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?
Product manager
31%
#29 / 103
View rankingProduct manager
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 |
|---|---|---|---|
Formulate, direct, or coordinate marketing activities or policies to promote products or services, working with advertising or promotion managers.EstimateNo public source pins this saving. It is an estimate of the method. | 22% | 28% | +6.2 |
Identify, develop, or evaluate marketing strategy, based on knowledge of establishment objectives, market characteristics, and cost and markup factors.EstimateNo public source pins this saving. It is an estimate of the method. | 16% | 28% | +4.5 |
Direct the hiring, training, or performance evaluations of marketing or sales staff and oversee their daily activities.EstimateNo public source pins this saving. It is an estimate of the method. | 12% | 28% | +3.4 |
Evaluate the financial aspects of product development, such as budgets, expenditures, research and development appropriations, or return-on-investment and profit-loss projections.EstimateNo public source pins this saving. It is an estimate of the method. | 7% | 48% | +3.4 |
Consult with product development personnel on product specifications, such as design, color, or packaging.EstimateNo public source pins this saving. It is an estimate of the method. | 6% | 28% | +1.7 |
Compile lists describing product or service offerings.EstimateNo public source pins this saving. It is an estimate of the method. | 6% | 28% | +1.7 |
Use sales forecasting or strategic planning to ensure the sale and profitability of products, lines, or services, analyzing business developments and monitoring market trends.EstimateNo public source pins this saving. It is an estimate of the method. | 6% | 48% | +2.9 |
Develop pricing strategies, balancing firm objectives and customer satisfaction.EstimateNo public source pins this saving. It is an estimate of the method. | 5% | 28% | +1.4 |
Other less frequent tasks (weight estimated from frequency).EstimateNo public source pins this saving. It is an estimate of the method. | 20% | 28% | +5.6 |
| Total | 100% | 31% |
Modelled week 100% · Public evidence 0% · Estimate 100% · Confidence: Low
Skills this job uses
- characteristics of products
- channel marketing
- advertising techniques
- content marketing strategy
- product comprehension
- company policies
- plan marketing strategy
- assign codes to product items
- perform data analysis
- maintain relationship with suppliers
Sources for this job· O*NET 11-2021.00· ESCO/ISCO 2431