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

Senior 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
Modify existing software to correct errors, adapt it to new hardware, or upgrade interfaces and improve performance.
Estimate

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

11%28%+3.1
Design, develop and modify software systems, using scientific analysis and mathematical models to predict and measure outcomes and consequences of design.
Estimate

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

10%48%+4.8
Store, retrieve, and manipulate data for analysis of system capabilities and requirements.
Estimate

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

10%48%+4.8
Confer with systems analysts, engineers, programmers and others to design systems and to obtain information on project limitations and capabilities, performance requirements and interfaces.
Estimate

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

9%48%+4.3
Supervise the work of programmers, technologists and technicians and other engineering and scientific personnel.
Estimate

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

8%22%+1.8
Analyze user needs and software requirements to determine feasibility of design within time and cost constraints.
Estimate

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

7%48%+3.4
Develop or direct software system testing or validation procedures, programming, or documentation.
Estimate

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

7%55%+3.9
Consult with customers or other departments on project status, proposals, or technical issues, such as software system design or maintenance.
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.

33%28%+9.2
Total100%37%

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 15-1252.00· ESCO/ISCO 2512

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