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?
Pediatrician
21%
#89 / 103
View rankingPediatrician
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 |
|---|---|---|---|
Prescribe or administer treatment, therapy, medication, vaccination, and other specialized medical care to treat or prevent illness, disease, or injury in infants and children.EstimateNo public source pins this saving. It is an estimate of the method. | 11% | 28% | +3.1 |
Treat children who have minor illnesses, acute and chronic health problems, and growth and development concerns.EstimateNo public source pins this saving. It is an estimate of the method. | 11% | 28% | +3.1 |
Examine children regularly to assess their growth and development.EstimateNo public source pins this saving. It is an estimate of the method. | 11% | 28% | +3.1 |
Collect, record, and maintain patient information, such as medical history, reports, or examination results.EstimateNo public source pins this saving. It is an estimate of the method. | 11% | 12% | +1.3 |
Advise patients, parents or guardians, and community members concerning diet, activity, hygiene, and disease prevention.EstimateNo public source pins this saving. It is an estimate of the method. | 10% | 12% | +1.2 |
Examine patients or order, perform, and interpret diagnostic tests to obtain information on medical condition and determine diagnosis.EstimateNo public source pins this saving. It is an estimate of the method. | 9% | 12% | +1.1 |
Explain procedures and discuss test results or prescribed treatments with patients and parents or guardians.EstimateNo public source pins this saving. It is an estimate of the method. | 9% | 12% | +1.1 |
Monitor patients' conditions and progress and reevaluate treatments as necessary.EstimateNo public source pins this saving. It is an estimate of the method. | 7% | 12% | +0.8 |
Other less frequent tasks (weight estimated from frequency).EstimateNo public source pins this saving. It is an estimate of the method. | 21% | 28% | +5.9 |
| Total | 100% | 21% |
Modelled week 100% · Public evidence 0% · Estimate 100% · Confidence: Low
Skills this job uses
- manage research data
- operate open source software
- demonstrate disciplinary expertise
- think abstractly
- manage personal professional development
- synthesise information
- develop own practices continuously
Sources for this job· O*NET 29-1221.00· ESCO/ISCO 2211