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?
Carpenter
27%
#72 / 103
View rankingCarpenter
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 |
|---|---|---|---|
Follow established safety rules and regulations and maintain a safe and clean environment.EstimateNo public source pins this saving. It is an estimate of the method. | 9% | 28% | +2.5 |
Measure and mark cutting lines on materials, using a ruler, pencil, chalk, and marking gauge.EstimateNo public source pins this saving. It is an estimate of the method. | 9% | 28% | +2.5 |
Shape or cut materials to specified measurements, using hand tools, machines, or power saws.EstimateNo public source pins this saving. It is an estimate of the method. | 8% | 28% | +2.2 |
Assemble and fasten materials to make frameworks or props, using hand tools and wood screws, nails, dowel pins, or glue.EstimateNo public source pins this saving. It is an estimate of the method. | 7% | 28% | +2 |
Build or repair cabinets, doors, frameworks, floors, or other wooden fixtures used in buildings, using woodworking machines, carpenter's hand tools, or power tools.EstimateNo public source pins this saving. It is an estimate of the method. | 6% | 12% | +0.7 |
Study specifications in blueprints, sketches, or building plans to prepare project layout and determine dimensions and materials required.EstimateNo public source pins this saving. It is an estimate of the method. | 6% | 28% | +1.7 |
Install structures or fixtures, such as windows, frames, floorings, trim, or hardware, using carpenters' hand or power tools.EstimateNo public source pins this saving. It is an estimate of the method. | 5% | 28% | +1.4 |
Verify trueness of structure, using plumb bob and level.EstimateNo public source pins this saving. It is an estimate of the method. | 5% | 28% | +1.4 |
Other less frequent tasks (weight estimated from frequency).EstimateNo public source pins this saving. It is an estimate of the method. | 45% | 28% | +12.6 |
| Total | 100% | 27% |
Modelled week 100% · Public evidence 0% · Estimate 100% · Confidence: Low
Skills this job uses
- install locks
- work ergonomically
- apply proofing membranes
- cut insulation material to size
- use shims
- inspect construction supplies
- manipulate glass
- use measurement instruments
- apply insulation strips
- use safety equipment in construction
Sources for this job· O*NET 47-2031.00· ESCO/ISCO 7115