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?
Influencer / creator
30%
#50 / 623
View rankingInfluencer / creator
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 |
|---|---|---|---|
Confer with department heads or staff to discuss topics such as contracts, selection of advertising media, or product to be advertised.EstimateNo public source provides a precise figure. This is our estimate. | 10% | 28% | +2.8 |
Plan and prepare advertising and promotional material to increase sales of products or services, working with customers, company officials, sales departments, and advertising agencies.EstimateNo public source provides a precise figure. This is our estimate. | 8% | 28% | +2.2 |
Coordinate activities of departments, such as sales, graphic arts, media, finance, and research.EstimateNo public source provides a precise figure. This is our estimate. | 8% | 48% | +3.8 |
Inspect layouts and advertising copy, and edit scripts, audio, video, and other promotional material for adherence to specifications.EstimateNo public source provides a precise figure. This is our estimate. | 8% | 28% | +2.2 |
Plan and execute advertising policies and strategies for organizations.EstimateNo public source provides a precise figure. This is our estimate. | 7% | 28% | +2 |
Direct, motivate, and monitor the mobilization of a campaign team to advance campaign goals.EstimateNo public source provides a precise figure. This is our estimate. | 7% | 28% | +2 |
Train and direct workers engaged in developing and producing advertisements.EstimateNo public source provides a precise figure. This is our estimate. | 7% | 28% | +2 |
Contact organizations to explain services and facilities offered.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% | 30% |
Modelled workweek: 100% · Public evidence: 0% · Estimate: 100% · Confidence: Low
Skills and activities
- produce statistical financial records
- comply with food safety and hygiene
- implement marketing strategies
- monitor financial accounts
- manage staff
- analyse booking patterns
- think analytically
- develop financial statistics reports
- apply numeracy skills
- forecast occupancy demand
Sources for this job· O*NET 11-2011.00· ESCO/ISCO 2431