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?
Cybersecurity analyst
32%
#26 / 623
View rankingCybersecurity analyst
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 |
|---|---|---|---|
Monitor use of data files and regulate access to safeguard information in computer files.EstimateNo public source provides a precise figure. This is our estimate. | 14% | 28% | +3.9 |
Monitor current reports of computer viruses to determine when to update virus protection systems.EstimateNo public source provides a precise figure. This is our estimate. | 13% | 55% | +7.2 |
Encrypt data transmissions and erect firewalls to conceal confidential information as it is being transmitted and to keep out tainted digital transfers.EstimateNo public source provides a precise figure. This is our estimate. | 13% | 28% | +3.6 |
Modify computer security files to incorporate new software, correct errors, or change individual access status.EstimateNo public source provides a precise figure. This is our estimate. | 11% | 28% | +3.1 |
Confer with users to discuss issues such as computer data access needs, security violations, and programming changes.EstimateNo public source provides a precise figure. This is our estimate. | 10% | 28% | +2.8 |
Develop plans to safeguard computer files against accidental or unauthorized modification, destruction, or disclosure and to meet emergency data processing needs.EstimateNo public source provides a precise figure. This is our estimate. | 10% | 28% | +2.8 |
Perform risk assessments and execute tests of data processing system to ensure functioning of data processing activities and security measures.EstimateNo public source provides a precise figure. This is our estimate. | 8% | 28% | +2.2 |
Coordinate implementation of computer system plan with establishment personnel and outside vendors.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. | 15% | 28% | +4.2 |
| Total | 100% | 32% |
Modelled workweek: 100% · Public evidence: 0% · Estimate: 100% · Confidence: Low
Skills and activities
- computer forensics
- ICT network security risks
- ICT security standards
- cyber attack counter-measures
- query languages
- information confidentiality
- penetration testing tool
- manage IT security compliances
- gather data for forensic purposes
- provide ICT consulting advice
Sources for this job· O*NET 15-1212.00· ESCO/ISCO 2529