IS WORK OVER?

Automation index

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

GPS collars come earlier. Bringing the whole flock without leaving one on the hill do not.

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

Task comparison

Shepherd

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
Route, grazing and the day’s log.
Estimate

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

16%28%+4.5
Flock, dogs and the wolf.
Estimate

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

24%6%+1.4
Shearing, lambing and the one that stays.
Estimate

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

16%22%+3.5
Cheese, milk and dealing with the dairy.
Estimate

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

16%28%+4.5
The hill, the snow and not missing the pass.
Estimate

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

14%18%+2.5
The whole flock, and not leaving one behind.
Estimate

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

14%10%+1.4
Total100%18%

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

Skills and activities

  • run the flock
  • sheepdogs
  • lambing
  • shearing
  • the wolf
  • passes
  • ewe’s milk
  • hill grazing

Sources for this job· O*NET 45-2093.00· ESCO/ISCO 6121

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
Establish and enforce rules for behavior and procedures for maintaining order among students.
Estimate

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

8%28%+2.2
Instruct through lectures, discussions, and demonstrations in one or more subjects, such as English, mathematics, or social studies.
Estimate

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

8%28%+2.2
Prepare students for later grades by encouraging them to explore learning opportunities and to persevere with challenging tasks.
Estimate

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

7%28%+2
Prepare materials and classrooms for class activities.
Estimate

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

7%28%+2
Use computers, audio-visual aids, and other equipment and materials to supplement presentations.
Estimate

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

6%22%+1.3
Enforce all administration policies and rules governing students.
Estimate

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

5%28%+1.4
Establish clear objectives for all lessons, units, and projects, and communicate those objectives to students.
Estimate

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

5%28%+1.4
Adapt teaching methods and instructional materials to meet students' varying needs and interests.
Estimate

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

5%22%+1.1
Other less frequent tasks (weight estimated from frequency).
Estimate

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

49%28%+13.7
Total100%27%

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

Skills and activities

  • teach class
  • mark students
  • lesson plans
  • teach
  • ICT hardware specifications
  • e-learning
  • learning difficulties
  • computer science
  • post-secondary school procedures
  • ICT software specifications

Sources for this job· O*NET 25-2031.00· ESCO/ISCO 2330

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