Automation index

How much of a Collections officer’s job can AI already do?

An ageing comes earlier. Collecting without breaking the client or letting the invoice die 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.

#155 / 623

Collections officer

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
Ageing, buckets and the call. Estimate No public source provides a precise figure. This is our estimate.	18%	48%	+8.6
Deal, the promissory note and the one who does not answer. Estimate No public source provides a precise figure. This is our estimate.	16%	40%	+6.4
Legal, the formal notice and the one who hides. Estimate No public source provides a precise figure. This is our estimate.	16%	22%	+3.5
Sales, credit and not selling to a debtor. Estimate No public source provides a precise figure. This is our estimate.	16%	28%	+4.5
The default, the insolvency and not dressing the balance. Estimate No public source provides a precise figure. This is our estimate.	18%	14%	+2.5
Collect, and not breaking the client. 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?

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