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

Marketing manager

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
Formulate, direct, or coordinate marketing activities or policies to promote products or services, working with advertising or promotion managers.
Estimate

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

22%28%+6.2
Identify, develop, or evaluate marketing strategy, based on knowledge of establishment objectives, market characteristics, and cost and markup factors.
Estimate

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

16%28%+4.5
Direct the hiring, training, or performance evaluations of marketing or sales staff and oversee their daily activities.
Estimate

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

12%28%+3.4
Evaluate the financial aspects of product development, such as budgets, expenditures, research and development appropriations, or return-on-investment and profit-loss projections.
Estimate

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

7%48%+3.4
Consult with product development personnel on product specifications, such as design, color, or packaging.
Estimate

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

6%28%+1.7
Compile lists describing product or service offerings.
Estimate

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

6%28%+1.7
Use sales forecasting or strategic planning to ensure the sale and profitability of products, lines, or services, analyzing business developments and monitoring market trends.
Estimate

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

6%48%+2.9
Develop pricing strategies, balancing firm objectives and customer satisfaction.
Estimate

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

5%28%+1.4
Other less frequent tasks (weight estimated from frequency).
Estimate

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

20%28%+5.6
Total100%31%

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

Skills and activities

  • channel marketing
  • sales strategies
  • company policies
  • implement marketing strategies
  • carry out naming strategies
  • perform customers’ needs analysis
  • manage staff
  • apply social media marketing
  • create annual marketing budget
  • set brand positioning

Sources for this job· O*NET 11-2021.00· ESCO/ISCO 2431

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