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?
Electrician
24%↑
#83 / 103
View rankingElectrician
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 |
|---|---|---|---|
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 pins this saving. It is an estimate of the method. | 10% | 28% | +2.8 |
Work from ladders, scaffolds, or roofs to install, maintain, or repair electrical wiring, equipment, or fixtures.EstimateNo public source pins this saving. It is an estimate of the method. | 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 pins this saving. It is an estimate of the method. | 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 pins this saving. It is an estimate of the method. | 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 pins this saving. It is an estimate of the method. | 8% | 28% | +2.2 |
Direct or train workers to install, maintain, or repair electrical wiring, equipment, or fixtures.EstimateNo public source pins this saving. It is an estimate of the method. | 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 pins this saving. It is an estimate of the method. | 5% | 12% | +0.6 |
Perform physically demanding tasks, such as digging trenches to lay conduit or moving or lifting heavy objects.EstimateNo public source pins this saving. It is an estimate of the method. | 5% | 12% | +0.6 |
Other less frequent tasks (weight estimated from frequency).EstimateNo public source pins this saving. It is an estimate of the method. | 40% | 28% | +11.2 |
| Total | 100% | 24% |
Modelled week 100% · Public evidence 0% · Estimate 100% · Confidence: Low
Skills this job uses
- 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