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?
Nursing assistant
23%
#289 / 623
View rankingNursing assistant
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 |
|---|---|---|---|
Answer patient call signals, signal lights, bells, or intercom systems to determine patients' needs.EstimateNo public source provides a precise figure. This is our estimate. | 7% | 12% | +0.8 |
Turn or reposition bedridden patients.EstimateNo public source provides a precise figure. This is our estimate. | 6% | 12% | +0.7 |
Provide physical support to assist patients to perform daily living activities, such as getting out of bed, bathing, dressing, using the toilet, standing, walking, or exercising.EstimateNo public source provides a precise figure. This is our estimate. | 5% | 12% | +0.6 |
Communicate with patients to ascertain feelings or need for assistance or social and emotional support.EstimateNo public source provides a precise figure. This is our estimate. | 4% | 12% | +0.5 |
Feed patients or assist patients to eat or drink.EstimateNo public source provides a precise figure. This is our estimate. | 4% | 12% | +0.5 |
Measure and record food and liquid intake or urinary and fecal output, reporting changes to medical or nursing staff.EstimateNo public source provides a precise figure. This is our estimate. | 4% | 12% | +0.5 |
Supply, collect, or empty bedpans.EstimateNo public source provides a precise figure. This is our estimate. | 4% | 28% | +1.1 |
Lift or assist others to lift patients to move them on or off beds, examination tables, surgical tables, or stretchers.EstimateNo public source provides a precise figure. This is our estimate. | 4% | 12% | +0.5 |
Other less frequent tasks (weight estimated from frequency).EstimateNo public source provides a precise figure. This is our estimate. | 62% | 28% | +17.4 |
| Total | 100% | 23% |
Modelled workweek: 100% · Public evidence: 0% · Estimate: 100% · Confidence: Low
Skills and activities
- care for patients
- diagnose
- nursing care
- clinical notes
- design interfaces
- prototypes
- figma
- hygiene in a health care setting
- health care legislation
- disability care
Sources for this job· O*NET 31-1131.00· ESCO/ISCO 5321