IS WORK OVER?

Automation index

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

A drill and a correction come earlier. Getting a shy person talking for an hour does not.

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

Task comparison

Language teacher

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
Prepare lessons, worksheets and corrections.
Estimate

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

16%48%+7.7
Class, conversation and group dynamics.
Estimate

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

22%12%+2.6
Assess speaking, writing and levels.
Estimate

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

16%22%+3.5
Platform, homework and follow-up.
Estimate

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

16%28%+4.5
Families, schools and official exams.
Estimate

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

16%18%+2.9
Not leaving someone mute in a language.
Estimate

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

14%14%+2
Total100%23%

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

Skills and activities

  • teach class
  • mark students
  • lesson plans
  • teach
  • Class, conversation and group dynamics
  • Assess speaking, writing and levels
  • Platform, homework and follow-up
  • Families, schools and official exams
  • Not leaving someone mute in a language
  • profesor de idiomas

Sources for this job· O*NET 25-3011.00· ESCO/ISCO 2353

Book editor

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
Readers’ reports, selection and rejection.
Estimate

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

16%40%+6.4
Work the text with the author: structure and tone.
Estimate

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

18%22%+4
P&L, advances, contracts and the schedule.
Estimate

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

16%32%+5.1
Coordinate copy-edit, layout, cover and press.
Estimate

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

18%18%+3.2
List, bookshops and the life of the title.
Estimate

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

16%28%+4.5
The editorial bet and owning the book.
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

  • edit books
  • readers’ reports
  • work manuscripts
  • negotiate advances
  • build the list
  • coordinate layout
  • choose the cover
  • get it into shops

Sources for this job· O*NET 27-3041.00· ESCO/ISCO 2641

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