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?
Graphic designer
28%
#58 / 103
View rankingGraphic designer
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 |
|---|---|---|---|
Determine size and arrangement of illustrative material and copy, and select style and size of type.EstimateNo public source pins this saving. It is an estimate of the method. | 12% | 28% | +3.4 |
Create designs, concepts, and sample layouts, based on knowledge of layout principles and esthetic design concepts.EstimateNo public source pins this saving. It is an estimate of the method. | 11% | 28% | +3.1 |
Use computer software to generate new images.EstimateNo public source pins this saving. It is an estimate of the method. | 10% | 28% | +2.8 |
Key information into computer equipment to create layouts for client or supervisor.EstimateNo public source pins this saving. It is an estimate of the method. | 8% | 22% | +1.8 |
Draw and print charts, graphs, illustrations, and other artwork, using computer.EstimateNo public source pins this saving. It is an estimate of the method. | 7% | 28% | +2 |
Review final layouts and suggest improvements, as needed.EstimateNo public source pins this saving. It is an estimate of the method. | 7% | 28% | +2 |
Maintain archive of images, photos, or previous work products.EstimateNo public source pins this saving. It is an estimate of the method. | 6% | 28% | +1.7 |
Develop graphics and layouts for product illustrations, company logos, and Web sites.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. | 33% | 28% | +9.2 |
| Total | 100% | 28% |
Modelled week 100% · Public evidence 0% · Estimate 100% · Confidence: Low
Skills this job uses
- design interfaces
- prototypes
- figma
- graphic design
- desktop publishing
- copyright legislation
- respect publication formats
- use creative suite software
- follow a brief
- identify customer's needs
Sources for this job· O*NET 27-1024.00· ESCO/ISCO 2166