Automation index

How much of a Forest ranger’s job can AI already do?

A log and a GIS come earlier. Walking the forest and stopping a fire do not.

This percentage does not predict how many people will lose their jobs.

Task comparison

IS WORK OVER?

18%

AI can already do 18% of this job.

#621 / 703

Forest ranger

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
Logs, GIS and penalty files. Estimate No public source provides a precise figure. This is our estimate.	16%	32%	+5.1
Patrol, poaching and fires. Estimate No public source provides a precise figure. This is our estimate.	22%	10%	+2.2
Neighbours, shepherds and councils. Estimate No public source provides a precise figure. This is our estimate.	16%	18%	+2.9
Sampling, paths and signage. Estimate No public source provides a precise figure. This is our estimate.	16%	22%	+3.5
Duties, weather and terrain. Estimate No public source provides a precise figure. This is our estimate.	16%	14%	+2.2
Not arriving late to a column of smoke. Estimate No public source provides a precise figure. This is our estimate.	14%	14%	+2
Total	100%		18%

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

IS WORK OVER?

22%

#350 / 703

School librarian

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
Catalogue, loans and the one that does not come back. Estimate No public source provides a precise figure. This is our estimate.	16%	40%	+6.4
Break, the noise and the corner. Estimate No public source provides a precise figure. This is our estimate.	18%	14%	+2.5
Club, reading and the one who hides. Estimate No public source provides a precise figure. This is our estimate.	16%	28%	+4.5
Buying, the budget and not filling it with empty fashion. Estimate No public source provides a precise figure. This is our estimate.	16%	22%	+3.5
The teacher, the assignment and not turning it into detention. Estimate No public source provides a precise figure. This is our estimate.	18%	18%	+3.2
That they pick up a book, and not just the Wi-Fi. 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