IS WORK OVER?

Automation index

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

An order book comes earlier. Executing without blowing the price do not.

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

Task comparison

Trader

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
Book, liquidity and the ticket.
Estimate

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

18%48%+8.6
Execute, slippage and the one who panics.
Estimate

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

16%40%+6.4
Limits, risk and not blowing them.
Estimate

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

16%22%+3.5
Close, P&L and not hiding the loss.
Estimate

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

16%28%+4.5
The rumour, the news and not chasing.
Estimate

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

18%14%+2.5
Execute clean, and not blowing the price.
Estimate

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

16%12%+1.9
Total100%27%

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

Skills and activities

  • order book
  • slippage
  • risk limits
  • P&L
  • liquidity
  • tickets
  • the close
  • news

Sources for this job· O*NET 41-3031.00· ESCO/ISCO 3311

Education specialist

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 schemes, rubrics and assessments.
Estimate

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

18%48%+8.6
Reports, diagnoses and school plans.
Estimate

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

16%28%+4.5
Train staff and accompany teams.
Estimate

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

16%22%+3.5
Observe class and feed back with care.
Estimate

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

16%18%+2.9
Families, inspectorate and EU projects.
Estimate

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

18%16%+2.9
Not selling pedagogical fashion without a classroom.
Estimate

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

16%14%+2.2
Total100%25%

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

Skills and activities

  • Design schemes, rubrics and assessments
  • Reports, diagnoses and school plans
  • Train staff and accompany teams
  • Observe class and feed back with care
  • Families, inspectorate and EU projects
  • pedagogo
  • pedagoga
  • education specialist

Sources for this job· O*NET 25-9031.00· ESCO/ISCO 2351

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