Automation index
How much of a Shepherd’s job can AI already do?
GPS collars come earlier. Bringing the whole flock without leaving one on the hill do not.
This percentage does not predict how many people will lose their jobs.
Task comparison
IS WORK OVER?
Shepherd
18%
AI can already do 18% of this job.
#585 / 643
View rankingShepherd
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 |
|---|---|---|---|
Route, grazing and the day’s log.EstimateNo public source provides a precise figure. This is our estimate. | 16% | 28% | +4.5 |
Flock, dogs and the wolf.EstimateNo public source provides a precise figure. This is our estimate. | 24% | 6% | +1.4 |
Shearing, lambing and the one that stays.EstimateNo public source provides a precise figure. This is our estimate. | 16% | 22% | +3.5 |
Cheese, milk and dealing with the dairy.EstimateNo public source provides a precise figure. This is our estimate. | 16% | 28% | +4.5 |
The hill, the snow and not missing the pass.EstimateNo public source provides a precise figure. This is our estimate. | 14% | 18% | +2.5 |
The whole flock, and not leaving one behind.EstimateNo public source provides a precise figure. This is our estimate. | 14% | 10% | +1.4 |
| Total | 100% | 18% |
Modelled workweek: 100% · Public evidence: 0% · Estimate: 100% · Confidence: Low
Skills and activities
- run the flock
- sheepdogs
- lambing
- shearing
- the wolf
- passes
- ewe’s milk
- hill grazing
Sources for this job· O*NET 45-2093.00· ESCO/ISCO 6121
IS WORK OVER?
Research scientist
27%
#139 / 643
View rankingResearch scientist
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 |
|---|---|---|---|
Literature review, figures and drafts.EstimateNo public source provides a precise figure. This is our estimate. | 22% | 48% | +10.6 |
Analysis, code and experiment boards.EstimateNo public source provides a precise figure. This is our estimate. | 18% | 42% | +7.6 |
Design the study and the controls.EstimateNo public source provides a precise figure. This is our estimate. | 16% | 18% | +2.9 |
Run the experiment or the fieldwork.EstimateNo public source provides a precise figure. This is our estimate. | 16% | 12% | +1.9 |
Lead a group, theses and authorship fights.EstimateNo public source provides a precise figure. This is our estimate. | 14% | 15% | +2.1 |
Win funding and answer reviewers.EstimateNo public source provides a precise figure. This is our estimate. | 14% | 16% | +2.2 |
| Total | 100% | 27% |
Modelled workweek: 100% · Public evidence: 0% · Estimate: 100% · Confidence: Low
Skills and activities
- Literature review, figures and drafts
- Analysis, code and experiment boards
- Design the study and the controls
- Run the experiment or the fieldwork
- Lead a group, theses and authorship fights
- Win funding and answer reviewers
- cientifico
- investigador
- research scientist
Sources for this job· O*NET 19-1029.00· ESCO/ISCO 2131