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

IS WORK OVER?

23%

AI can already do 23% of this job.

#299 / 653

Dermatologist

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.

Task	Share	AI	Points
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
Total	100%		22%

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

IS WORK OVER?

22%

#385 / 653

Educational psychologist

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.

Task	Share	AI	Points
Assessment, tests and the report. Estimate No public source provides a precise figure. This is our estimate.	16%	40%	+6.4
Classroom, the teacher and what actually happens. Estimate No public source provides a precise figure. This is our estimate.	18%	14%	+2.5
Family, the pushback and not blaming. Estimate No public source provides a precise figure. This is our estimate.	16%	28%	+4.5
Adjustment, the resource and fighting for the place. Estimate No public source provides a precise figure. This is our estimate.	16%	22%	+3.5
Staff, the label and not hanging it extra. Estimate No public source provides a precise figure. This is our estimate.	18%	18%	+3.2
Change the classroom, and not labelling. Estimate No public source provides a precise figure. This is our estimate.	16%	12%	+1.9
Total	100%		22%

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