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?
Customer support agent
36%
#15 / 623
View rankingCustomer support agent
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 |
|---|---|---|---|
Confer with customers by telephone or in person to provide information about products or services, take or enter orders, cancel accounts, or obtain details of complaints.EstimateNo public source provides a precise figure. This is our estimate. | 17% | 28% | +4.8 |
Keep records of customer interactions or transactions, recording details of inquiries, complaints, or comments, as well as actions taken.EstimateNo public source provides a precise figure. This is our estimate. | 15% | 55% | +8.3 |
Complete contract forms, prepare change of address records, or issue service discontinuance orders, using computers.EstimateNo public source provides a precise figure. This is our estimate. | 13% | 55% | +7.2 |
Check to ensure that appropriate changes were made to resolve customers' problems.EstimateNo public source provides a precise figure. This is our estimate. | 11% | 28% | +3.1 |
Determine charges for services requested, collect deposits or payments, or arrange for billing.EstimateNo public source provides a precise figure. This is our estimate. | 11% | 28% | +3.1 |
Solicit sales of new or additional services or products.EstimateNo public source provides a precise figure. This is our estimate. | 11% | 28% | +3.1 |
Resolve customers' service or billing complaints by performing activities such as exchanging merchandise, refunding money, or adjusting bills.EstimateNo public source provides a precise figure. This is our estimate. | 9% | 28% | +2.5 |
Refer unresolved customer grievances to designated departments for further investigation.EstimateNo public source provides a precise figure. This is our estimate. | 7% | 28% | +2 |
Other less frequent tasks (weight estimated from frequency).EstimateNo public source provides a precise figure. This is our estimate. | 6% | 28% | +1.7 |
| Total | 100% | 36% |
Modelled workweek: 100% · Public evidence: 0% · Estimate: 100% · Confidence: Low
Skills and activities
- customer insight
- characteristics of products
- customer service
- guarantee customer satisfaction
- communicate with customers
- use databases
- answer incoming calls
- keep records of customer interaction
- perform customer management
- collect customer data
Sources for this job· O*NET 43-4051.00· ESCO/ISCO 4222