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?
Waiter
28%
#86 / 623
View rankingWaiter
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 |
|---|---|---|---|
Collect payments from customers.EstimateNo public source provides a precise figure. This is our estimate. | 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 provides a precise figure. This is our estimate. | 6% | 28% | +1.7 |
Remove dishes and glasses from tables or counters, and take them to kitchen for cleaning.EstimateNo public source provides a precise figure. This is our estimate. | 5% | 28% | +1.4 |
Prepare checks that itemize and total meal costs and sales taxes.EstimateNo public source provides a precise figure. This is our estimate. | 5% | 28% | +1.4 |
Clean tables or counters after patrons have finished dining.EstimateNo public source provides a precise figure. This is our estimate. | 5% | 28% | +1.4 |
Take orders from patrons for food or beverages.EstimateNo public source provides a precise figure. This is our estimate. | 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 provides a precise figure. This is our estimate. | 5% | 28% | +1.4 |
Inform customers of daily specials.EstimateNo public source provides a precise figure. This is our estimate. | 5% | 28% | +1.4 |
Other less frequent tasks (weight estimated from frequency).EstimateNo public source provides a precise figure. This is our estimate. | 58% | 28% | +16.2 |
| Total | 100% | 28% |
Modelled workweek: 100% · Public evidence: 0% · Estimate: 100% · Confidence: Low
Skills and activities
- 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