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?
Procurement specialist
34%
#20 / 103
View rankingProcurement specialist
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 |
|---|---|---|---|
Purchase the highest quality merchandise at the lowest possible price and in correct amounts.EstimateNo public source pins this saving. It is an estimate of the method. | 14% | 28% | +3.9 |
Monitor and follow applicable laws and regulations.EstimateNo public source pins this saving. It is an estimate of the method. | 13% | 28% | +3.6 |
Prepare purchase orders, solicit bid proposals, and review requisitions for goods and services.EstimateNo public source pins this saving. It is an estimate of the method. | 12% | 28% | +3.4 |
Maintain and review computerized or manual records of purchased items, costs, deliveries, product performance, and inventories.EstimateNo public source pins this saving. It is an estimate of the method. | 10% | 55% | +5.5 |
Analyze price proposals, financial reports, and other data and information to determine reasonable prices.EstimateNo public source pins this saving. It is an estimate of the method. | 9% | 55% | +5 |
Arrange the payment of duty and freight charges.EstimateNo public source pins this saving. It is an estimate of the method. | 8% | 28% | +2.2 |
Write and review product specifications, maintaining a working technical knowledge of the goods or services to be purchased.EstimateNo public source pins this saving. It is an estimate of the method. | 5% | 28% | +1.4 |
Research and evaluate suppliers, based on price, quality, selection, service, support, availability, reliability, production and distribution capabilities, and the supplier's reputation and history.EstimateNo public source pins this saving. It is an estimate of the method. | 4% | 48% | +1.9 |
Other less frequent tasks (weight estimated from frequency).EstimateNo public source pins this saving. It is an estimate of the method. | 25% | 28% | +7 |
| Total | 100% | 34% |
Modelled week 100% · Public evidence 0% · Estimate 100% · Confidence: Low
Skills this job uses
- types of coffee beans
- coffee grinding levels
- food and beverage industry
- coffee characteristics
- examine green coffee beans
- apply HACCP
- conduct extensive international travel
- analyse consumer buying trends
- negotiate price
- evaluate coffee characteristics
Sources for this job· O*NET 13-1023.00· ESCO/ISCO 3323