Automation index

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

A HAZOP comes earlier. Stopping the plant without signing the risk that kills 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.

#418 / 773

Safety 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
HAZOP, nodes and the minute. Estimate No public source provides a precise figure. This is our estimate.	16%	40%	+6.4
Plant, the scenario and the one that was not thought. Estimate No public source provides a precise figure. This is our estimate.	18%	14%	+2.5
SIL, the valve and not jumping it. Estimate No public source provides a precise figure. This is our estimate.	16%	28%	+4.5
Incident, the lesson and not hiding it. Estimate No public source provides a precise figure. This is our estimate.	16%	22%	+3.5
Management, the cost and not yielding the interlock. Estimate No public source provides a precise figure. This is our estimate.	18%	18%	+3.2
Stop, and not signing the risk that kills. 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%

#180 / 773

Cloud 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
Terraform, the state and the module. Estimate No public source provides a precise figure. This is our estimate.	18%	48%	+8.6
Account, the limit and the one that spikes. Estimate No public source provides a precise figure. This is our estimate.	16%	40%	+6.4
Bucket, the public one and closing it. Estimate No public source provides a precise figure. This is our estimate.	16%	22%	+3.5
Network, the jump and not leaving SSH open to the world. Estimate No public source provides a precise figure. This is our estimate.	16%	28%	+4.5
FinOps, the bill and not hiding the waste. Estimate No public source provides a precise figure. This is our estimate.	18%	14%	+2.5
That it does not fall over, and not leaving the bucket public. 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