Automation index
Can AI do the work of a QA tester?
Today an AI can already do 38% of this job. Architecture, the hard calls, and review still need someone who has broken production.
It does not turn that percentage into a forecast of layoffs.
Task comparison
IS WORK OVER?
QA tester
38%
AI or a robot can already do 38% of this job.
#11 / 103
View rankingQA tester
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 |
|---|---|---|---|
Identify, analyze, and document problems with program function, output, online screen, or content.EstimateNo public source pins this saving. It is an estimate of the method. | 12% | 55% | +6.6 |
Document software defects, using a bug tracking system, and report defects to software developers.EstimateNo public source pins this saving. It is an estimate of the method. | 11% | 55% | +6.1 |
Install, maintain, or use software testing programs.EstimateNo public source pins this saving. It is an estimate of the method. | 8% | 28% | +2.2 |
Monitor program performance to ensure efficient and problem-free operations.EstimateNo public source pins this saving. It is an estimate of the method. | 6% | 28% | +1.7 |
Develop testing programs that address areas such as database impacts, software scenarios, regression testing, negative testing, error or bug retests, or usability.EstimateNo public source pins this saving. It is an estimate of the method. | 6% | 48% | +2.9 |
Document test procedures to ensure replicability and compliance with standards.EstimateNo public source pins this saving. It is an estimate of the method. | 6% | 55% | +3.3 |
Create or maintain databases of known test defects.EstimateNo public source pins this saving. It is an estimate of the method. | 6% | 48% | +2.9 |
Provide feedback and recommendations to developers on software usability and functionality.EstimateNo public source pins this saving. It is an estimate of the method. | 6% | 28% | +1.7 |
Other less frequent tasks (weight estimated from frequency).EstimateNo public source pins this saving. It is an estimate of the method. | 39% | 28% | +10.9 |
| Total | 100% | 38% |
Modelled week 100% · Public evidence 0% · Estimate 100% · Confidence: Low
Skills this job uses
- internal risk management policy
- ICT quality policy
- software anomalies
- levels of software testing
- quality standards
- quality assurance methodologies
- ICT process quality models
- set quality assurance objectives
- ensure continuous preparedness for audits
- comply with legal regulations
Sources for this job· O*NET 15-1253.00· ESCO/ISCO 2519
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