IS WORK OVER?

Automation index

How much of a Special-education teacher’s job can AI already do?

An IEP comes earlier. Adapting so they are really in the group do not.

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

Task comparison

Special-education 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
IEP, aims and coordination.
Estimate

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

16%40%+6.4
Classroom, support and the one who overflows.
Estimate

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

18%14%+2.5
Family, the report and not selling miracles.
Estimate

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

16%28%+4.5
Yard, inclusion and the one left alone.
Estimate

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

16%22%+3.5
Staff, resources and fighting for the place.
Estimate

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

18%18%+3.2
Really in the group, not on paper.
Estimate

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

16%12%+1.9
Total100%22%

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

Skills and activities

  • IEP
  • classroom support
  • family reports
  • inclusion
  • the yard
  • resources
  • places
  • overflow

Sources for this job· O*NET 25-2051.00· ESCO/ISCO 2352

Executive chef

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
Menus, dish sheets and food cost.
Estimate

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

18%38%+6.8
Orders, suppliers and waste.
Estimate

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

16%28%+4.5
Pass, plating and service pace.
Estimate

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

20%10%+2
Lead the brigade, shifts and conflicts.
Estimate

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

16%12%+1.9
Cook on the line and correct doneness.
Estimate

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

16%15%+2.4
Hygiene, audits and the house’s name.
Estimate

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

14%12%+1.7
Total100%19%

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

Skills and activities

  • cook
  • mise en place
  • dishes
  • bake
  • Menus, dish sheets and food cost
  • Orders, suppliers and waste
  • Pass, plating and service pace
  • Lead the brigade, shifts and conflicts
  • Cook on the line and correct doneness
  • Hygiene, audits and the house’s name

Sources for this job· O*NET 35-1011.00· ESCO/ISCO 3434

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