Automation index
Can AI do the work of a Biologist?
Studies organisms and ecosystems, in the field, the lab or consulting.
It also does not predict how many people will lose their jobs.
Task comparison
IS WORK OVER?
Biologist
31%
AI or a robot can already do 31% of this job.
#28 / 103
View rankingBiologist
Where the time goes
Score = Σ (weight × saving). Weight is our estimate from frequency, not a time share published by O*NET. Saving is separate.
Weights are our estimate from O*NET frequency (FT). O*NET does not publish % of the week.
| Task | Share | AI | Adds |
|---|---|---|---|
Teach or supervise students and perform research at universities and colleges.EstimateNo public source pins this saving. It is an estimate of the method. | 17% | 22% | +3.7 |
Identify, classify, and study structure, behavior, ecology, physiology, nutrition, culture, and distribution of plant and animal species.EstimateNo public source pins this saving. It is an estimate of the method. | 16% | 28% | +4.5 |
Program and use computers to store, process, and analyze data.EstimateNo public source pins this saving. It is an estimate of the method. | 15% | 48% | +7.2 |
Supervise biological technicians and technologists and other scientists.EstimateNo public source pins this saving. It is an estimate of the method. | 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 pins this saving. It is an estimate of the method. | 6% | 22% | +1.3 |
Collect and analyze biological data about relationships among and between organisms and their environment.EstimateNo public source pins this saving. It is an estimate of the method. | 6% | 48% | +2.9 |
Study basic principles of plant and animal life, such as origin, relationship, development, anatomy, and function.EstimateNo public source pins this saving. It is an estimate of the method. | 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 pins this saving. It is an estimate of the method. | 5% | 55% | +2.8 |
Other less frequent tasks (weight estimated from frequency).EstimateNo public source pins this saving. It is an estimate of the method. | 15% | 28% | +4.2 |
| Total | 100% | 31% |
Modelled week 100% · Public evidence 0% · Estimate 100% · Confidence: Low
Skills this job uses
- 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?
Welder
28%
#66 / 103
View rankingWelder
Where the time goes
Score = Σ (weight × saving). Weight is our estimate from frequency, not a time share published by O*NET. Saving is separate.
Weights are our estimate from O*NET frequency (FT). O*NET does not publish % of the week.
| Task | Share | AI | Adds |
|---|---|---|---|
Operate safety equipment and use safe work habits.EstimateNo public source pins this saving. It is an estimate of the method. | 6% | 28% | +1.7 |
Melt and apply solder along adjoining edges of workpieces to solder joints, using soldering irons, gas torches, or electric-ultrasonic equipment.EstimateNo public source pins this saving. It is an estimate of the method. | 5% | 28% | +1.4 |
Weld components in flat, vertical, or overhead positions.EstimateNo public source pins this saving. It is an estimate of the method. | 5% | 28% | +1.4 |
Check grooves, angles, or gap allowances, using micrometers, calipers, and precision measuring instruments.EstimateNo public source pins this saving. It is an estimate of the method. | 5% | 28% | +1.4 |
Determine required equipment and welding methods, applying knowledge of metallurgy, geometry, and welding techniques.EstimateNo public source pins this saving. It is an estimate of the method. | 5% | 28% | +1.4 |
Align and clamp workpieces together, using rules, squares, or hand tools, or position items in fixtures, jigs, or vises.EstimateNo public source pins this saving. It is an estimate of the method. | 5% | 28% | +1.4 |
Select and install torches, torch tips, filler rods, and flux, according to welding chart specifications or types and thicknesses of metals.EstimateNo public source pins this saving. It is an estimate of the method. | 5% | 28% | +1.4 |
Recognize, set up, and operate hand and power tools common to the welding trade, such as shielded metal arc and gas metal arc welding equipment.EstimateNo public source pins this saving. It is an estimate of the method. | 4% | 28% | +1.1 |
Other less frequent tasks (weight estimated from frequency).EstimateNo public source pins this saving. It is an estimate of the method. | 60% | 28% | +16.8 |
| Total | 100% | 28% |
Modelled week 100% · Public evidence 0% · Estimate 100% · Confidence: Low
Skills this job uses
- technical drawings
- hydraulics
- pipeline coating properties
- types of pipelines
- isometric perspective
- cooperate with colleagues
- inspect pipelines
- use welding equipment
- operate welding equipment
- clear pipelines
Sources for this job· O*NET 51-4121.00· ESCO/ISCO 7212