Automation index

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

A WPS comes earlier. The bead holding without signing an extra overlap do not.

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

Task comparison

IS WORK OVER?

22%

AI can already do 22% of this job.

#419 / 773

Welding 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
WPS, the coupon and the qualification. Estimate No public source provides a precise figure. This is our estimate.	16%	40%	+6.4
Shop, the bead and the one who skips the procedure. Estimate No public source provides a precise figure. This is our estimate.	18%	14%	+2.5
NDT, the fail and not hiding it. Estimate No public source provides a precise figure. This is our estimate.	16%	28%	+4.5
Site, the position and the wind. Estimate No public source provides a precise figure. This is our estimate.	16%	22%	+3.5
The client, the rush and not signing the extra overlap. Estimate No public source provides a precise figure. This is our estimate.	18%	18%	+3.2
That the bead holds, and not signing the overlap. 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

IS WORK OVER?

27%

#192 / 773

QA automation 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
Test, the selector and the flake. Estimate No public source provides a precise figure. This is our estimate.	18%	48%	+8.6
Pipeline, the green and the one that lies. Estimate No public source provides a precise figure. This is our estimate.	16%	40%	+6.4
Bug, the repro and not closing it blind. Estimate No public source provides a precise figure. This is our estimate.	16%	22%	+3.5
Data, the environment and not sharing prod. Estimate No public source provides a precise figure. This is our estimate.	16%	28%	+4.5
The developer, the rush and not skipping the one that fails. Estimate No public source provides a precise figure. This is our estimate.	18%	14%	+2.5
Catch the bug, and not painting a lying green. Estimate No public source provides a precise figure. This is our estimate.	16%	12%	+1.9
Total	100%		27%

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