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?
Waiter
28%
#53 / 103
View rankingWaiter
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 |
|---|---|---|---|
Collect payments from customers.EstimateNo public source pins this saving. It is an estimate of the method. | 6% | 28% | +1.7 |
Check with customers to ensure that they are enjoying their meals, and take action to correct any problems.EstimateNo public source pins this saving. It is an estimate of the method. | 6% | 28% | +1.7 |
Remove dishes and glasses from tables or counters, and take them to kitchen for cleaning.EstimateNo public source pins this saving. It is an estimate of the method. | 5% | 28% | +1.4 |
Prepare checks that itemize and total meal costs and sales taxes.EstimateNo public source pins this saving. It is an estimate of the method. | 5% | 28% | +1.4 |
Clean tables or counters after patrons have finished dining.EstimateNo public source pins this saving. It is an estimate of the method. | 5% | 28% | +1.4 |
Take orders from patrons for food or beverages.EstimateNo public source pins this saving. It is an estimate of the method. | 5% | 28% | +1.4 |
Write patrons' food orders on order slips, memorize orders, or enter orders into computers for transmittal to kitchen staff.EstimateNo public source pins this saving. It is an estimate of the method. | 5% | 28% | +1.4 |
Inform customers of daily specials.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. | 58% | 28% | +16.2 |
| Total | 100% | 28% |
Modelled week 100% · Public evidence 0% · Estimate 100% · Confidence: Low
Skills this job uses
- wine characteristics
- sparkling wines
- select glassware for serving
- comply with food safety and hygiene
- order supplies
- organise wine cellar
- upsell products
- check wine quality
- serve wines
- assist customers
Sources for this job· O*NET 35-3031.00· ESCO/ISCO 5131