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?
Language teacher
23%
#315 / 643
View rankingLanguage teacher
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 |
|---|---|---|---|
Prepare lessons, worksheets and corrections.EstimateNo public source provides a precise figure. This is our estimate. | 16% | 48% | +7.7 |
Class, conversation and group dynamics.EstimateNo public source provides a precise figure. This is our estimate. | 22% | 12% | +2.6 |
Assess speaking, writing and levels.EstimateNo public source provides a precise figure. This is our estimate. | 16% | 22% | +3.5 |
Platform, homework and follow-up.EstimateNo public source provides a precise figure. This is our estimate. | 16% | 28% | +4.5 |
Families, schools and official exams.EstimateNo public source provides a precise figure. This is our estimate. | 16% | 18% | +2.9 |
Not leaving someone mute in a language.EstimateNo public source provides a precise figure. This is our estimate. | 14% | 14% | +2 |
| Total | 100% | 23% |
Modelled workweek: 100% · Public evidence: 0% · Estimate: 100% · Confidence: Low
Skills and activities
- teach class
- mark students
- lesson plans
- teach
- Class, conversation and group dynamics
- Assess speaking, writing and levels
- Platform, homework and follow-up
- Families, schools and official exams
- Not leaving someone mute in a language
- profesor de idiomas
Sources for this job· O*NET 25-3011.00· ESCO/ISCO 2353