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?
SEO specialist
39%
#9 / 623
View rankingSEO specialist
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 |
|---|---|---|---|
Devise and evaluate methods and procedures for collecting data, such as surveys, opinion polls, or questionnaires, or arrange to obtain existing data.EstimateNo public source provides a precise figure. This is our estimate. | 18% | 28% | +5 |
Conduct research on consumer opinions and marketing strategies, collaborating with marketing professionals, statisticians, pollsters, and other professionals.EstimateNo public source provides a precise figure. This is our estimate. | 17% | 48% | +8.2 |
Collect and analyze data on customer demographics, preferences, needs, and buying habits to identify potential markets and factors affecting product demand.EstimateNo public source provides a precise figure. This is our estimate. | 11% | 48% | +5.3 |
Monitor industry statistics and follow trends in trade literature.EstimateNo public source provides a precise figure. This is our estimate. | 11% | 28% | +3.1 |
| Prepare reports of findings, illustrating data graphically and translating complex findings into written text. | 10% | 72% | +7.2 |
Measure and assess customer and employee satisfaction.EstimateNo public source provides a precise figure. This is our estimate. | 7% | 28% | +2 |
Measure the effectiveness of marketing, advertising, and communications programs and strategies.EstimateNo public source provides a precise figure. This is our estimate. | 6% | 28% | +1.7 |
Gather data on competitors and analyze their prices, sales, and method of marketing and distribution.EstimateNo public source provides a precise figure. This is our estimate. | 6% | 48% | +2.9 |
Other less frequent tasks (weight estimated from frequency).EstimateNo public source provides a precise figure. This is our estimate. | 14% | 28% | +3.9 |
| Total | 100% | 39% |
Modelled workweek: 100% · Public evidence: 10% · Estimate: 90% · Confidence: Low
Skills and activities
- online ads campaign techniques
- web strategy assessment
- content marketing strategy
- e-commerce systems
- company policies
- perform online data analysis
- implement marketing strategies
- creatively use digital technologies
- manage budgets
- execute email marketing
Sources for this job· O*NET 13-1161.00· ESCO/ISCO 2431