Automation index

How much of a Quality engineer’s job can AI already do?

An FMEA and an 8D come earlier. Stopping the supplier and deciding if the batch travels 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.

#63 / 623

Quality engineer

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
FMEA, control plan and the limits. Estimate No public source provides a precise figure. This is our estimate.	18%	48%	+8.6
8D, claims and the supplier. Estimate No public source provides a precise figure. This is our estimate.	16%	40%	+6.4
Audit, IATF and the awkward finding. Estimate No public source provides a precise figure. This is our estimate.	16%	22%	+3.5
The line, the defect and stop or not. Estimate No public source provides a precise figure. This is our estimate.	18%	18%	+3.2
APQP, PPAP and the customer launch. Estimate No public source provides a precise figure. This is our estimate.	16%	28%	+4.5
Release with judgement, and not hiding the PPM. 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?

26%

#198 / 623

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