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?
IT support
30%
#43 / 103
View rankingIT support
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 |
|---|---|---|---|
Answer user inquiries regarding computer software or hardware operation to resolve problems.EstimateNo public source pins this saving. It is an estimate of the method. | 17% | 28% | +4.8 |
Oversee the daily performance of computer systems.EstimateNo public source pins this saving. It is an estimate of the method. | 15% | 28% | +4.2 |
Read technical manuals, confer with users, or conduct computer diagnostics to investigate and resolve problems or to provide technical assistance and support.EstimateNo public source pins this saving. It is an estimate of the method. | 14% | 28% | +3.9 |
Maintain records of daily data communication transactions, problems and remedial actions taken, or installation activities.EstimateNo public source pins this saving. It is an estimate of the method. | 13% | 55% | +7.2 |
Set up equipment for employee use, performing or ensuring proper installation of cables, operating systems, or appropriate software.EstimateNo public source pins this saving. It is an estimate of the method. | 8% | 28% | +2.2 |
Install and perform minor repairs to hardware, software, or peripheral equipment, following design or installation specifications.EstimateNo public source pins this saving. It is an estimate of the method. | 7% | 12% | +0.8 |
Confer with staff, users, and management to establish requirements for new systems or modifications.EstimateNo public source pins this saving. It is an estimate of the method. | 6% | 28% | +1.7 |
Enter commands and observe system functioning to verify correct operations and detect errors.EstimateNo public source pins this saving. It is an estimate of the method. | 5% | 28% | +1.4 |
Other less frequent tasks (weight estimated from frequency).EstimateNo public source pins this saving. It is an estimate of the method. | 15% | 28% | +4.2 |
| Total | 100% | 30% |
Modelled week 100% · Public evidence 0% · Estimate 100% · Confidence: Low
Skills this job uses
- characteristics of products
- organisational structure
- product comprehension
- keep up to date on product knowledge
- create solutions to problems
- communicate with customers
- manage staff
- use ICT ticketing system
- educate on data confidentiality
- forecast workload
Sources for this job· O*NET 15-1232.00· ESCO/ISCO 3512