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?
Event planner
30%
#51 / 623
View rankingEvent planner
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 |
|---|---|---|---|
Consult with customers to determine objectives and requirements for events, such as meetings, conferences, and conventions.EstimateNo public source provides a precise figure. This is our estimate. | 15% | 28% | +4.2 |
Coordinate services for events, such as accommodation and transportation for participants, facilities, catering, signage, displays, special needs requirements, printing and event security.EstimateNo public source provides a precise figure. This is our estimate. | 11% | 28% | +3.1 |
Confer with staff at a chosen event site to coordinate details.EstimateNo public source provides a precise figure. This is our estimate. | 9% | 28% | +2.5 |
Direct administrative details, such as financial operations, dissemination of promotional materials, and responses to inquiries.EstimateNo public source provides a precise figure. This is our estimate. | 8% | 28% | +2.2 |
Monitor event activities to ensure compliance with applicable regulations and laws, satisfaction of participants, and resolution of any problems that arise.EstimateNo public source provides a precise figure. This is our estimate. | 8% | 28% | +2.2 |
Evaluate and select providers of services according to customer requirements.EstimateNo public source provides a precise figure. This is our estimate. | 7% | 28% | +2 |
Maintain records of event aspects, including financial details.EstimateNo public source provides a precise figure. This is our estimate. | 6% | 55% | +3.3 |
Review event bills for accuracy and approve payment.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. | 30% | 28% | +8.4 |
| Total | 100% | 30% |
Modelled workweek: 100% · Public evidence: 0% · Estimate: 100% · Confidence: Low
Skills and activities
- develop event topics
- negotiate contracts with event providers
- coordinate events
- confer with event staff
- review event bills
- inspect event facilities
- arrange event needs
- organise event participants' registration
- direct event administrative details
- supervise event staff
Sources for this job· O*NET 13-1121.00· ESCO/ISCO 3332