Automation index

How much of a Dog trainer’s job can AI already do?

A plan and a video come earlier. A dog that does not bite, and an owner who gets it, 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.

#560 / 643

Dog trainer

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
Assess, plan and dog charts. Estimate No public source provides a precise figure. This is our estimate.	16%	32%	+5.1
Sessions, lead and reading the animal. Estimate No public source provides a precise figure. This is our estimate.	22%	10%	+2.2
Train the owner, not just the dog. Estimate No public source provides a precise figure. This is our estimate.	16%	22%	+3.5
Groups, reactivity and safety. Estimate No public source provides a precise figure. This is our estimate.	16%	18%	+2.9
Premises, kennels and hygiene. Estimate No public source provides a precise figure. This is our estimate.	16%	16%	+2.6
Not leaving a dangerous dog in a home. 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?

26%

#216 / 643

Last-mile manager

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
Zones, capacity and route cuts. Estimate No public source provides a precise figure. This is our estimate.	16%	44%	+7
KPIs, first attempt and incidents. Estimate No public source provides a precise figure. This is our estimate.	16%	36%	+5.8
The courier, the lobby and the one who will not open. Estimate No public source provides a precise figure. This is our estimate.	18%	16%	+2.9
Peaks, rain and hiring too many or too few. Estimate No public source provides a precise figure. This is our estimate.	16%	28%	+4.5
The angry customer and not dressing delivered. Estimate No public source provides a precise figure. This is our estimate.	18%	18%	+3.2
Cover the peak, and not leaving the neighbourhood orphaned. Estimate No public source provides a precise figure. This is our estimate.	16%	14%	+2.2
Total	100%		26%

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