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?
Quality engineer
29%
AI can already do 29% of this job.
#63 / 623
View rankingQuality engineer
Where the time goes
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.EstimateNo public source provides a precise figure. This is our estimate. | 18% | 48% | +8.6 |
8D, claims and the supplier.EstimateNo public source provides a precise figure. This is our estimate. | 16% | 40% | +6.4 |
Audit, IATF and the awkward finding.EstimateNo public source provides a precise figure. This is our estimate. | 16% | 22% | +3.5 |
The line, the defect and stop or not.EstimateNo public source provides a precise figure. This is our estimate. | 18% | 18% | +3.2 |
APQP, PPAP and the customer launch.EstimateNo public source provides a precise figure. This is our estimate. | 16% | 28% | +4.5 |
Release with judgement, and not hiding the PPM.EstimateNo 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
Skills and activities
- FMEA
- 8D
- control plan
- IATF
- PPAP
- APQP
- supplier claims
- release batches
Sources for this job· O*NET 17-2112.00· ESCO/ISCO 2141
IS WORK OVER?
Cloud architect
28%
#82 / 623
View rankingCloud architect
Where the time goes
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 |
|---|---|---|---|
Diagrams, ADRs and a first IaC pass.EstimateNo public source provides a precise figure. This is our estimate. | 22% | 48% | +10.6 |
Cost estimate, Well-Architected and gaps.EstimateNo public source provides a precise figure. This is our estimate. | 18% | 40% | +7.2 |
Review PRs, security and network.EstimateNo public source provides a precise figure. This is our estimate. | 16% | 20% | +3.2 |
Align with security, finops and product.EstimateNo public source provides a precise figure. This is our estimate. | 16% | 15% | +2.4 |
PoCs, real failures and vendor limits.EstimateNo public source provides a precise figure. This is our estimate. | 14% | 18% | +2.5 |
Sign the design and own the incident.EstimateNo public source provides a precise figure. This is our estimate. | 14% | 14% | +2 |
| Total | 100% | 28% |
Modelled workweek: 100% · Public evidence: 0% · Estimate: 100% · Confidence: Low
Skills and activities
- building plans
- renders
- sign a project
- Diagrams, ADRs and a first IaC pass
- Cost estimate, Well-Architected and gaps
- Review PRs, security and network
- Align with security, finops and product
- PoCs, real failures and vendor limits
- Sign the design and own the incident
- arquitecto cloud
Sources for this job· O*NET 15-1243.01· ESCO/ISCO 2511