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?
HVAC technician
27%
#181 / 623
View rankingHVAC technician
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 |
|---|---|---|---|
Comply with all applicable standards, policies, or procedures, such as safety procedures or the maintenance of a clean work area.EstimateNo public source provides a precise figure. This is our estimate. | 10% | 28% | +2.8 |
Recommend, develop, or perform preventive or general maintenance procedures, such as cleaning, power-washing, or vacuuming equipment, oiling parts, or changing filters.EstimateNo public source provides a precise figure. This is our estimate. | 8% | 28% | +2.2 |
Test electrical circuits or components for continuity, using electrical test equipment.EstimateNo public source provides a precise figure. This is our estimate. | 6% | 28% | +1.7 |
Discuss heating or cooling system malfunctions with users to isolate problems or to verify that repairs corrected malfunctions.EstimateNo public source provides a precise figure. This is our estimate. | 6% | 12% | +0.7 |
Repair or replace defective equipment, components, or wiring.EstimateNo public source provides a precise figure. This is our estimate. | 6% | 12% | +0.7 |
Keep records of repairs and replacements made and causes of malfunctions.EstimateNo public source provides a precise figure. This is our estimate. | 5% | 12% | +0.6 |
Record and report time, materials, faults, deficiencies, or other unusual occurrences on work orders.EstimateNo public source provides a precise figure. This is our estimate. | 5% | 55% | +2.8 |
Install, connect, or adjust thermostats, humidistats, or timers.EstimateNo public source provides a precise figure. This is our estimate. | 4% | 28% | +1.1 |
Other less frequent tasks (weight estimated from frequency).EstimateNo public source provides a precise figure. This is our estimate. | 50% | 28% | +14 |
| Total | 100% | 27% |
Modelled workweek: 100% · Public evidence: 0% · Estimate: 100% · Confidence: Low
Skills and activities
- refrigerants
- electric heating systems
- hydraulics
- thermodynamics
- fluid mechanics
- domestic cooling systems
- electricity
- electrical wiring plans
- mechanics
- work ergonomically
Sources for this job· O*NET 49-9021.00· ESCO/ISCO 7127