Automation index

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

A heat balance comes earlier. Heat reaching the last block without hiding the loss do not.

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

Task comparison

IS WORK OVER?

22%

AI can already do 22% of this job.

#417 / 773

District heating 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
Balance, flows and the loss. Estimate No public source provides a precise figure. This is our estimate.	16%	40%	+6.4
Chamber, the leak and the one that weeps. Estimate No public source provides a precise figure. This is our estimate.	18%	14%	+2.5
Substation, the valve and the one that will not open. Estimate No public source provides a precise figure. This is our estimate.	16%	28%	+4.5
Winter, the last block and not leaving it cold. Estimate No public source provides a precise figure. This is our estimate.	16%	22%	+3.5
The council, the tariff and not hiding the loss. Estimate No public source provides a precise figure. This is our estimate.	18%	18%	+3.2
That the heat arrives, and not hiding the loss. Estimate No public source provides a precise figure. This is our estimate.	16%	12%	+1.9
Total	100%		22%

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

IS WORK OVER?

27%

#192 / 773

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