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?
Admin assistant
31%
#27 / 103
View rankingAdmin assistant
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 |
|---|---|---|---|
Use computers for various applications, such as database management or word processing.EstimateNo public source pins this saving. It is an estimate of the method. | 8% | 48% | +3.8 |
Answer telephones and give information to callers, take messages, or transfer calls to appropriate individuals.EstimateNo public source pins this saving. It is an estimate of the method. | 8% | 28% | +2.2 |
Greet visitors or callers and handle their inquiries or direct them to the appropriate persons according to their needs.EstimateNo public source pins this saving. It is an estimate of the method. | 7% | 28% | +2 |
Operate office equipment, such as fax machines, copiers, or phone systems and arrange for repairs when equipment malfunctions.EstimateNo public source pins this saving. It is an estimate of the method. | 7% | 12% | +0.8 |
Operate electronic mail systems and coordinate the flow of information, internally or with other organizations.EstimateNo public source pins this saving. It is an estimate of the method. | 6% | 28% | +1.7 |
Create, maintain, and enter information into databases.EstimateNo public source pins this saving. It is an estimate of the method. | 6% | 48% | +2.9 |
Make copies of correspondence or other printed material.EstimateNo public source pins this saving. It is an estimate of the method. | 6% | 28% | +1.7 |
Set up and manage paper or electronic filing systems, recording information, updating paperwork, or maintaining documents, such as attendance records, correspondence, or other material.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. | 47% | 28% | +13.2 |
| Total | 100% | 31% |
Modelled week 100% · Public evidence 0% · Estimate 100% · Confidence: Low
Skills this job uses
- design interfaces
- prototypes
- figma
- company policies
- use spreadsheets software
- disseminate internal communications
- maintain internal communication systems
- file documents
- organise business documents
- monitor staff absences
Sources for this job· O*NET 43-6014.00· ESCO/ISCO 4120