Automation index
Can AI do the work of a Cloud architect?
A diagram and sample Terraform come out. Signing a design that costs €40k a month does not.
It also does not predict how many people will lose their jobs.
Task comparison
IS WORK OVER?
Cloud architect
28%
AI or a robot can already do 28% of this job.
#51 / 103
View rankingCloud architect
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 |
|---|---|---|---|
Diagrams, ADRs and a first IaC pass.EstimateNo public source pins this saving. It is an estimate of the method. | 22% | 48% | +10.6 |
Cost estimate, Well-Architected and gaps.EstimateNo public source pins this saving. It is an estimate of the method. | 18% | 40% | +7.2 |
Review PRs, security and network.EstimateNo public source pins this saving. It is an estimate of the method. | 16% | 20% | +3.2 |
Align with security, finops and product.EstimateNo public source pins this saving. It is an estimate of the method. | 16% | 15% | +2.4 |
PoCs, real failures and vendor limits.EstimateNo public source pins this saving. It is an estimate of the method. | 14% | 18% | +2.5 |
Sign the design and own the incident.EstimateNo public source pins this saving. It is an estimate of the method. | 14% | 14% | +2 |
| Total | 100% | 28% |
Modelled week 100% · Public evidence 0% · Estimate 100% · Confidence: Low
Skills this job uses
- building plans
- renders
- sign a project
- Diagrams, ADRs and a first IaC pass
- Cost estimate, Well-Architected and gaps
- Review PRs, security and network
- Align with security, finops and product
- PoCs, real failures and vendor limits
- Sign the design and own the incident
- arquitecto cloud
Sources for this job· O*NET 15-1243.01· ESCO/ISCO 2511
IS WORK OVER?
Psychologist
28%
#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