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.

#550 / 633

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?

28%

#92 / 633

Mobile developer

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
Screens, API and offline state. Estimate No public source provides a precise figure. This is our estimate.	18%	52%	+9.4
Store review, crashlytics and ANRs. Estimate No public source provides a precise figure. This is our estimate.	16%	40%	+6.4
Real device, the notch and fragmented Android. Estimate No public source provides a precise figure. This is our estimate.	16%	22%	+3.5
CI, tests and the week's release. Estimate No public source provides a precise figure. This is our estimate.	16%	28%	+4.5
Product, the redesign and not breaking what people use. Estimate No public source provides a precise figure. This is our estimate.	18%	14%	+2.5
That it does not crash, and not ignoring the one-star. Estimate No public source provides a precise figure. This is our estimate.	16%	12%	+1.9
Total	100%		28%

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