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?
Cashier
30%
#37 / 103
View rankingCashier
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 |
|---|---|---|---|
Receive payment by cash, check, credit cards, vouchers, or automatic debits.EstimateNo public source pins this saving. It is an estimate of the method. | 9% | 28% | +2.5 |
Issue receipts, refunds, credits, or change due to customers.EstimateNo public source pins this saving. It is an estimate of the method. | 7% | 28% | +2 |
Greet customers entering establishments.EstimateNo public source pins this saving. It is an estimate of the method. | 7% | 28% | +2 |
Answer incoming phone calls.EstimateNo public source pins this saving. It is an estimate of the method. | 7% | 28% | +2 |
Establish or identify prices of goods, services, or admission, and tabulate bills, using calculators, cash registers, or optical price scanners.EstimateNo public source pins this saving. It is an estimate of the method. | 6% | 28% | +1.7 |
Compute and record totals of transactions.EstimateNo public source pins this saving. It is an estimate of the method. | 6% | 55% | +3.3 |
Request information or assistance, using paging systems.EstimateNo public source pins this saving. It is an estimate of the method. | 6% | 28% | +1.7 |
Answer customers' questions, and provide information on procedures or policies.EstimateNo public source pins this saving. It is an estimate of the method. | 5% | 28% | +1.4 |
Other less frequent tasks (weight estimated from frequency).EstimateNo public source pins this saving. It is an estimate of the method. | 47% | 28% | +13.2 |
| Total | 100% | 30% |
Modelled week 100% · Public evidence 0% · Estimate 100% · Confidence: Low
Skills this job uses
- customer service
- operate cash point
- use different communication channels
- apply numeracy skills
- process refunds
- ensure client orientation
- process payments
- provide customer follow-up services
- issue sales invoices
- manage theft prevention
Sources for this job· O*NET 41-2011.00· ESCO/ISCO 5230