IS WORK OVER?

Automation index

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

Today an AI can already do 31% of this job. What’s left takes judgment, team context, and reading what never shows up on the ticket.

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

Task comparison

Junior developer

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
Write, analyze, review, and rewrite programs, using workflow chart and diagram, and applying knowledge of computer capabilities, subject matter, and symbolic logic.
Estimate

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

13%48%+6.2
Write, update, and maintain computer programs or software packages to handle specific jobs such as tracking inventory, storing or retrieving data, or controlling other equipment.
Estimate

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

11%28%+3.1
Correct errors by making appropriate changes and rechecking the program to ensure that the desired results are produced.
Estimate

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

11%28%+3.1
Perform or direct revision, repair, or expansion of existing programs to increase operating efficiency or adapt to new requirements.
Estimate

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

9%12%+1.1
Conduct trial runs of programs and software applications to be sure they will produce the desired information and that the instructions are correct.
Estimate

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

8%28%+2.2
Consult with managerial, engineering, and technical personnel to clarify program intent, identify problems, and suggest changes.
Estimate

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

6%28%+1.7
Develop Web sites.
Estimate

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

6%28%+1.7
Compile and write documentation of program development and subsequent revisions, inserting comments in the coded instructions so others can understand the program.
Estimate

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

6%55%+3.3
Other less frequent tasks (weight estimated from frequency).
Estimate

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

30%28%+8.4
Total100%31%

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

Skills and activities

  • write code
  • programming
  • software development
  • coding
  • debug code
  • computer programming
  • decentralized application frameworks
  • blockchain openness
  • software components libraries
  • ICT debugging tools

Sources for this job· O*NET 15-1251.00· ESCO/ISCO 2512

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

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