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?

26%

#207 / 633

Penetration tester

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
Recon, scans and enumeration. Estimate No public source provides a precise figure. This is our estimate.	20%	42%	+8.4
Write the report, evidence and CVSS. Estimate No public source provides a precise figure. This is our estimate.	18%	38%	+6.8
Exploit with judgment and not break the business. Estimate No public source provides a precise figure. This is our estimate.	18%	18%	+3.2
Debrief with the client and retest. Estimate No public source provides a precise figure. This is our estimate.	16%	15%	+2.4
Choose scope, rules and what is off limits. Estimate No public source provides a precise figure. This is our estimate.	14%	16%	+2.2
Research 0-days, labs and keep the craft. Estimate No public source provides a precise figure. This is our estimate.	14%	18%	+2.5
Total	100%		25%

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