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?
Product manager
31%
#29 / 103
View rankingProduct manager
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 |
|---|---|---|---|
Formulate, direct, or coordinate marketing activities or policies to promote products or services, working with advertising or promotion managers.EstimateNo public source pins this saving. It is an estimate of the method. | 22% | 28% | +6.2 |
Identify, develop, or evaluate marketing strategy, based on knowledge of establishment objectives, market characteristics, and cost and markup factors.EstimateNo public source pins this saving. It is an estimate of the method. | 16% | 28% | +4.5 |
Direct the hiring, training, or performance evaluations of marketing or sales staff and oversee their daily activities.EstimateNo public source pins this saving. It is an estimate of the method. | 12% | 28% | +3.4 |
Evaluate the financial aspects of product development, such as budgets, expenditures, research and development appropriations, or return-on-investment and profit-loss projections.EstimateNo public source pins this saving. It is an estimate of the method. | 7% | 48% | +3.4 |
Consult with product development personnel on product specifications, such as design, color, or packaging.EstimateNo public source pins this saving. It is an estimate of the method. | 6% | 28% | +1.7 |
Compile lists describing product or service offerings.EstimateNo public source pins this saving. It is an estimate of the method. | 6% | 28% | +1.7 |
Use sales forecasting or strategic planning to ensure the sale and profitability of products, lines, or services, analyzing business developments and monitoring market trends.EstimateNo public source pins this saving. It is an estimate of the method. | 6% | 48% | +2.9 |
Develop pricing strategies, balancing firm objectives and customer satisfaction.EstimateNo public source pins this saving. It is an estimate of the method. | 5% | 28% | +1.4 |
Other less frequent tasks (weight estimated from frequency).EstimateNo public source pins this saving. It is an estimate of the method. | 20% | 28% | +5.6 |
| Total | 100% | 31% |
Modelled week 100% · Public evidence 0% · Estimate 100% · Confidence: Low
Skills this job uses
- characteristics of products
- channel marketing
- advertising techniques
- content marketing strategy
- product comprehension
- company policies
- plan marketing strategy
- assign codes to product items
- perform data analysis
- maintain relationship with suppliers
Sources for this job· O*NET 11-2021.00· ESCO/ISCO 2431