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?
Dietitian
20%
#90 / 103
View rankingDietitian
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 |
|---|---|---|---|
Assess nutritional needs, diet restrictions, and current health plans to develop and implement dietary-care plans and provide nutritional counseling.EstimateNo public source pins this saving. It is an estimate of the method. | 13% | 22% | +2.9 |
Counsel individuals and groups on basic rules of good nutrition, healthy eating habits, and nutrition monitoring to improve their quality of life.EstimateNo public source pins this saving. It is an estimate of the method. | 12% | 22% | +2.6 |
Evaluate laboratory tests in preparing nutrition recommendations.EstimateNo public source pins this saving. It is an estimate of the method. | 11% | 28% | +3.1 |
Advise patients and their families on nutritional principles, dietary plans, diet modifications, and food selection and preparation.EstimateNo public source pins this saving. It is an estimate of the method. | 11% | 12% | +1.3 |
Record and evaluate patient and family health and food history, including symptoms, environmental toxic exposure, allergies, medication factors, and preventive health-care measures.EstimateNo public source pins this saving. It is an estimate of the method. | 9% | 12% | +1.1 |
Incorporate patient cultural, ethnic, or religious preferences and needs in the development of nutrition plans.EstimateNo public source pins this saving. It is an estimate of the method. | 9% | 12% | +1.1 |
Consult with physicians and health care personnel to determine nutritional needs and diet restrictions of patient or client.EstimateNo public source pins this saving. It is an estimate of the method. | 8% | 12% | +1 |
Coordinate diet counseling services.EstimateNo public source pins this saving. It is an estimate of the method. | 5% | 22% | +1.1 |
Other less frequent tasks (weight estimated from frequency).EstimateNo public source pins this saving. It is an estimate of the method. | 22% | 28% | +6.2 |
| Total | 100% | 20% |
Modelled week 100% · Public evidence 0% · Estimate 100% · Confidence: Low
Skills this job uses
- hygiene in a health care setting
- eating disorders
- counselling methods
- health care legislation
- biological chemistry
- calculation of food energy
- medical terminology
- supervision of persons
- human physiology
- pharmacology
Sources for this job· O*NET 29-1031.00· ESCO/ISCO 2265