Automation index
How much of a School counsellor’s job can AI already do?
A test and a report come earlier. Sitting with a teenager and the family does not.
This percentage does not predict how many people will lose their jobs.
Task comparison
IS WORK OVER?
School counsellor
22%
AI can already do 22% of this job.
#370 / 643
View rankingSchool counsellor
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.
| Task | Share | AI | Points |
|---|---|---|---|
Tests, psycho-educational reports and statements.EstimateNo public source provides a precise figure. This is our estimate. | 16% | 40% | +6.4 |
Interviews with pupil, family and form teacher.EstimateNo public source provides a precise figure. This is our estimate. | 20% | 12% | +2.4 |
Mediate conflict, bullying and absence.EstimateNo public source provides a precise figure. This is our estimate. | 16% | 22% | +3.5 |
Pathways, grants and careers advice.EstimateNo public source provides a precise figure. This is our estimate. | 16% | 28% | +4.5 |
Coordinate SEN, support teachers and outside services.EstimateNo public source provides a precise figure. This is our estimate. | 16% | 18% | +2.9 |
Confidentiality and not over-labelling.EstimateNo public source provides a precise figure. This is our estimate. | 16% | 14% | +2.2 |
| Total | 100% | 22% |
Modelled workweek: 100% · Public evidence: 0% · Estimate: 100% · Confidence: Low
Skills and activities
- Mediate conflict, bullying and absence
- Pathways, grants and careers advice
- Confidentiality and not over-labelling
- orientador educativo
- school counselor
Sources for this job· O*NET 21-1012.00· ESCO/ISCO 2359
IS WORK OVER?
Statistician
26%
#206 / 643
View rankingStatistician
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.
| Task | Share | AI | Points |
|---|---|---|---|
Model, clean and visualise.EstimateNo public source provides a precise figure. This is our estimate. | 20% | 48% | +9.6 |
Design sample, experiment and biases.EstimateNo public source provides a precise figure. This is our estimate. | 16% | 32% | +5.1 |
Client, questions and not overfitting.EstimateNo public source provides a precise figure. This is our estimate. | 16% | 22% | +3.5 |
Reproducibility, code and documentation.EstimateNo public source provides a precise figure. This is our estimate. | 16% | 18% | +2.9 |
Publication, review and data ethics.EstimateNo public source provides a precise figure. This is our estimate. | 16% | 16% | +2.6 |
Not selling a p-value that does not hold.EstimateNo public source provides a precise figure. This is our estimate. | 16% | 14% | +2.2 |
| Total | 100% | 26% |
Modelled workweek: 100% · Public evidence: 0% · Estimate: 100% · Confidence: Low
Skills and activities
- Model, clean and visualise
- Design sample, experiment and biases
- Client, questions and not overfitting
- Reproducibility, code and documentation
- Publication, review and data ethics
- Not selling a p-value that does not hold
- estadistico
- statistician
Sources for this job· O*NET 15-2041.00· ESCO/ISCO 2120