Automation index
Can AI do the work of a QA tester?
Today an AI can already do 38% of this job. Architecture, the hard calls, and review still need someone who has broken production.
It does not turn that percentage into a forecast of layoffs.
Task comparison
IS WORK OVER?
QA tester
38%
AI or a robot can already do 38% of this job.
#11 / 103
View rankingQA tester
Where the time goes
Score = Σ (weight × saving). Weight is our estimate from frequency, not a time share published by O*NET. Saving is separate.
Weights are our estimate from O*NET frequency (FT). O*NET does not publish % of the week.
| Task | Share | AI | Adds |
|---|---|---|---|
Identify, analyze, and document problems with program function, output, online screen, or content.EstimateNo public source pins this saving. It is an estimate of the method. | 12% | 55% | +6.6 |
Document software defects, using a bug tracking system, and report defects to software developers.EstimateNo public source pins this saving. It is an estimate of the method. | 11% | 55% | +6.1 |
Install, maintain, or use software testing programs.EstimateNo public source pins this saving. It is an estimate of the method. | 8% | 28% | +2.2 |
Monitor program performance to ensure efficient and problem-free operations.EstimateNo public source pins this saving. It is an estimate of the method. | 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 pins this saving. It is an estimate of the method. | 6% | 48% | +2.9 |
Document test procedures to ensure replicability and compliance with standards.EstimateNo public source pins this saving. It is an estimate of the method. | 6% | 55% | +3.3 |
Create or maintain databases of known test defects.EstimateNo public source pins this saving. It is an estimate of the method. | 6% | 48% | +2.9 |
Provide feedback and recommendations to developers on software usability and functionality.EstimateNo public source pins this saving. It is an estimate of the method. | 6% | 28% | +1.7 |
Other less frequent tasks (weight estimated from frequency).EstimateNo public source pins this saving. It is an estimate of the method. | 39% | 28% | +10.9 |
| Total | 100% | 38% |
Modelled week 100% · Public evidence 0% · Estimate 100% · Confidence: Low
Skills this job uses
- 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%
#25 / 103
View rankingCybersecurity analyst
Where the time goes
Score = Σ (weight × saving). Weight is our estimate from frequency, not a time share published by O*NET. Saving is separate.
Weights are our estimate from O*NET frequency (FT). O*NET does not publish % of the week.
| Task | Share | AI | Adds |
|---|---|---|---|
Monitor use of data files and regulate access to safeguard information in computer files.EstimateNo public source pins this saving. It is an estimate of the method. | 14% | 28% | +3.9 |
Monitor current reports of computer viruses to determine when to update virus protection systems.EstimateNo public source pins this saving. It is an estimate of the method. | 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 pins this saving. It is an estimate of the method. | 13% | 28% | +3.6 |
Modify computer security files to incorporate new software, correct errors, or change individual access status.EstimateNo public source pins this saving. It is an estimate of the method. | 11% | 28% | +3.1 |
Confer with users to discuss issues such as computer data access needs, security violations, and programming changes.EstimateNo public source pins this saving. It is an estimate of the method. | 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 pins this saving. It is an estimate of the method. | 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 pins this saving. It is an estimate of the method. | 8% | 28% | +2.2 |
Coordinate implementation of computer system plan with establishment personnel and outside vendors.EstimateNo public source pins this saving. It is an estimate of the method. | 6% | 28% | +1.7 |
Other less frequent tasks (weight estimated from frequency).EstimateNo public source pins this saving. It is an estimate of the method. | 15% | 28% | +4.2 |
| Total | 100% | 32% |
Modelled week 100% · Public evidence 0% · Estimate 100% · Confidence: Low
Skills this job uses
- 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