Biological Technicians: daily tasks & AI impact
This page breaks Biological Technicians into the top 15 daily O*NET tasks and scores each for Generative AI automation probability. Those task scores roll up to an overall vulnerability index of 36/100 (Moderate automation risk). Struck-through rows are ≥80% automatable; highlighted safer rows are under 30% or primarily physical.
High-automation exposure
No task in this set currently exceeds the 80% threshold, so risk is spread across moderate probabilities rather than a few catastrophic duties.
Durable human work
This profile has little “safe” task mass under our thresholds. Workers should treat AI fluency as mandatory and actively map transferable skills into lower-risk roles.
Importance comes from O*NET incumbent ratings. Automation probability is model-generated for current Generative AI capability (not speculative AGI). Digital / physical / mixed labels describe the modality of the work, which strongly correlates with near-term automation potential.
| Task | Importance | AI probability | Nature |
|---|---|---|---|
| Conduct research, or assist in the conduct of research, including the collection of information and samples, such as blood, water, soil, plants and animals. Core | 4.34 | — | — |
| Use computers, computer-interfaced equipment, robotics or high-technology industrial applications to perform work duties. Core | 4.34 | — | — |
| Participate in the research, development, or manufacturing of medicinal and pharmaceutical preparations. Supplemental | 4.28 | — | — |
| Monitor and observe experiments, recording production and test data for evaluation by research personnel. Core | 4.26 | — | — |
| Analyze experimental data and interpret results to write reports and summaries of findings. Core | 4.21 | — | — |
| Provide technical support and services for scientists and engineers working in fields such as agriculture, environmental science, resource management, biology, and health sciences. Core | 4.18 | — | — |
| Keep detailed logs of all work-related activities. Core | 4.14 | — | — |
| Input data into databases. Core | 4.04 | — | — |
| Isolate, identify and prepare specimens for examination. Core | 3.91 | — | — |
| Set up, adjust, calibrate, clean, maintain, and troubleshoot laboratory and field equipment. Core | 3.86 | — | — |
| Clean, maintain and prepare supplies and work areas. Core | 3.85 | — | — |
| Feed livestock or laboratory animals. Supplemental | 3.78 | — | — |
| Conduct standardized biological, microbiological or biochemical tests and laboratory analyses to evaluate the quantity or quality of physical or chemical substances in food or other products. Supplemental | 3.68 | — | — |
| Monitor laboratory work to ensure compliance with set standards. Core | 3.54 | — | — |
| Place orders for laboratory equipment and supplies. Core | 3.28 | — | — |
What remains human
No tasks currently fall under the safe threshold for this occupation.
FAQ
Which Biological Technicians tasks are most exposed to AI?
No task in this set currently exceeds the 80% threshold, so risk is spread across moderate probabilities rather than a few catastrophic duties.
Which Biological Technicians tasks are safest from Generative AI?
This profile has little “safe” task mass under our thresholds. Workers should treat AI fluency as mandatory and actively map transferable skills into lower-risk roles.
How should I read the Biological Technicians task table?
Importance comes from O*NET incumbent ratings. Automation probability is model-generated for current Generative AI capability (not speculative AGI). Digital / physical / mixed labels describe the modality of the work, which strongly correlates with near-term automation potential.