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 / 663

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?

22%

#412 / 663

Environmental health officer

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
Inspection, the report and the sample. Estimate No public source provides a precise figure. This is our estimate.	16%	40%	+6.4
Kitchen, the cold and the one that never gets there. Estimate No public source provides a precise figure. This is our estimate.	18%	14%	+2.5
Water, the analysis and the village. Estimate No public source provides a precise figure. This is our estimate.	16%	28%	+4.5
Shut it, the mayor and not yielding. Estimate No public source provides a precise figure. This is our estimate.	16%	22%	+3.5
The outbreak, the source and not delaying. Estimate No public source provides a precise figure. This is our estimate.	18%	18%	+3.2
Shut the kitchen, and not looking away. Estimate No 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