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?
Copywriter
26%
#210 / 623
View rankingCopywriter
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 |
|---|---|---|---|
Vary language and tone of messages based on product and medium.EstimateNo public source provides a precise figure. This is our estimate. | 21% | 28% | +5.9 |
Develop advertising campaigns for a wide range of clients, working with an advertising agency's creative director and art director to determine the best way to present advertising information.EstimateNo public source provides a precise figure. This is our estimate. | 19% | 22% | +4.2 |
Discuss with the client the product, advertising themes and methods, and any changes that should be made in advertising copy.EstimateNo public source provides a precise figure. This is our estimate. | 15% | 28% | +4.2 |
Present drafts and ideas to clients.EstimateNo public source provides a precise figure. This is our estimate. | 14% | 22% | +3.1 |
Write articles, bulletins, sales letters, speeches, and other related informative, marketing and promotional material.EstimateNo public source provides a precise figure. This is our estimate. | 14% | 28% | +3.9 |
Review advertising trends, consumer surveys, and other data regarding marketing of goods and services to determine the best way to promote products.EstimateNo public source provides a precise figure. This is our estimate. | 8% | 28% | +2.2 |
Invent names for products and write the slogans that appear on packaging, brochures and other promotional material.EstimateNo public source provides a precise figure. This is our estimate. | 7% | 28% | +2 |
Conduct research and interviews to determine which of a product's selling features should be promoted.EstimateNo public source provides a precise figure. This is our estimate. | 2% | 48% | +1 |
| Total | 100% | 27% |
Modelled workweek: 100% · Public evidence: 0% · Estimate: 100% · Confidence: Low
Skills and activities
- musical genres
- musical notation
- music literature
- musical theory
- copyright legislation
- study music
- write songs
- match lyrics to mood of melody
- write to a deadline
- create a rhyme scheme structure
Sources for this job· O*NET 27-3043.00· ESCO/ISCO 2641