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?

29%

AI can already do 29% of this job.

#59 / 623

Geographer

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. Estimate No public source provides a precise figure. This is our estimate.	18%	48%	+8.6
Impact reports, demography and land use. Estimate No public source provides a precise figure. This is our estimate.	16%	40%	+6.4
Fieldwork, interviews and checking what the map says. Estimate No public source provides a precise figure. This is our estimate.	18%	18%	+3.2
Planning, objections and work with the council. Estimate No public source provides a precise figure. This is our estimate.	16%	28%	+4.5
Explain, map for non-experts and teaching. Estimate No public source provides a precise figure. This is our estimate.	16%	22%	+3.5
The territorial opinion and owning the report. Estimate No 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

IS WORK OVER?

19%

#511 / 623

Neurosurgeon

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
Indicate, consent and the plan with neurology. Estimate No public source provides a precise figure. This is our estimate.	16%	36%	+5.8
Craniotomy, spine and the tumour that bleeds. Estimate No public source provides a precise figure. This is our estimate.	24%	6%	+1.4
Neuronavigation, monitoring and the margin. Estimate No public source provides a precise figure. This is our estimate.	16%	18%	+2.9
Neuro ICU, pupils and raised pressure. Estimate No public source provides a precise figure. This is our estimate.	16%	22%	+3.5
Family, the deficit and rehab. Estimate No public source provides a precise figure. This is our estimate.	14%	28%	+3.9
On-call, the haematoma and signing go or no-go. Estimate No public source provides a precise figure. This is our estimate.	14%	10%	+1.4
Total	100%		19%

Modelled workweek: 100% · Public evidence: 0% · Estimate: 100% · Confidence: Low