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?
Caregiver
16%
#97 / 103
View rankingCaregiver
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 |
|---|---|---|---|
Maintain records of patient care, condition, progress, or problems to report and discuss observations with supervisor or case manager.EstimateNo public source pins this saving. It is an estimate of the method. | 11% | 12% | +1.3 |
Provide patients with help moving in and out of beds, baths, wheelchairs, or automobiles and with dressing and grooming.EstimateNo public source pins this saving. It is an estimate of the method. | 10% | 12% | +1.2 |
Entertain, converse with, or read aloud to patients to keep them mentally healthy and alert.EstimateNo public source pins this saving. It is an estimate of the method. | 10% | 12% | +1.2 |
Plan, purchase, prepare, or serve meals to patients or other family members, according to prescribed diets.EstimateNo public source pins this saving. It is an estimate of the method. | 10% | 12% | +1.2 |
Bathe patients.EstimateNo public source pins this saving. It is an estimate of the method. | 9% | 12% | +1.1 |
Care for patients by changing bed linens, washing and ironing laundry, cleaning, or assisting with their personal care.EstimateNo public source pins this saving. It is an estimate of the method. | 8% | 12% | +1 |
Provide patients and families with emotional support and instruction in areas such as caring for infants, preparing healthy meals, living independently, or adapting to disability or illness.EstimateNo public source pins this saving. It is an estimate of the method. | 8% | 12% | +1 |
Administer prescribed oral medications, under the written direction of physician or as directed by home care nurse or aide, and ensure patients take their medicine.EstimateNo public source pins this saving. It is an estimate of the method. | 8% | 12% | +1 |
Other less frequent tasks (weight estimated from frequency).EstimateNo public source pins this saving. It is an estimate of the method. | 26% | 28% | +7.3 |
| Total | 100% | 16% |
Modelled week 100% · Public evidence 0% · Estimate 100% · Confidence: Low
Skills this job uses
- disability care
- older adults' needs
- first response
- wash the laundry
- apply first response
- tend to elderly people
- prepare sandwiches
- iron textiles
- buy groceries
- accompany people
Sources for this job· O*NET 31-1121.00· ESCO/ISCO 5322