Automation index

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

A statistical check and an 8D come earlier. Stopping the line and deciding if the batch ships 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.

#71 / 623

Quality technician

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
Inspection, measurements and statistical control. Estimate No public source provides a precise figure. This is our estimate.	18%	48%	+8.6
Nonconformities, 8D and corrective actions. Estimate No public source provides a precise figure. This is our estimate.	16%	40%	+6.4
Stop the line, sample and decide the batch. Estimate No public source provides a precise figure. This is our estimate.	18%	18%	+3.2
Internal audits, ISO and traceability. Estimate No public source provides a precise figure. This is our estimate.	16%	28%	+4.5
Suppliers, incoming goods and complaints. Estimate No public source provides a precise figure. This is our estimate.	16%	22%	+3.5
Release judgement and liability for the batch. 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?

25%

#231 / 623

Civil 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
Structural calcs and code checks. Estimate No public source provides a precise figure. This is our estimate.	22%	42%	+9.2
Drawings, quantities and cost estimate. Estimate No public source provides a precise figure. This is our estimate.	18%	38%	+6.8
Geotech and simplified impact reports. Estimate No public source provides a precise figure. This is our estimate.	16%	22%	+3.5
Coordination with contractor, council and suppliers. Estimate No public source provides a precise figure. This is our estimate.	16%	15%	+2.4
Site execution and safety control. Estimate No public source provides a precise figure. This is our estimate.	16%	12%	+1.9
Site authority and responsible signature. Estimate No public source provides a precise figure. This is our estimate.	12%	10%	+1.2
Total	100%		25%

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