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?

27%

#186 / 623

Dairy technician

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
Count, pH and milk intake. Estimate No public source provides a precise figure. This is our estimate.	18%	48%	+8.6
Pasteurise, the batch and the one that splits. Estimate No public source provides a precise figure. This is our estimate.	16%	22%	+3.5
Cultures, yoghurt or cheese and the recipe. Estimate No public source provides a precise figure. This is our estimate.	16%	36%	+5.8
CIP, quality and the health report. Estimate No public source provides a precise figure. This is our estimate.	16%	28%	+4.5
The farmer, the tank and not mixing the sour. Estimate No public source provides a precise figure. This is our estimate.	18%	14%	+2.5
That it pasteurises, and not splitting the batch. Estimate No public source provides a precise figure. This is our estimate.	16%	12%	+1.9
Total	100%		27%

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