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

District heating engineer

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
Balance, flows and the loss.
Estimate

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

16%40%+6.4
Chamber, the leak and the one that weeps.
Estimate

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

18%14%+2.5
Substation, the valve and the one that will not open.
Estimate

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

16%28%+4.5
Winter, the last block and not leaving it cold.
Estimate

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

16%22%+3.5
The council, the tariff and not hiding the loss.
Estimate

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

18%18%+3.2
That the heat arrives, and not hiding the loss.
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

  • heat balances
  • flows
  • network losses
  • chambers
  • heat substations
  • the last block
  • tariffs
  • leaks

Sources for this job· O*NET 17-2199.00· ESCO/ISCO 2149

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