IS WORK OVER?

Automation index

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

A lake diagram comes earlier. Data that can be used, and does not rot, do not.

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

Task comparison

Data architect

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
Models, lineage and the catalogue.
Estimate

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

18%52%+9.4
Pipelines, quality and the data contract.
Estimate

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

16%40%+6.4
The analyst who finds nothing and the mess.
Estimate

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

16%22%+3.5
Privacy, retention and the field you cannot keep.
Estimate

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

16%28%+4.5
The business, shadow IT and not building another lake.
Estimate

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

18%14%+2.5
That it gets used, and not letting raw data rot.
Estimate

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

16%12%+1.9
Total100%28%

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

Skills and activities

  • model data
  • lineage
  • data catalogue
  • data contracts
  • pipeline quality
  • retention
  • data lakes
  • privacy

Sources for this job· O*NET 15-1243.00· ESCO/ISCO 2511

Educational psychologist

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
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
Total100%22%

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

Skills and activities

  • needs reports
  • curriculum adjustments
  • psychopedagogical assessment
  • the classroom
  • staff meeting
  • SEN resources
  • the family
  • not label

Sources for this job· O*NET 19-3031.00· ESCO/ISCO 2634

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