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?
Business analyst
39%
#7 / 103
View rankingBusiness analyst
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 |
|---|---|---|---|
Gather and organize information on problems or procedures.EstimateNo public source pins this saving. It is an estimate of the method. | 23% | 28% | +6.4 |
Develop and implement records management program for filing, protection, and retrieval of records, and assure compliance with program.EstimateNo public source pins this saving. It is an estimate of the method. | 13% | 55% | +7.2 |
Confer with personnel concerned to ensure successful functioning of newly implemented systems or procedures.EstimateNo public source pins this saving. It is an estimate of the method. | 13% | 28% | +3.6 |
Analyze data gathered and develop solutions or alternative methods of proceeding.EstimateNo public source pins this saving. It is an estimate of the method. | 13% | 48% | +6.2 |
Recommend purchase of storage equipment and design area layout to locate equipment in space available.EstimateNo public source pins this saving. It is an estimate of the method. | 11% | 28% | +3.1 |
Design, evaluate, recommend, and approve changes of forms and reports.EstimateNo public source pins this saving. It is an estimate of the method. | 7% | 55% | +3.9 |
Prepare manuals and train workers in use of new forms, reports, procedures or equipment, according to organizational policy.EstimateNo public source pins this saving. It is an estimate of the method. | 5% | 55% | +2.8 |
Review forms and reports and confer with management and users about format, distribution, and purpose, identifying problems and improvements.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. | 10% | 28% | +2.8 |
| Total | 100% | 39% |
Modelled week 100% · Public evidence 0% · Estimate 100% · Confidence: Low
Skills this job uses
- business analysis
- risk management
- market research
- scientific research methodology
- perform business analysis
- identify undetected organisational needs
- analyse business plans
- interpret financial statements
- conduct quantitative research
- analyse financial performance of a company
Sources for this job· O*NET 13-1111.00· ESCO/ISCO 2421