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?
Nurse
24%
#266 / 623
View rankingNurse
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 |
|---|---|---|---|
Maintain accurate, detailed reports and records.EstimateNo public source provides a precise figure. This is our estimate. | 7% | 55% | +3.9 |
Record patients' medical information and vital signs.EstimateNo public source provides a precise figure. This is our estimate. | 7% | 12% | +0.8 |
Administer medications to patients and monitor patients for reactions or side effects.EstimateNo public source provides a precise figure. This is our estimate. | 7% | 12% | +0.8 |
Monitor, record, and report symptoms or changes in patients' conditions.EstimateNo public source provides a precise figure. This is our estimate. | 7% | 12% | +0.8 |
Monitor all aspects of patient care, including diet and physical activity.EstimateNo public source provides a precise figure. This is our estimate. | 7% | 12% | +0.8 |
Direct or supervise less-skilled nursing or healthcare personnel or supervise a particular unit.EstimateNo public source provides a precise figure. This is our estimate. | 6% | 12% | +0.7 |
Provide health care, first aid, immunizations, or assistance in convalescence or rehabilitation in locations such as schools, hospitals, or industry.EstimateNo public source provides a precise figure. This is our estimate. | 6% | 28% | +1.7 |
Consult and coordinate with healthcare team members to assess, plan, implement, or evaluate patient care plans.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. | 48% | 28% | +13.4 |
| Total | 100% | 24% |
Modelled workweek: 100% · Public evidence: 0% · Estimate: 100% · Confidence: Low
Skills and activities
- care for patients
- diagnose
- nursing care
- clinical notes
- impact of social contexts on health
- specialist nursing care
- educate on the prevention of illness
- provide professional care in nursing
- contribute to continuity of health care
- promote a positive image of nursing
Sources for this job· O*NET 29-1141.00· ESCO/ISCO 2221