Automation index

How much of a Traffic warden’s job can AI already do?

A camera and a stock ticket come earlier. Running a junction and taking the abuse do not.

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

Task comparison

IS WORK OVER?

21%

AI can already do 21% of this job.

#400 / 623

Traffic warden

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
Tickets, photos and the plate record. Estimate No public source provides a precise figure. This is our estimate.	16%	40%	+6.4
Junction, closure and the rush-hour jam. Estimate No public source provides a precise figure. This is our estimate.	22%	10%	+2.2
Tow, parking and the one who stands in the way. Estimate No public source provides a precise figure. This is our estimate.	16%	22%	+3.5
Events, races and the day’s operation. Estimate No public source provides a precise figure. This is our estimate.	16%	28%	+4.5
Deal, explain and the insult in the street. Estimate No public source provides a precise figure. This is our estimate.	16%	18%	+2.9
A fair ticket, and not making a scene. Estimate No public source provides a precise figure. This is our estimate.	14%	12%	+1.7
Total	100%		21%

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

IS WORK OVER?

31%

#36 / 623

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