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?
Journalist
30%
#41 / 103
View rankingJournalist
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 |
|---|---|---|---|
Write commentaries, columns, or scripts, using computers.EstimateNo public source pins this saving. It is an estimate of the method. | 7% | 28% | +2 |
Analyze and interpret news and information received from various sources to broadcast the information.EstimateNo public source pins this saving. It is an estimate of the method. | 7% | 48% | +3.4 |
Select material most pertinent to presentation, and organize this material into appropriate formats.EstimateNo public source pins this saving. It is an estimate of the method. | 6% | 22% | +1.3 |
Examine news items of local, national, and international significance to determine topics to address, or obtain assignments from editorial staff members.EstimateNo public source pins this saving. It is an estimate of the method. | 6% | 28% | +1.7 |
Coordinate and serve as an anchor on news broadcast programs.EstimateNo public source pins this saving. It is an estimate of the method. | 5% | 28% | +1.4 |
Gather information and develop perspectives about news subjects through research, interviews, observation, and experience.EstimateNo public source pins this saving. It is an estimate of the method. | 5% | 48% | +2.4 |
Present news stories, and introduce in-depth videotaped segments or live transmissions from on-the-scene reporters.EstimateNo public source pins this saving. It is an estimate of the method. | 5% | 22% | +1.1 |
Receive assignments or evaluate leads or tips to develop story ideas.EstimateNo public source pins this saving. It is an estimate of the method. | 4% | 28% | +1.1 |
Other less frequent tasks (weight estimated from frequency).EstimateNo public source pins this saving. It is an estimate of the method. | 55% | 28% | +15.4 |
| Total | 100% | 30% |
Modelled week 100% · Public evidence 0% · Estimate 100% · Confidence: Low
Skills this job uses
- write news
- interview
- check sources
- search engines
- scientific research methodology
- proofread text
- consult information sources
- read articles
- search databases
- develop professional network
Sources for this job· O*NET 27-3023.00· ESCO/ISCO 2642