikely.
It is a sourced range, not a verdict, and the detail is below.
Built on O*NET tasks, BLS pay and projections, and peer-reviewed AI-exposure research. Sources shown.
Data snapshot SNAPSHOT-2026-11-06. How it works
AI / softwarerange 14.7 to 38.7
Physical / roboticsrange 21.5 to 45.5
When the change is likely
Largely unaffectedlocal demand stable
What to do about it
Use AI to outpace AI.
Strategies to protect your livelihood, most important first.
1
Stay sharp; urgency is low
This role looks durable. Keep your skills current and watch for shifts in your field.
2
Pivot toward Histology Technicians
It is skill-adjacent and less exposed (0.0 vs 34). A lateral move now beats a forced one later.
3
Build a financial buffer
Keep 6 to 12 months of expenses and diversify your income, so a disruption is a setback rather than a catastrophe.
4
Add a recognised credential
A certification or license raises the bar against automation and signals value in a tightening market.
Keep the monitor on
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Which of my tasks are exposed
Conduct research, or assist in the conduct of research, including the collection of information and samples, such as blood, water, soil, plants and animals.
100.0
Use computers, computer-interfaced equipment, robotics or high-technology industrial applications to perform work duties.
50.0
Monitor and observe experiments, recording production and test data for evaluation by research personnel.
50.0
Analyze experimental data and interpret results to write reports and summaries of findings.
50.0
Provide technical support and services for scientists and engineers working in fields such as agriculture, environmental science, resource management, biology, and health sciences.
50.0
Keep detailed logs of all work-related activities.
50.0
Input data into databases.
33.5
Isolate, identify and prepare specimens for examination.
100.0
Longer, orange bars are more automatable; short green bars are resistant.
What is driving my result
lowers risk
raises risk
Task: Conduct research, or assist in the conduct of research, including the collection of information and samples, such as blood, water, soil, plants and animals.
Task: Isolate, identify and prepare specimens for examination.
Lower-risk adjacent roles
Histology Technicians
0.0
A full, ranked mitigation plan is part of the paid tiers.
How this score is calculated
Map Biological Technicians to its standard O*NET task list (8 core tasks).
Score each task for AI/software exposure (Eloundou et al. 2023) and physical/robotics exposure (an O*NET work-context proxy), each 0 to 100.
The two axis scores are the task averages: AI 26.7, robotics 33.5.
The timeline comes from the higher axis (33.5), shifted for local demand (stable), and seniority. It is read against your remaining working years.
Ranges are about ±12 points. A backtest against real BLS employment change shows the risk ranking holds in aggregate, but individual outcomes are predicted weakly, so results are ranges, never a flat verdict.
Sources: O*NET, Eloundou et al. (2023), GPTs are GPTs, O*NET Work Context, BLS CPI-U, BLS OEWS.
Snapshot SNAPSHOT-2026-11-06. Full method and backtest on How it works.