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?
Dentist
24%
#262 / 623
View rankingDentist
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 |
|---|---|---|---|
Use masks, gloves, and safety glasses to protect patients and self from infectious diseases.EstimateNo public source provides a precise figure. This is our estimate. | 11% | 12% | +1.3 |
Examine teeth, gums, and related tissues, using dental instruments, x-rays, or other diagnostic equipment, to evaluate dental health, diagnose diseases or abnormalities, and plan appropriate treatments.EstimateNo public source provides a precise figure. This is our estimate. | 10% | 28% | +2.8 |
Use dental air turbines, hand instruments, dental appliances, or surgical implements.EstimateNo public source provides a precise figure. This is our estimate. | 10% | 28% | +2.8 |
Administer anesthetics to limit the amount of pain experienced by patients during procedures.EstimateNo public source provides a precise figure. This is our estimate. | 8% | 12% | +1 |
Diagnose and treat diseases, injuries, or malformations of teeth, gums, or related oral structures and provide preventive or corrective services.EstimateNo public source provides a precise figure. This is our estimate. | 7% | 28% | +2 |
Advise or instruct patients regarding preventive dental care, the causes and treatment of dental problems, or oral health care services.EstimateNo public source provides a precise figure. This is our estimate. | 7% | 12% | +0.8 |
Formulate plan of treatment for patient's teeth and mouth tissue.EstimateNo public source provides a precise figure. This is our estimate. | 7% | 12% | +0.8 |
Analyze or evaluate dental needs to determine changes or trends in patterns of dental disease.EstimateNo public source provides a precise figure. This is our estimate. | 6% | 48% | +2.9 |
Other less frequent tasks (weight estimated from frequency).EstimateNo public source provides a precise figure. This is our estimate. | 34% | 28% | +9.5 |
| Total | 100% | 24% |
Modelled workweek: 100% · Public evidence: 0% · Estimate: 100% · Confidence: Low
Skills and activities
- cosmetic dental procedures
- surgery
- dentistry science
- clinical disciplines in dentistry
- mouth anatomy
- anaesthetics
- perform oral health diagnosis
- rehabilitate worn dentition
- lead the dental team
- provide periodontal treatment
Sources for this job· O*NET 29-1021.00· ESCO/ISCO 2261