Automation index
How much of a Biologist’s job can AI already do?
Studies organisms and ecosystems, in the field, the lab or consulting.
This percentage does not predict how many people will lose their jobs.
Task comparison
IS WORK OVER?
Biologist
31%
AI can already do 31% of this job.
#30 / 623
View rankingBiologist
Where the time goes
Task weights are our estimates based on O*NET frequency data, not time shares published by O*NET.
The time saving for each task is estimated separately.
| Task | Share | AI | Points |
|---|---|---|---|
Teach or supervise students and perform research at universities and colleges.EstimateNo public source provides a precise figure. This is our estimate. | 17% | 22% | +3.7 |
Identify, classify, and study structure, behavior, ecology, physiology, nutrition, culture, and distribution of plant and animal species.EstimateNo public source provides a precise figure. This is our estimate. | 16% | 28% | +4.5 |
Program and use computers to store, process, and analyze data.EstimateNo public source provides a precise figure. This is our estimate. | 15% | 48% | +7.2 |
Supervise biological technicians and technologists and other scientists.EstimateNo public source provides a precise figure. This is our estimate. | 15% | 22% | +3.3 |
Research environmental effects of present and potential uses of land and water areas, determining methods of improving environmental conditions or such outputs as crop yields.EstimateNo public source provides a precise figure. This is our estimate. | 6% | 22% | +1.3 |
Collect and analyze biological data about relationships among and between organisms and their environment.EstimateNo public source provides a precise figure. This is our estimate. | 6% | 48% | +2.9 |
Study basic principles of plant and animal life, such as origin, relationship, development, anatomy, and function.EstimateNo public source provides a precise figure. This is our estimate. | 5% | 28% | +1.4 |
Review reports and proposals, such as those relating to land use classifications and recreational development, for accuracy, adequacy, or adherence to policies, regulations, or scientific standards.EstimateNo public source provides a precise figure. This is our estimate. | 5% | 55% | +2.8 |
Other less frequent tasks (weight estimated from frequency).EstimateNo public source provides a precise figure. This is our estimate. | 15% | 28% | +4.2 |
| Total | 100% | 31% |
Modelled workweek: 100% · Public evidence: 0% · Estimate: 100% · Confidence: Low
Skills and activities
- microbiology-bacteriology
- genetics
- biotechnology
- laboratory techniques
- biology
- medical genetics
- genetic engineering
- scientific research methodology
- manage research data
- perform laboratory tests
Sources for this job· O*NET 19-1029.04· ESCO/ISCO 2131
IS WORK OVER?
HVAC technician
27%
#181 / 623
View rankingHVAC technician
Where the time goes
Task weights are our estimates based on O*NET frequency data, not time shares published by O*NET.
The time saving for each task is estimated separately.
| Task | Share | AI | Points |
|---|---|---|---|
Comply with all applicable standards, policies, or procedures, such as safety procedures or the maintenance of a clean work area.EstimateNo public source provides a precise figure. This is our estimate. | 10% | 28% | +2.8 |
Recommend, develop, or perform preventive or general maintenance procedures, such as cleaning, power-washing, or vacuuming equipment, oiling parts, or changing filters.EstimateNo public source provides a precise figure. This is our estimate. | 8% | 28% | +2.2 |
Test electrical circuits or components for continuity, using electrical test equipment.EstimateNo public source provides a precise figure. This is our estimate. | 6% | 28% | +1.7 |
Discuss heating or cooling system malfunctions with users to isolate problems or to verify that repairs corrected malfunctions.EstimateNo public source provides a precise figure. This is our estimate. | 6% | 12% | +0.7 |
Repair or replace defective equipment, components, or wiring.EstimateNo public source provides a precise figure. This is our estimate. | 6% | 12% | +0.7 |
Keep records of repairs and replacements made and causes of malfunctions.EstimateNo public source provides a precise figure. This is our estimate. | 5% | 12% | +0.6 |
Record and report time, materials, faults, deficiencies, or other unusual occurrences on work orders.EstimateNo public source provides a precise figure. This is our estimate. | 5% | 55% | +2.8 |
Install, connect, or adjust thermostats, humidistats, or timers.EstimateNo public source provides a precise figure. This is our estimate. | 4% | 28% | +1.1 |
Other less frequent tasks (weight estimated from frequency).EstimateNo public source provides a precise figure. This is our estimate. | 50% | 28% | +14 |
| Total | 100% | 27% |
Modelled workweek: 100% · Public evidence: 0% · Estimate: 100% · Confidence: Low
Skills and activities
- refrigerants
- electric heating systems
- hydraulics
- thermodynamics
- fluid mechanics
- domestic cooling systems
- electricity
- electrical wiring plans
- mechanics
- work ergonomically
Sources for this job· O*NET 49-9021.00· ESCO/ISCO 7127