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?
Retail salesperson
28%
#91 / 623
View rankingRetail salesperson
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 |
|---|---|---|---|
Greet customers and ascertain what each customer wants or needs.EstimateNo public source provides a precise figure. This is our estimate. | 8% | 28% | +2.2 |
Bag or package purchases and wrap gifts.EstimateNo public source provides a precise figure. This is our estimate. | 7% | 28% | +2 |
Open and close cash registers, performing tasks such as counting money, separating charge slips, coupons, and vouchers, balancing cash drawers, and making deposits.EstimateNo public source provides a precise figure. This is our estimate. | 7% | 28% | +2 |
Compute sales prices, total purchases, and receive and process cash or credit payment.EstimateNo public source provides a precise figure. This is our estimate. | 7% | 28% | +2 |
Answer questions regarding the store and its merchandise.EstimateNo public source provides a precise figure. This is our estimate. | 7% | 28% | +2 |
Recommend, select, and help locate or obtain merchandise based on customer needs and desires.EstimateNo public source provides a precise figure. This is our estimate. | 6% | 28% | +1.7 |
Prepare merchandise for purchase or rental.EstimateNo public source provides a precise figure. This is our estimate. | 6% | 28% | +1.7 |
Describe merchandise and explain use, operation, and care of merchandise to customers.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. | 46% | 28% | +12.9 |
| Total | 100% | 28% |
Modelled workweek: 100% · Public evidence: 0% · Estimate: 100% · Confidence: Low
Skills and activities
- sales argumentation
- characteristics of products
- e-commerce systems
- product comprehension
- types of written press
- guarantee customer satisfaction
- carry out products preparation
- operate cash register
- ensure compliance with legal requirements
- examine merchandise
Sources for this job· O*NET 41-2031.00· ESCO/ISCO 5223