Automation index

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

A glucose curve and a dose tweak come earlier. Changing someone’s life with a prescription does not.

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

Task comparison

IS WORK OVER?

25%

AI can already do 25% of this job.

#222 / 623

Endocrinologist

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
Read labs, curves and a first adjustment. Estimate No public source provides a precise figure. This is our estimate.	18%	48%	+8.6
Diabetes, thyroid and weight clinic. Estimate No public source provides a precise figure. This is our estimate.	18%	18%	+3.2
Teach regimen, diet and tech (pump, sensor). Estimate No public source provides a precise figure. This is our estimate.	16%	22%	+3.5
Reports, prescriptions and consults. Estimate No public source provides a precise figure. This is our estimate.	16%	28%	+4.5
Follow-up, adherence and complications. Estimate No public source provides a precise figure. This is our estimate.	16%	16%	+2.6
Team, nursing and not decompensating someone. Estimate No public source provides a precise figure. This is our estimate.	16%	14%	+2.2
Total	100%		25%

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

IS WORK OVER?

27%

#162 / 623

Materials engineer

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
Tests, metallography and the spec. Estimate No public source provides a precise figure. This is our estimate.	18%	48%	+8.6
Shop, heat treatment and the part that fails spec. Estimate No public source provides a precise figure. This is our estimate.	16%	22%	+3.5
Material choice, corrosion and fatigue. Estimate No public source provides a precise figure. This is our estimate.	16%	36%	+5.8
Supplier, certificates and the doubtful batch. Estimate No public source provides a precise figure. This is our estimate.	16%	28%	+4.5
The field failure and the root cause. Estimate No public source provides a precise figure. This is our estimate.	18%	14%	+2.5
That it does not fail, and not swapping the material blind. Estimate No public source provides a precise figure. This is our estimate.	16%	12%	+1.9
Total	100%		27%

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