IS WORK OVER?

Automation index

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

A data match comes earlier. Sitting across from the taxpayer and signing the adjustment do not.

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

Task comparison

Tax inspector

Where the time goes

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.

TaskShareAIPoints
Data matching, returns and sampling.
Estimate

No public source provides a precise figure. This is our estimate.

18%52%+9.4
Requests, minutes and the proposal.
Estimate

No public source provides a precise figure. This is our estimate.

16%40%+6.4
The visit, the second till and what is not in the sheet.
Estimate

No public source provides a precise figure. This is our estimate.

18%14%+2.5
Objections, appeals and the tax tribunal.
Estimate

No public source provides a precise figure. This is our estimate.

16%28%+4.5
The team, deadlines and the file that slips.
Estimate

No public source provides a precise figure. This is our estimate.

16%22%+3.5
A fair adjustment and signing the minute.
Estimate

No public source provides a precise figure. This is our estimate.

16%12%+1.9
Total100%28%

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

Skills and activities

  • match tax data
  • raise assessments
  • request papers
  • visit taxpayers
  • adjust tax
  • objections
  • tax tribunal
  • tax inspection

Sources for this job· O*NET 13-2081.00· ESCO/ISCO 3352

Prompt engineer

Where the time goes

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.

TaskShareAIPoints
Design prompts, tools and chains.
Estimate

No public source provides a precise figure. This is our estimate.

24%58%+13.9
Evals, datasets and regressions.
Estimate

No public source provides a precise figure. This is our estimate.

18%52%+9.4
Integrate with product and safety limits.
Estimate

No public source provides a precise figure. This is our estimate.

16%22%+3.5
Talk to the business about a good output.
Estimate

No public source provides a precise figure. This is our estimate.

16%18%+2.9
Watch hallucinations, bias and cost.
Estimate

No public source provides a precise figure. This is our estimate.

14%20%+2.8
Decide what the model gets, and what it does not.
Estimate

No public source provides a precise figure. This is our estimate.

12%16%+1.9
Total100%34%

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

Skills and activities

  • Design prompts, tools and chains
  • Evals, datasets and regressions
  • Integrate with product and safety limits
  • Talk to the business about a good output
  • Watch hallucinations, bias and cost
  • prompt engineer
  • ingeniero de prompts
  • llm engineer

Sources for this job· O*NET 15-1252.00· ESCO/ISCO 2512

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