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?
Tour guide
28%
#62 / 103
View rankingTour guide
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 |
|---|---|---|---|
Monitor visitors' activities to ensure compliance with establishment or tour regulations and safety practices.EstimateNo public source pins this saving. It is an estimate of the method. | 13% | 28% | +3.6 |
Describe tour points of interest to group members, and respond to questions.EstimateNo public source pins this saving. It is an estimate of the method. | 12% | 28% | +3.4 |
Provide directions and other pertinent information to visitors.EstimateNo public source pins this saving. It is an estimate of the method. | 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 pins this saving. It is an estimate of the method. | 11% | 28% | +3.1 |
Greet and register visitors, and issue any required identification badges or safety devices.EstimateNo public source pins this saving. It is an estimate of the method. | 10% | 28% | +2.8 |
Assemble and check the required supplies and equipment prior to departure.EstimateNo public source pins this saving. It is an estimate of the method. | 10% | 28% | +2.8 |
Provide for physical safety of groups, performing such activities as providing first aid or directing emergency evacuations.EstimateNo public source pins this saving. It is an estimate of the method. | 9% | 28% | +2.5 |
Solicit tour patronage and sell souvenirs.EstimateNo public source pins this saving. It is an estimate of the method. | 7% | 28% | +2 |
Other less frequent tasks (weight estimated from frequency).EstimateNo public source pins this saving. It is an estimate of the method. | 17% | 28% | +4.8 |
| Total | 100% | 28% |
Modelled week 100% · Public evidence 0% · Estimate 100% · Confidence: Low
Skills this job uses
- 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