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?
Insurance agent
33%
#22 / 103
View rankingInsurance agent
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 |
|---|---|---|---|
Sell various types of insurance policies to businesses and individuals on behalf of insurance companies, including automobile, fire, life, property, medical and dental insurance, or specialized policies, such as marine, farm/crop, and medical malpractice.EstimateNo public source pins this saving. It is an estimate of the method. | 11% | 28% | +3.1 |
Customize insurance programs to suit individual customers, often covering a variety of risks.EstimateNo public source pins this saving. It is an estimate of the method. | 10% | 28% | +2.8 |
Explain features, advantages, and disadvantages of various policies to promote sale of insurance plans.EstimateNo public source pins this saving. It is an estimate of the method. | 9% | 28% | +2.5 |
Perform administrative tasks, such as maintaining records and handling policy renewals.EstimateNo public source pins this saving. It is an estimate of the method. | 9% | 55% | +5 |
Select company that offers type of coverage requested by client to underwrite policy.EstimateNo public source pins this saving. It is an estimate of the method. | 8% | 28% | +2.2 |
Calculate premiums and establish payment method.EstimateNo public source pins this saving. It is an estimate of the method. | 8% | 48% | +3.8 |
Seek out new clients and develop clientele by networking to find new customers and generate lists of prospective clients.EstimateNo public source pins this saving. It is an estimate of the method. | 7% | 28% | +2 |
Call on policyholders to deliver and explain policy, to analyze insurance program and suggest additions or changes, or to change beneficiaries.EstimateNo public source pins this saving. It is an estimate of the method. | 7% | 48% | +3.4 |
Other less frequent tasks (weight estimated from frequency).EstimateNo public source pins this saving. It is an estimate of the method. | 31% | 28% | +8.7 |
| Total | 100% | 34% |
Modelled week 100% · Public evidence 0% · Estimate 100% · Confidence: Low
Skills this job uses
- insurance law
- sales promotion techniques
- principles of insurance
- actuarial science
- claims procedures
- types of insurance
- calculate insurance rate
- protect client interests
- analyse insurance needs
- inform on insurance products
Sources for this job· O*NET 41-3021.00· ESCO/ISCO 3321