Automation index

How much of a Kayak guide’s job can AI already do?

A flow report comes earlier. Taking the group without flipping in the rapid do not.

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

Task comparison

IS WORK OVER?

19%

AI can already do 19% of this job.

#497 / 633

Kayak guide

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
Flow, kit and the briefing. Estimate No public source provides a precise figure. This is our estimate.	16%	32%	+5.1
Water, the novice and the one who flips. Estimate No public source provides a precise figure. This is our estimate.	22%	8%	+1.8
Rescue, the rope and not losing anyone. Estimate No public source provides a precise figure. This is our estimate.	16%	22%	+3.5
Rapid, the yes or no and aborting. Estimate No public source provides a precise figure. This is our estimate.	16%	28%	+4.5
The cold, the wetsuit and not pushing the grade. Estimate No public source provides a precise figure. This is our estimate.	16%	18%	+2.9
Without flipping the group, and whole to the take-out. Estimate No public source provides a precise figure. This is our estimate.	14%	12%	+1.7
Total	100%		19%

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

IS WORK OVER?

26%

#198 / 633

Web 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
Layout, components and API consumption. Estimate No public source provides a precise figure. This is our estimate.	20%	48%	+9.6
Accessibility, performance and technical SEO. Estimate No public source provides a precise figure. This is our estimate.	16%	32%	+5.1
Design, product and the client who changes their mind. Estimate No public source provides a precise figure. This is our estimate.	16%	22%	+3.5
Deploys, incidents and monitoring. Estimate No public source provides a precise figure. This is our estimate.	16%	18%	+2.9
Tests, code review and documentation. Estimate No public source provides a precise figure. This is our estimate.	16%	16%	+2.6
Not shipping a half-change on a Friday. 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