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?
Salesperson
28%
#55 / 103
View rankingSalesperson
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 |
|---|---|---|---|
Check stock levels and reorder merchandise as necessary.EstimateNo public source pins this saving. It is an estimate of the method. | 9% | 28% | +2.5 |
Recommend products to customers, based on customers' needs and interests.EstimateNo public source pins this saving. It is an estimate of the method. | 8% | 28% | +2.2 |
Answer customers' questions about products, prices, availability, product uses, and credit terms.EstimateNo public source pins this saving. It is an estimate of the method. | 8% | 28% | +2.2 |
Plan, assemble, and stock product displays in retail stores, or make recommendations to retailers regarding product displays, promotional programs, and advertising.EstimateNo public source pins this saving. It is an estimate of the method. | 8% | 28% | +2.2 |
Estimate or quote prices, credit or contract terms, warranties, and delivery dates.EstimateNo public source pins this saving. It is an estimate of the method. | 7% | 28% | +2 |
Provide customers with product samples and catalogs.EstimateNo public source pins this saving. It is an estimate of the method. | 7% | 28% | +2 |
Monitor market conditions, product innovations, and competitors' products, prices, and sales.EstimateNo public source pins this saving. It is an estimate of the method. | 6% | 28% | +1.7 |
Prepare sales contracts and order forms.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. | 41% | 28% | +11.5 |
| Total | 100% | 28% |
Modelled week 100% · Public evidence 0% · Estimate 100% · Confidence: Low
Skills this job uses
- characteristics of products
- agricultural equipment
- sales promotion techniques
- product comprehension
- guarantee customer satisfaction
- communicate with customers
- manage schedule of tasks
- implement marketing strategies
- ensure compliance with legal requirements
- answer requests for quotation
Sources for this job· O*NET 41-4012.00· ESCO/ISCO 2433