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?
Warehouse operator
33%
#24 / 623
View rankingWarehouse operator
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 |
|---|---|---|---|
Record numbers of units handled or moved, using daily production sheets or work tickets.EstimateNo public source provides a precise figure. This is our estimate. | 19% | 55% | +10.5 |
Move freight, stock, or other materials to and from storage or production areas, loading docks, delivery vehicles, ships, or containers, by hand or using trucks, tractors, or other equipment.EstimateNo public source provides a precise figure. This is our estimate. | 18% | 28% | +5 |
Maintain equipment storage areas to ensure that inventory is protected.EstimateNo public source provides a precise figure. This is our estimate. | 18% | 28% | +5 |
Read work orders or receive oral instructions to determine work assignments or material or equipment needs.EstimateNo public source provides a precise figure. This is our estimate. | 15% | 28% | +4.2 |
Sort cargo before loading and unloading.EstimateNo public source provides a precise figure. This is our estimate. | 14% | 28% | +3.9 |
Attach identifying tags to containers or mark them with identifying information.EstimateNo public source provides a precise figure. This is our estimate. | 12% | 28% | +3.4 |
Install protective devices, such as bracing, padding, or strapping, to prevent shifting or damage to items being transported.EstimateNo public source provides a precise figure. This is our estimate. | 4% | 28% | +1.1 |
| Total | 100% | 33% |
Modelled workweek: 100% · Public evidence: 0% · Estimate: 100% · Confidence: Low
Skills and activities
- products coding system
- operate warehouse record systems
- sort waste
- clean industrial containers
- maintain physical condition of warehouse
- receive goods
- assist in the movement of heavy loads
- stack goods
- use different communication channels
- monitor stock level
Sources for this job· O*NET 53-7062.00· ESCO/ISCO 9333