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?
Tour guide
28%
#101 / 623
View rankingTour guide
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 |
|---|---|---|---|
Monitor visitors' activities to ensure compliance with establishment or tour regulations and safety practices.EstimateNo public source provides a precise figure. This is our estimate. | 13% | 28% | +3.6 |
Describe tour points of interest to group members, and respond to questions.EstimateNo public source provides a precise figure. This is our estimate. | 12% | 28% | +3.4 |
Provide directions and other pertinent information to visitors.EstimateNo public source provides a precise figure. This is our estimate. | 11% | 28% | +3.1 |
Escort individuals or groups on cruises, sightseeing tours, or through places of interest, such as industrial establishments, public buildings, or art galleries.EstimateNo public source provides a precise figure. This is our estimate. | 11% | 28% | +3.1 |
Greet and register visitors, and issue any required identification badges or safety devices.EstimateNo public source provides a precise figure. This is our estimate. | 10% | 28% | +2.8 |
Assemble and check the required supplies and equipment prior to departure.EstimateNo public source provides a precise figure. This is our estimate. | 10% | 28% | +2.8 |
Provide for physical safety of groups, performing such activities as providing first aid or directing emergency evacuations.EstimateNo public source provides a precise figure. This is our estimate. | 9% | 28% | +2.5 |
Solicit tour patronage and sell souvenirs.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. | 17% | 28% | +4.8 |
| Total | 100% | 28% |
Modelled workweek: 100% · Public evidence: 0% · Estimate: 100% · Confidence: Low
Skills and activities
- sightseeing information
- local geography
- create solutions to problems
- monitor visitor tours
- provide visitor information
- select visitor routes
- collect visitor fees
- speak different languages
- use different communication channels
- maintain customer service
Sources for this job· O*NET 39-7011.00· ESCO/ISCO 5113