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?
Hotel receptionist
30%
#53 / 623
View rankingHotel receptionist
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, register, and assign rooms to guests of hotels or motels.EstimateNo public source provides a precise figure. This is our estimate. | 7% | 28% | +2 |
Issue room keys and escort instructions to bellhops.EstimateNo public source provides a precise figure. This is our estimate. | 7% | 28% | +2 |
Verify customers' credit, and establish how the customer will pay for the accommodation.EstimateNo public source provides a precise figure. This is our estimate. | 7% | 28% | +2 |
Keep records of room availability and guests' accounts, manually or using computers.EstimateNo public source provides a precise figure. This is our estimate. | 7% | 55% | +3.9 |
Make and confirm reservations.EstimateNo public source provides a precise figure. This is our estimate. | 7% | 28% | +2 |
Review accounts and charges with guests during the check out process.EstimateNo public source provides a precise figure. This is our estimate. | 6% | 28% | +1.7 |
Answer inquiries pertaining to hotel services, guest registration, and travel directions, or make recommendations regarding shopping, dining, or entertainment.EstimateNo public source provides a precise figure. This is our estimate. | 6% | 28% | +1.7 |
Compute bills, collect payments, and make change for guests.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. | 47% | 28% | +13.2 |
| Total | 100% | 30% |
Modelled workweek: 100% · Public evidence: 0% · Estimate: 100% · Confidence: Low
Skills and activities
- explain features in accommodation venue
- comply with food safety and hygiene
- implement marketing strategies
- maintain relationship with customers
- deal with arrivals in accommodation
- greet guests
- handle customer complaints
- process booking
- provide tourism related information
- handover the service area
Sources for this job· O*NET 43-4081.00· ESCO/ISCO 4224