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?
Video producer
34%
#21 / 103
View rankingVideo producer
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 |
|---|---|---|---|
Write and edit news stories from information collected by reporters and other sources.EstimateNo public source pins this saving. It is an estimate of the method. | 9% | 55% | +5 |
Research production topics using the internet, video archives, and other informational sources.EstimateNo public source pins this saving. It is an estimate of the method. | 9% | 48% | +4.3 |
Plan details such as framing, composition, camera movement, sound, and actor movement for each shot or scene.EstimateNo public source pins this saving. It is an estimate of the method. | 8% | 28% | +2.2 |
Communicate to actors the approach, characterization, and movement needed for each scene in such a way that rehearsals and takes are minimized.EstimateNo public source pins this saving. It is an estimate of the method. | 7% | 28% | +2 |
Compose and edit scripts or provide screenwriters with story outlines from which scripts can be written.EstimateNo public source pins this saving. It is an estimate of the method. | 6% | 28% | +1.7 |
Cut and edit film or tape to integrate component parts into desired sequences.EstimateNo public source pins this saving. It is an estimate of the method. | 6% | 28% | +1.7 |
Perform management activities, such as budgeting, scheduling, planning, and marketing.EstimateNo public source pins this saving. It is an estimate of the method. | 6% | 28% | +1.7 |
Direct live broadcasts, films and recordings, or non-broadcast programming for public entertainment or education.EstimateNo public source pins this saving. It is an estimate of the method. | 5% | 55% | +2.8 |
Other less frequent tasks (weight estimated from frequency).EstimateNo public source pins this saving. It is an estimate of the method. | 44% | 28% | +12.3 |
| Total | 100% | 34% |
Modelled week 100% · Public evidence 0% · Estimate 100% · Confidence: Low
Skills this job uses
- project management principles
- film production process
- accounting techniques
- audiovisual products
- copyright legislation
- work with motion picture editing team
- manage budgets
- consult with production director
- select scripts
- liaise with financiers
Sources for this job· O*NET 27-2012.00· ESCO/ISCO 2654