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

Game designer

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
GDD, flows and economy tables.
Estimate

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

22%48%+10.6
Leveling, quests and tutorial copy.
Estimate

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

16%40%+6.4
Playtest, telemetry and reading frustration.
Estimate

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

16%18%+2.9
Align art, engineering and production.
Estimate

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

16%15%+2.4
Cut systems and defend the feel.
Estimate

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

16%12%+1.9
Decide what the game is, and is not.
Estimate

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

14%16%+2.2
Total100%26%

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

Skills and activities

  • design interfaces
  • prototypes
  • figma
  • GDD, flows and economy tables
  • Leveling, quests and tutorial copy
  • Align art, engineering and production
  • Cut systems and defend the feel
  • Decide what the game is, and is not
  • game designer
  • diseñador de videojuegos

Sources for this job· O*NET 15-1255.00· ESCO/ISCO 2166

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