Automation index
Can AI do the work of a Psychologist?
Today an AI can already prep materials, sort notes, and write a first summary. The class, the source, and the patient still need someone in the room.
It is not a forecast of job losses either.
Task comparison
IS WORK OVER?
Psychologist
28%
AI or a robot can already do 28% of this job.
#64 / 103
View rankingPsychologist
Where the time goes
Score = Σ (weight × saving). Weight is our estimate from frequency, not a time share published by O*NET. Saving is separate.
Weights are our estimate from O*NET frequency (FT). O*NET does not publish % of the week.
| Task | Share | AI | Adds |
|---|---|---|---|
Document patient information including session notes, progress notes, recommendations, and treatment plans.EstimateNo public source pins this saving. It is an estimate of the method. | 9% | 12% | +1.1 |
Use a variety of treatment methods, such as psychotherapy, hypnosis, behavior modification, stress reduction therapy, psychodrama, or play therapy.EstimateNo public source pins this saving. It is an estimate of the method. | 8% | 28% | +2.2 |
Counsel individuals, groups, or families to help them understand problems, deal with crisis situations, define goals, and develop realistic action plans.EstimateNo public source pins this saving. It is an estimate of the method. | 7% | 22% | +1.5 |
Interact with clients to assist them in gaining insight, defining goals, and planning action to achieve effective personal, social, educational, or vocational development and adjustment.EstimateNo public source pins this saving. It is an estimate of the method. | 6% | 28% | +1.7 |
Collect information about individuals or clients, using interviews, case histories, observational techniques, and other assessment methods.EstimateNo public source pins this saving. It is an estimate of the method. | 6% | 28% | +1.7 |
Write reports on clients and maintain required paperwork.EstimateNo public source pins this saving. It is an estimate of the method. | 6% | 55% | +3.3 |
Conduct assessments of patients' risk for harm to self or others.EstimateNo public source pins this saving. It is an estimate of the method. | 5% | 12% | +0.6 |
Identify psychological, emotional, or behavioral issues and diagnose disorders, using information obtained from interviews, tests, records, or reference materials.EstimateNo public source pins this saving. It is an estimate of the method. | 5% | 55% | +2.8 |
Other less frequent tasks (weight estimated from frequency).EstimateNo public source pins this saving. It is an estimate of the method. | 48% | 28% | +13.4 |
| Total | 100% | 28% |
Modelled week 100% · Public evidence 0% · Estimate 100% · Confidence: Low
Skills this job uses
- psychological counselling methods
- school psychology
- developmental psychology
- crisis intervention
- adolescent psychological development
- psychology
- consult student's support system
- monitor student's behaviour
- liaise with educational support staff
- apply crisis intervention
Sources for this job· O*NET 19-3033.00· ESCO/ISCO 2634
IS WORK OVER?
BI analyst
34%
#18 / 103
View rankingBI analyst
Where the time goes
Score = Σ (weight × saving). Weight is our estimate from frequency, not a time share published by O*NET. Saving is separate.
Weights are our estimate from O*NET frequency (FT). O*NET does not publish % of the week.
| Task | Share | AI | Adds |
|---|---|---|---|
Model data, light ETL and dashboards.EstimateNo public source pins this saving. It is an estimate of the method. | 24% | 58% | +13.9 |
Write SQL, measures and docs.EstimateNo public source pins this saving. It is an estimate of the method. | 18% | 50% | +9 |
Define KPIs with the business and negotiate meaning.EstimateNo public source pins this saving. It is an estimate of the method. | 16% | 22% | +3.5 |
Present insights and defend the number.EstimateNo public source pins this saving. It is an estimate of the method. | 16% | 18% | +2.9 |
Data quality, alerts and lineage.EstimateNo public source pins this saving. It is an estimate of the method. | 14% | 15% | +2.1 |
Prioritise requests and say no.EstimateNo public source pins this saving. It is an estimate of the method. | 12% | 20% | +2.4 |
| Total | 100% | 34% |
Modelled week 100% · Public evidence 0% · Estimate 100% · Confidence: Low
Skills this job uses
- Model data, light ETL and dashboards
- Write SQL, measures and docs
- Present insights and defend the number
- Data quality, alerts and lineage
- Prioritise requests and say no
- business intelligence
- analista bi
- power bi
- looker
Sources for this job· O*NET 15-2051.00· ESCO/ISCO 2511