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 / 753
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?
District heating engineer
22%
#398 / 753
View rankingDistrict heating engineer
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 |
|---|---|---|---|
Balance, flows and the loss.EstimateNo public source provides a precise figure. This is our estimate. | 16% | 40% | +6.4 |
Chamber, the leak and the one that weeps.EstimateNo public source provides a precise figure. This is our estimate. | 18% | 14% | +2.5 |
Substation, the valve and the one that will not open.EstimateNo public source provides a precise figure. This is our estimate. | 16% | 28% | +4.5 |
Winter, the last block and not leaving it cold.EstimateNo public source provides a precise figure. This is our estimate. | 16% | 22% | +3.5 |
The council, the tariff and not hiding the loss.EstimateNo public source provides a precise figure. This is our estimate. | 18% | 18% | +3.2 |
That the heat arrives, and not hiding the loss.EstimateNo public source provides a precise figure. This is our estimate. | 16% | 12% | +1.9 |
| Total | 100% | 22% |
Modelled workweek: 100% · Public evidence: 0% · Estimate: 100% · Confidence: Low
Skills and activities
- heat balances
- flows
- network losses
- chambers
- heat substations
- the last block
- tariffs
- leaks
Sources for this job· O*NET 17-2199.00· ESCO/ISCO 2149