IS WORK OVER?

Automation index

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

A PCR comes earlier. Isolating the virus without contaminating the lab do not.

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

Task comparison

Virologist

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
PCR, cultures and the report.
Estimate

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

16%40%+6.4
Isolate, biosafety and the one that breaks.
Estimate

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

18%14%+2.5
Outbreak, sequence and the one that does not fit.
Estimate

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

16%28%+4.5
Public health, the note and not delaying.
Estimate

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

16%22%+3.5
The clinician, the antiviral and not jumping.
Estimate

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

18%18%+3.2
Isolate, and not contaminating.
Estimate

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

16%12%+1.9
Total100%22%

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

Skills and activities

  • virus PCR
  • cultures
  • biosafety
  • sequence outbreaks
  • isolate virus
  • public-health notes
  • antivirals
  • P3 lab

Sources for this job· O*NET 19-1022.00· ESCO/ISCO 2131

Education specialist

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
Design schemes, rubrics and assessments.
Estimate

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

18%48%+8.6
Reports, diagnoses and school plans.
Estimate

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

16%28%+4.5
Train staff and accompany teams.
Estimate

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

16%22%+3.5
Observe class and feed back with care.
Estimate

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

16%18%+2.9
Families, inspectorate and EU projects.
Estimate

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

18%16%+2.9
Not selling pedagogical fashion without a classroom.
Estimate

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

16%14%+2.2
Total100%25%

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

Skills and activities

  • Design schemes, rubrics and assessments
  • Reports, diagnoses and school plans
  • Train staff and accompany teams
  • Observe class and feed back with care
  • Families, inspectorate and EU projects
  • pedagogo
  • pedagoga
  • education specialist

Sources for this job· O*NET 25-9031.00· ESCO/ISCO 2351

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