Automation index
Can AI do the work of a Economist?
Pulling a dataset and a first chart is instant. Deciding which model holds, and explaining it to a ministry, is not.
It also does not predict how many people will lose their jobs.
Task comparison
IS WORK OVER?
Economist
30%
AI or a robot can already do 30% of this job.
#38 / 103
View rankingEconomist
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 |
|---|---|---|---|
Clean data, estimate and produce tables.EstimateNo public source pins this saving. It is an estimate of the method. | 22% | 52% | +11.4 |
Draft notes, briefs and a first paper.EstimateNo public source pins this saving. It is an estimate of the method. | 18% | 45% | +8.1 |
Choose model, assumptions and robustness.EstimateNo public source pins this saving. It is an estimate of the method. | 16% | 22% | +3.5 |
Present to a client, ministry or board.EstimateNo public source pins this saving. It is an estimate of the method. | 16% | 15% | +2.4 |
Debate, peer-review and defend the numbers.EstimateNo public source pins this saving. It is an estimate of the method. | 14% | 12% | +1.7 |
Read the political context and data quality.EstimateNo public source pins this saving. It is an estimate of the method. | 14% | 18% | +2.5 |
| Total | 100% | 30% |
Modelled week 100% · Public evidence 0% · Estimate 100% · Confidence: Low
Skills this job uses
- Clean data, estimate and produce tables
- Draft notes, briefs and a first paper
- Choose model, assumptions and robustness
- Present to a client, ministry or board
- Debate, peer-review and defend the numbers
- economista
- economist
Sources for this job· O*NET 19-3011.00· ESCO/ISCO 2631
IS WORK OVER?
Biologist
31%
#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