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?
Carpenter
27%
#137 / 623
View rankingCarpenter
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 |
|---|---|---|---|
Follow established safety rules and regulations and maintain a safe and clean environment.EstimateNo public source provides a precise figure. This is our estimate. | 9% | 28% | +2.5 |
Measure and mark cutting lines on materials, using a ruler, pencil, chalk, and marking gauge.EstimateNo public source provides a precise figure. This is our estimate. | 9% | 28% | +2.5 |
Shape or cut materials to specified measurements, using hand tools, machines, or power saws.EstimateNo public source provides a precise figure. This is our estimate. | 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 provides a precise figure. This is our estimate. | 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 provides a precise figure. This is our estimate. | 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 provides a precise figure. This is our estimate. | 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 provides a precise figure. This is our estimate. | 5% | 28% | +1.4 |
Verify trueness of structure, using plumb bob and level.EstimateNo public source provides a precise figure. This is our estimate. | 5% | 28% | +1.4 |
Other less frequent tasks (weight estimated from frequency).EstimateNo public source provides a precise figure. This is our estimate. | 45% | 28% | +12.6 |
| Total | 100% | 27% |
Modelled workweek: 100% · Public evidence: 0% · Estimate: 100% · Confidence: Low
Skills and activities
- 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