Automation index
How much of a Statistician’s job can AI already do?
A model and a chart come earlier. A sample that does not lie does not.
This percentage does not predict how many people will lose their jobs.
Task comparison
IS WORK OVER?
Statistician
26%
AI can already do 26% of this job.
#201 / 623
View rankingStatistician
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 |
|---|---|---|---|
Model, clean and visualise.EstimateNo public source provides a precise figure. This is our estimate. | 20% | 48% | +9.6 |
Design sample, experiment and biases.EstimateNo public source provides a precise figure. This is our estimate. | 16% | 32% | +5.1 |
Client, questions and not overfitting.EstimateNo public source provides a precise figure. This is our estimate. | 16% | 22% | +3.5 |
Reproducibility, code and documentation.EstimateNo public source provides a precise figure. This is our estimate. | 16% | 18% | +2.9 |
Publication, review and data ethics.EstimateNo public source provides a precise figure. This is our estimate. | 16% | 16% | +2.6 |
Not selling a p-value that does not hold.EstimateNo public source provides a precise figure. This is our estimate. | 16% | 14% | +2.2 |
| Total | 100% | 26% |
Modelled workweek: 100% · Public evidence: 0% · Estimate: 100% · Confidence: Low
Skills and activities
- Model, clean and visualise
- Design sample, experiment and biases
- Client, questions and not overfitting
- Reproducibility, code and documentation
- Publication, review and data ethics
- Not selling a p-value that does not hold
- estadistico
- statistician
Sources for this job· O*NET 15-2041.00· ESCO/ISCO 2120
IS WORK OVER?
Investment analyst
27%
#131 / 623
View rankingInvestment analyst
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 |
|---|---|---|---|
Model, comps and the memo.EstimateNo public source provides a precise figure. This is our estimate. | 18% | 48% | +8.6 |
Data, the gap and what is not in the sheet.EstimateNo public source provides a precise figure. This is our estimate. | 16% | 40% | +6.4 |
Committee, the thesis and the one who falls in love.EstimateNo public source provides a precise figure. This is our estimate. | 16% | 22% | +3.5 |
Follow-up, the profit warning and not hiding it.EstimateNo public source provides a precise figure. This is our estimate. | 16% | 28% | +4.5 |
The PM, the rush and not inflating the target.EstimateNo public source provides a precise figure. This is our estimate. | 18% | 14% | +2.5 |
Buy or not, and signing the memo.EstimateNo public source provides a precise figure. This is our estimate. | 16% | 12% | +1.9 |
| Total | 100% | 27% |
Modelled workweek: 100% · Public evidence: 0% · Estimate: 100% · Confidence: Low
Skills and activities
- valuation models
- comps
- investment memos
- thesis
- profit warning
- target
- investment committee
- follow-up
Sources for this job· O*NET 13-2051.00· ESCO/ISCO 2413