Automation index

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

A tensile curve comes earlier. Picking the alloy so it does not fail in service do not.

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

Task comparison

IS WORK OVER?

27%

AI can already do 27% of this job.

#162 / 633

Materials 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
Tests, metallography and the spec. Estimate No public source provides a precise figure. This is our estimate.	18%	48%	+8.6
Shop, heat treatment and the part that fails spec. Estimate No public source provides a precise figure. This is our estimate.	16%	22%	+3.5
Material choice, corrosion and fatigue. Estimate No public source provides a precise figure. This is our estimate.	16%	36%	+5.8
Supplier, certificates and the doubtful batch. Estimate No public source provides a precise figure. This is our estimate.	16%	28%	+4.5
The field failure and the root cause. Estimate No public source provides a precise figure. This is our estimate.	18%	14%	+2.5
That it does not fail, and not swapping the material blind. 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

IS WORK OVER?

21%

#429 / 633

Musician

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
Compose, arrange and produce demos. Estimate No public source provides a precise figure. This is our estimate.	18%	42%	+7.6
Scores, desk rehearsal and setlists. Estimate No public source provides a precise figure. This is our estimate.	16%	30%	+4.8
Play in concert, session or pit. Estimate No public source provides a precise figure. This is our estimate.	22%	8%	+1.8
Rehearse with the band and lock the live show. Estimate No public source provides a precise figure. This is our estimate.	16%	12%	+1.9
Contracts, touring and promotion. Estimate No public source provides a precise figure. This is our estimate.	14%	16%	+2.2
Lessons, commissions and keeping the instrument. Estimate No public source provides a precise figure. This is our estimate.	14%	18%	+2.5
Total	100%		21%

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