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?
Electrician
24%↑
#265 / 623
View rankingElectrician
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 |
|---|---|---|---|
Use a variety of tools or equipment, such as power construction equipment, measuring devices, power tools, and testing equipment, such as oscilloscopes, ammeters, or test lamps.EstimateNo public source provides a precise figure. This is our estimate. | 10% | 28% | +2.8 |
Work from ladders, scaffolds, or roofs to install, maintain, or repair electrical wiring, equipment, or fixtures.EstimateNo public source provides a precise figure. This is our estimate. | 10% | 12% | +1.2 |
Prepare sketches or follow blueprints to determine the location of wiring or equipment and to ensure conformance to building and safety codes.EstimateNo public source provides a precise figure. This is our estimate. | 8% | 28% | +2.2 |
Assemble, install, test, or maintain electrical or electronic wiring, equipment, appliances, apparatus, or fixtures, using hand tools or power tools.EstimateNo public source provides a precise figure. This is our estimate. | 8% | 28% | +2.2 |
Place conduit, pipes, or tubing, inside designated partitions, walls, or other concealed areas, and pull insulated wires or cables through the conduit to complete circuits between boxes.EstimateNo public source provides a precise figure. This is our estimate. | 8% | 28% | +2.2 |
Direct or train workers to install, maintain, or repair electrical wiring, equipment, or fixtures.EstimateNo public source provides a precise figure. This is our estimate. | 6% | 12% | +0.7 |
Inspect electrical systems, equipment, or components to identify hazards, defects, or the need for adjustment or repair, and to ensure compliance with codes.EstimateNo public source provides a precise figure. This is our estimate. | 5% | 12% | +0.6 |
Perform physically demanding tasks, such as digging trenches to lay conduit or moving or lifting heavy objects.EstimateNo public source provides a precise figure. This is our estimate. | 5% | 12% | +0.6 |
Other less frequent tasks (weight estimated from frequency).EstimateNo public source provides a precise figure. This is our estimate. | 40% | 28% | +11.2 |
| Total | 100% | 24% |
Modelled workweek: 100% · Public evidence: 0% · Estimate: 100% · Confidence: Low
Skills and activities
- install wiring
- electrical panels
- repair faults
- building systems monitoring technology
- electricity
- work ergonomically
- resolve equipment malfunctions
- inspect electrical supplies
- splice cable
- inspect construction supplies
Sources for this job· O*NET 47-2111.00· ESCO/ISCO 7411