Automation index

How much of a Excavator operator’s job can AI already do?

A GPS set-out comes earlier. Not breaking the pipe that is not on the drawing do not.

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

Task comparison

IS WORK OVER?

18%

AI can already do 18% of this job.

#574 / 633

Excavator operator

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
Set-out, levels and the machine log. Estimate No public source provides a precise figure. This is our estimate.	16%	32%	+5.1
Dig, load and the batter that comes in. Estimate No public source provides a precise figure. This is our estimate.	24%	6%	+1.4
Services, the blind pipe and stopping in time. Estimate No public source provides a precise figure. This is our estimate.	16%	22%	+3.5
Maintenance, grease and the pin that snaps. Estimate No public source provides a precise figure. This is our estimate.	16%	28%	+4.5
The labourer, the lorry and covering nobody. Estimate No public source provides a precise figure. This is our estimate.	14%	18%	+2.5
Not breaking what is buried, and leaving a clean formation. Estimate No public source provides a precise figure. This is our estimate.	14%	10%	+1.4
Total	100%		18%

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

IS WORK OVER?

31%

#36 / 633

Data 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
Design pipelines, models and orchestration. Estimate No public source provides a precise figure. This is our estimate.	24%	50%	+12
Write SQL, Spark and data tests. Estimate No public source provides a precise figure. This is our estimate.	18%	45%	+8.1
Incidents, quality and lineage in production. Estimate No public source provides a precise figure. This is our estimate.	16%	22%	+3.5
Talk to analysts and negotiate data contracts. Estimate No public source provides a precise figure. This is our estimate.	16%	18%	+2.9
Cloud cost, permissions and PII. Estimate No public source provides a precise figure. This is our estimate.	14%	15%	+2.1
Decide architecture and technical debt. Estimate No public source provides a precise figure. This is our estimate.	12%	20%	+2.4
Total	100%		31%

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