IS WORK OVER?

Automation index

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

A blood count and a first outline come earlier. Calling a transplant and talking to the family do not.

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

Task comparison

Haematologist

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
Read blood counts, smears and marrow studies.
Estimate

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

16%48%+7.7
Clinic, examination and the plan with the patient.
Estimate

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

18%18%+3.2
Order chemo, anticoagulants and transfusion support.
Estimate

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

16%28%+4.5
Procedures: marrow, apheresis and venous access.
Estimate

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

18%12%+2.2
Tumour board, consults and the ward day.
Estimate

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

16%22%+3.5
On-call, haematology emergency and signing the treatment.
Estimate

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

16%14%+2.2
Total100%23%

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

Skills and activities

  • read blood counts
  • order transfusions
  • treat anaemias
  • diagnose leukaemias
  • apheresis
  • haematology clinic
  • marrow studies
  • anticoagulation

Sources for this job· O*NET 29-1229.03· ESCO/ISCO 2212

QA automation 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
Test, the selector and the flake.
Estimate

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

18%48%+8.6
Pipeline, the green and the one that lies.
Estimate

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

16%40%+6.4
Bug, the repro and not closing it blind.
Estimate

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

16%22%+3.5
Data, the environment and not sharing prod.
Estimate

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

16%28%+4.5
The developer, the rush and not skipping the one that fails.
Estimate

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

18%14%+2.5
Catch the bug, and not painting a lying green.
Estimate

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

16%12%+1.9
Total100%27%

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

Skills and activities

  • automated tests
  • selectors
  • flakes
  • QA pipelines
  • repro
  • environments
  • lying green
  • debug tests

Sources for this job· O*NET 15-1253.00· ESCO/ISCO 2519

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