IS WORK OVER?

Automation index

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

A photo of a lesion and a first differential come earlier. Biopsy, looking and saying it to the face do not.

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

Task comparison

Dermatologist

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
Review photos, history and a first differential.
Estimate

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

16%40%+6.4
Clinic, dermoscopy and biopsy.
Estimate

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

20%12%+2.4
Explain, treat and follow doubtful lesions.
Estimate

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

16%22%+3.5
Reports, prescriptions and pathology notes.
Estimate

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

16%32%+5.1
Minor surgery, cryotherapy and dressings.
Estimate

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

16%18%+2.9
Diary, team and not missing a melanoma.
Estimate

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

16%14%+2.2
Total100%22%

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

Skills and activities

  • Clinic, dermoscopy and biopsy
  • Explain, treat and follow doubtful lesions
  • Reports, prescriptions and pathology notes
  • Minor surgery, cryotherapy and dressings
  • Diary, team and not missing a melanoma
  • dermatologo

Sources for this job· O*NET 29-1213.00· ESCO/ISCO 2212

Heat-pump technician

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
Load, diagram and machine sizing.
Estimate

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

16%40%+6.4
Install, vacuum and the refrigerant charge.
Estimate

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

18%14%+2.5
Commission, curves and hot water.
Estimate

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

16%28%+4.5
Sensors, fan-coils and noise to the neighbour.
Estimate

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

16%22%+3.5
Winter, defrost and the complaint.
Estimate

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

18%18%+3.2
That it heats, and not freezing the outdoor unit.
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

  • fit heat pumps
  • vacuum the circuit
  • refrigerant charge
  • commission
  • hot water
  • defrost
  • size the unit
  • sensors

Sources for this job· O*NET 49-9021.00· ESCO/ISCO 7126

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