Automation index
How much of a QA tester’s job can AI already do?
Today an AI can already do 38% of this job. Architecture, the hard calls, and review still need someone who has broken production.
This percentage does not predict how many people will lose their jobs.
Task comparison
IS WORK OVER?
QA tester
38%
AI can already do 38% of this job.
#11 / 623
View rankingQA tester
Where the time goes
Task weights are our estimates based on O*NET frequency data, not time shares published by O*NET.
The time saving for each task is estimated separately.
| Task | Share | AI | Points |
|---|---|---|---|
Identify, analyze, and document problems with program function, output, online screen, or content.EstimateNo public source provides a precise figure. This is our estimate. | 12% | 55% | +6.6 |
Document software defects, using a bug tracking system, and report defects to software developers.EstimateNo public source provides a precise figure. This is our estimate. | 11% | 55% | +6.1 |
Install, maintain, or use software testing programs.EstimateNo public source provides a precise figure. This is our estimate. | 8% | 28% | +2.2 |
Monitor program performance to ensure efficient and problem-free operations.EstimateNo public source provides a precise figure. This is our estimate. | 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 provides a precise figure. This is our estimate. | 6% | 48% | +2.9 |
Document test procedures to ensure replicability and compliance with standards.EstimateNo public source provides a precise figure. This is our estimate. | 6% | 55% | +3.3 |
Create or maintain databases of known test defects.EstimateNo public source provides a precise figure. This is our estimate. | 6% | 48% | +2.9 |
Provide feedback and recommendations to developers on software usability and functionality.EstimateNo public source provides a precise figure. This is our estimate. | 6% | 28% | +1.7 |
Other less frequent tasks (weight estimated from frequency).EstimateNo public source provides a precise figure. This is our estimate. | 39% | 28% | +10.9 |
| Total | 100% | 38% |
Modelled workweek: 100% · Public evidence: 0% · Estimate: 100% · Confidence: Low
Skills and activities
- 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?
Auto mechanic
25%
#245 / 623
View rankingAuto mechanic
Where the time goes
Task weights are our estimates based on O*NET frequency data, not time shares published by O*NET.
The time saving for each task is estimated separately.
| Task | Share | AI | Points |
|---|---|---|---|
Inspect vehicles for damage and record findings so that necessary repairs can be made.EstimateNo public source provides a precise figure. This is our estimate. | 9% | 12% | +1.1 |
Follow checklists to ensure all important parts are examined, including belts, hoses, steering systems, spark plugs, brake and fuel systems, wheel bearings, and other potentially troublesome areas.EstimateNo public source provides a precise figure. This is our estimate. | 8% | 28% | +2.2 |
Estimate costs of vehicle repair.EstimateNo public source provides a precise figure. This is our estimate. | 7% | 12% | +0.8 |
Review work orders and discuss work with supervisors.EstimateNo public source provides a precise figure. This is our estimate. | 7% | 22% | +1.5 |
Perform routine and scheduled maintenance services, such as oil changes, lubrications, and tune-ups.EstimateNo public source provides a precise figure. This is our estimate. | 6% | 28% | +1.7 |
Maintain cleanliness of work area.EstimateNo public source provides a precise figure. This is our estimate. | 6% | 28% | +1.7 |
Test drive vehicles and test components and systems, using equipment such as infrared engine analyzers, compression gauges, and computerized diagnostic devices.EstimateNo public source provides a precise figure. This is our estimate. | 6% | 48% | +2.9 |
Test and adjust repaired systems to meet manufacturers' performance specifications.EstimateNo public source provides a precise figure. This is our estimate. | 5% | 12% | +0.6 |
Other less frequent tasks (weight estimated from frequency).EstimateNo public source provides a precise figure. This is our estimate. | 46% | 28% | +12.9 |
| Total | 100% | 25% |
Modelled workweek: 100% · Public evidence: 0% · Estimate: 100% · Confidence: Low
Skills and activities
- automotive diagnostic equipment
- car controls
- emission standards
- vehicle electrical systems
- types of vehicles
- principles of mechanical engineering
- hybrid vehicle architecture
- teamwork principles
- components of air conditioning systems
- mechanics
Sources for this job· O*NET 49-3023.00· ESCO/ISCO 7231