Automation index

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

Running a model and a reserving report is shorter. Signing the assumptions and answering the supervisor is not.

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

Task comparison

IS WORK OVER?

32%

AI can already do 32% of this job.

#25 / 763

Actuary

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
Run models, reserves and sensitivities. Estimate No public source provides a precise figure. This is our estimate.	24%	55%	+13.2
Draft technical reports and memos. Estimate No public source provides a precise figure. This is our estimate.	18%	48%	+8.6
Choose assumptions, tables and criteria. Estimate No public source provides a precise figure. This is our estimate.	16%	22%	+3.5
Explain to the board and the supervisor. Estimate No public source provides a precise figure. This is our estimate.	16%	15%	+2.4
Validate data quality and bias. Estimate No public source provides a precise figure. This is our estimate.	14%	12%	+1.7
Signed opinion and professional liability. Estimate No public source provides a precise figure. This is our estimate.	12%	18%	+2.2
Total	100%		32%

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

IS WORK OVER?

27%

#185 / 763

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