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?
IT support
30%
#54 / 623
View rankingIT support
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 user inquiries regarding computer software or hardware operation to resolve problems.EstimateNo public source provides a precise figure. This is our estimate. | 17% | 28% | +4.8 |
Oversee the daily performance of computer systems.EstimateNo public source provides a precise figure. This is our estimate. | 15% | 28% | +4.2 |
Read technical manuals, confer with users, or conduct computer diagnostics to investigate and resolve problems or to provide technical assistance and support.EstimateNo public source provides a precise figure. This is our estimate. | 14% | 28% | +3.9 |
Maintain records of daily data communication transactions, problems and remedial actions taken, or installation activities.EstimateNo public source provides a precise figure. This is our estimate. | 13% | 55% | +7.2 |
Set up equipment for employee use, performing or ensuring proper installation of cables, operating systems, or appropriate software.EstimateNo public source provides a precise figure. This is our estimate. | 8% | 28% | +2.2 |
Install and perform minor repairs to hardware, software, or peripheral equipment, following design or installation specifications.EstimateNo public source provides a precise figure. This is our estimate. | 7% | 12% | +0.8 |
Confer with staff, users, and management to establish requirements for new systems or modifications.EstimateNo public source provides a precise figure. This is our estimate. | 6% | 28% | +1.7 |
Enter commands and observe system functioning to verify correct operations and detect errors.EstimateNo public source provides a precise figure. This is our estimate. | 5% | 28% | +1.4 |
Other less frequent tasks (weight estimated from frequency).EstimateNo public source provides a precise figure. This is our estimate. | 15% | 28% | +4.2 |
| Total | 100% | 30% |
Modelled workweek: 100% · Public evidence: 0% · Estimate: 100% · Confidence: Low
Skills and activities
- characteristics of products
- organisational structure
- product comprehension
- keep up to date on product knowledge
- create solutions to problems
- communicate with customers
- manage staff
- use ICT ticketing system
- educate on data confidentiality
- forecast workload
Sources for this job· O*NET 15-1232.00· ESCO/ISCO 3512