Automation index
How much of a Geographer’s job can AI already do?
A map and a layer clip come earlier. Reading the territory and signing off the plan do not.
This percentage does not predict how many people will lose their jobs.
Task comparison
IS WORK OVER?
Geographer
29%
AI can already do 29% of this job.
#59 / 623
View rankingGeographer
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 |
|---|---|---|---|
GIS, layers, clips and working maps.EstimateNo public source provides a precise figure. This is our estimate. | 18% | 48% | +8.6 |
Impact reports, demography and land use.EstimateNo public source provides a precise figure. This is our estimate. | 16% | 40% | +6.4 |
Fieldwork, interviews and checking what the map says.EstimateNo public source provides a precise figure. This is our estimate. | 18% | 18% | +3.2 |
Planning, objections and work with the council.EstimateNo public source provides a precise figure. This is our estimate. | 16% | 28% | +4.5 |
Explain, map for non-experts and teaching.EstimateNo public source provides a precise figure. This is our estimate. | 16% | 22% | +3.5 |
The territorial opinion and owning the report.EstimateNo public source provides a precise figure. This is our estimate. | 16% | 14% | +2.2 |
| Total | 100% | 28% |
Modelled workweek: 100% · Public evidence: 0% · Estimate: 100% · Confidence: Low
Skills and activities
- read territory
- run GIS
- impact reports
- land use
- fieldwork
- spatial planning
- working maps
- planning objections
Sources for this job· O*NET 19-3092.00· ESCO/ISCO 2632
IS WORK OVER?
Dermatologist
23%
#293 / 623
View rankingDermatologist
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 |
|---|---|---|---|
Review photos, history and a first differential.EstimateNo public source provides a precise figure. This is our estimate. | 16% | 40% | +6.4 |
Clinic, dermoscopy and biopsy.EstimateNo public source provides a precise figure. This is our estimate. | 20% | 12% | +2.4 |
Explain, treat and follow doubtful lesions.EstimateNo public source provides a precise figure. This is our estimate. | 16% | 22% | +3.5 |
Reports, prescriptions and pathology notes.EstimateNo public source provides a precise figure. This is our estimate. | 16% | 32% | +5.1 |
Minor surgery, cryotherapy and dressings.EstimateNo public source provides a precise figure. This is our estimate. | 16% | 18% | +2.9 |
Diary, team and not missing a melanoma.EstimateNo public source provides a precise figure. This is our estimate. | 16% | 14% | +2.2 |
| Total | 100% | 22% |
Modelled workweek: 100% · Public evidence: 0% · Estimate: 100% · Confidence: Low
Skills and activities
- Clinic, dermoscopy and biopsy
- Explain, treat and follow doubtful lesions
- Reports, prescriptions and pathology notes
- Minor surgery, cryotherapy and dressings
- Diary, team and not missing a melanoma
- dermatologo
Sources for this job· O*NET 29-1213.00· ESCO/ISCO 2212