Automation index

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

A load calc comes earlier. The room not sweating without oversizing wildly 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.

#178 / 763

HVAC 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
Loads, flows and the plant. Estimate No public source provides a precise figure. This is our estimate.	18%	48%	+8.6
Works, the duct and the one they crushed. Estimate No public source provides a precise figure. This is our estimate.	16%	40%	+6.4
Commissioning, the balance and the room that sweats. Estimate No public source provides a precise figure. This is our estimate.	16%	22%	+3.5
Noise, the grille and not leaving the whistle. Estimate No public source provides a precise figure. This is our estimate.	16%	28%	+4.5
The client, the saving and not killing the fresh air. Estimate No public source provides a precise figure. This is our estimate.	18%	14%	+2.5
That it does not sweat, and not oversizing. 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?

27%

#185 / 763

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