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?
Photographer
28%
#100 / 623
View rankingPhotographer
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 |
|---|---|---|---|
Adjust apertures, shutter speeds, and camera focus according to a combination of factors, such as lighting, field depth, subject motion, film type, and film speed.EstimateNo public source provides a precise figure. This is our estimate. | 10% | 28% | +2.8 |
Use traditional or digital cameras, along with a variety of equipment, such as tripods, filters, and flash attachments.EstimateNo public source provides a precise figure. This is our estimate. | 8% | 28% | +2.2 |
Create artificial light, using flashes and reflectors.EstimateNo public source provides a precise figure. This is our estimate. | 8% | 28% | +2.2 |
Manipulate and enhance scanned or digital images to create desired effects, using computers and specialized software.EstimateNo public source provides a precise figure. This is our estimate. | 7% | 28% | +2 |
Estimate or measure light levels, distances, and numbers of exposures needed, using measuring devices and formulas.EstimateNo public source provides a precise figure. This is our estimate. | 7% | 28% | +2 |
Transfer photographs to computers for editing, archiving, and electronic transmission.EstimateNo public source provides a precise figure. This is our estimate. | 7% | 28% | +2 |
Perform general office duties, such as scheduling appointments, keeping books, and ordering supplies.EstimateNo public source provides a precise figure. This is our estimate. | 7% | 28% | +2 |
Determine desired images and picture composition, selecting and adjusting subjects, equipment, and lighting to achieve desired effects.EstimateNo public source provides a precise figure. This is our estimate. | 7% | 28% | +2 |
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% | 28% |
Modelled workweek: 100% · Public evidence: 0% · Estimate: 100% · Confidence: Low
Skills and activities
- interview techniques
- photography
- editorial standards
- writing techniques
- spelling
- grammar
- copyright legislation
- participate in editorial meetings
- set up photographic equipment
- study topics
Sources for this job· O*NET 27-4021.00· ESCO/ISCO 3431