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?
Veterinarian
28%
#126 / 623
View rankingVeterinarian
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 |
|---|---|---|---|
Inoculate animals against various diseases, such as rabies or distemper.EstimateNo public source provides a precise figure. This is our estimate. | 11% | 28% | +3.1 |
Examine animals to detect and determine the nature of diseases or injuries.EstimateNo public source provides a precise figure. This is our estimate. | 10% | 28% | +2.8 |
Collect body tissue, feces, blood, urine, or other body fluids for examination and analysis.EstimateNo public source provides a precise figure. This is our estimate. | 10% | 48% | +4.8 |
Treat sick or injured animals by prescribing medication, setting bones, dressing wounds, or performing surgery.EstimateNo public source provides a precise figure. This is our estimate. | 9% | 12% | +1.1 |
Advise animal owners regarding sanitary measures, feeding, general care, medical conditions, or treatment options.EstimateNo public source provides a precise figure. This is our estimate. | 8% | 28% | +2.2 |
Direct the overall operations of animal hospitals, clinics, or mobile services to farms.EstimateNo public source provides a precise figure. This is our estimate. | 8% | 28% | +2.2 |
Provide care to a wide range of animals or specialize in a particular species, such as horses or exotic birds.EstimateNo public source provides a precise figure. This is our estimate. | 7% | 28% | +2 |
Train or supervise workers who handle or care for animals.EstimateNo public source provides a precise figure. This is our estimate. | 6% | 22% | +1.3 |
Other less frequent tasks (weight estimated from frequency).EstimateNo public source provides a precise figure. This is our estimate. | 31% | 28% | +8.7 |
| Total | 100% | 28% |
Modelled workweek: 100% · Public evidence: 0% · Estimate: 100% · Confidence: Low
Skills and activities
- biosecurity related to animals
- signs of animal illness
- animal welfare legislation
- animal production science
- physiology of animals
- environmental enrichment for animals
- fundamental veterinary sciences
- veterinary clinical sciences
- anatomy of animals
- animal behaviour
Sources for this job· O*NET 29-1131.00· ESCO/ISCO 2250