IS WORK OVER?

Automation index

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

A symbolic calc and a bibliography come earlier. Seeing the pattern, and writing a proof that convinces, do not.

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

Task comparison

Mathematician

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
Symbolic calc, examples and paper search.
Estimate

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

22%52%+11.4
Draft proofs and exposés.
Estimate

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

18%40%+7.2
Find the argument and the counter-example.
Estimate

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

18%15%+2.7
Lecture, teach and argue in seminar.
Estimate

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

16%12%+1.9
Peer-review and polish the writing.
Estimate

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

14%18%+2.5
Choose the problem that is worth years.
Estimate

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

12%16%+1.9
Total100%28%

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

Skills and activities

  • Symbolic calc, examples and paper search
  • Draft proofs and exposés
  • Find the argument and the counter-example
  • Lecture, teach and argue in seminar
  • Peer-review and polish the writing
  • Choose the problem that is worth years
  • matematic
  • mathematician

Sources for this job· O*NET 15-2021.00· ESCO/ISCO 2120

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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