Automation index

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

A serology and a DAS28 come earlier. Starting the biologic and not leaving the patient stiff 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.

#312 / 623

Rheumatologist

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 serologies, rheumatoid factor and imaging. Estimate No public source provides a precise figure. This is our estimate.	16%	48%	+7.7
Examine joints and call the flare. Estimate No public source provides a precise figure. This is our estimate.	18%	18%	+3.2
Biologics, steroids and methotrexate. Estimate No public source provides a precise figure. This is our estimate.	16%	28%	+4.5
Inject, educate and watch side effects. Estimate No public source provides a precise figure. This is our estimate.	16%	22%	+3.5
A long clinic, pain you cannot see, and the wait. Estimate No public source provides a precise figure. This is our estimate.	18%	14%	+2.5
Board, pharmacy and owning the immunosuppressant. Estimate No public source provides a precise figure. This is our estimate.	16%	12%	+1.9
Total	100%		23%

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

IS WORK OVER?

31%

#36 / 623

Data 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
Design pipelines, models and orchestration. Estimate No public source provides a precise figure. This is our estimate.	24%	50%	+12
Write SQL, Spark and data tests. Estimate No public source provides a precise figure. This is our estimate.	18%	45%	+8.1
Incidents, quality and lineage in production. Estimate No public source provides a precise figure. This is our estimate.	16%	22%	+3.5
Talk to analysts and negotiate data contracts. Estimate No public source provides a precise figure. This is our estimate.	16%	18%	+2.9
Cloud cost, permissions and PII. Estimate No public source provides a precise figure. This is our estimate.	14%	15%	+2.1
Decide architecture and technical debt. Estimate No public source provides a precise figure. This is our estimate.	12%	20%	+2.4
Total	100%		31%

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