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?
Pharmacist
25%
#80 / 103
View rankingPharmacist
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 |
|---|---|---|---|
Review prescriptions to assure accuracy, to ascertain the needed ingredients, and to evaluate their suitability.EstimateNo public source pins this saving. It is an estimate of the method. | 12% | 28% | +3.4 |
Assess the identity, strength, or purity of medications.EstimateNo public source pins this saving. It is an estimate of the method. | 11% | 28% | +3.1 |
Provide information and advice regarding drug interactions, side effects, dosage, and proper medication storage.EstimateNo public source pins this saving. It is an estimate of the method. | 10% | 28% | +2.8 |
Maintain records, such as pharmacy files, patient profiles, charge system files, inventories, control records for radioactive nuclei, or registries of poisons, narcotics, or controlled drugs.EstimateNo public source pins this saving. It is an estimate of the method. | 9% | 12% | +1.1 |
Analyze prescribing trends to monitor patient compliance and to prevent excessive usage or harmful interactions.EstimateNo public source pins this saving. It is an estimate of the method. | 9% | 12% | +1.1 |
Advise customers on the selection of medication brands, medical equipment, or healthcare supplies.EstimateNo public source pins this saving. It is an estimate of the method. | 7% | 28% | +2 |
Plan, implement, or maintain procedures for mixing, packaging, or labeling pharmaceuticals, according to policy and legal requirements, to ensure quality, security, and proper disposal.EstimateNo public source pins this saving. It is an estimate of the method. | 6% | 28% | +1.7 |
Order and purchase pharmaceutical supplies, medical supplies, or drugs, maintaining stock and storing and handling it properly.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. | 30% | 28% | +8.4 |
| Total | 100% | 25% |
Modelled week 100% · Public evidence 0% · Estimate 100% · Confidence: Low
Skills this job uses
- microbiology-bacteriology
- pharmacy law
- organic chemistry
- physics
- pharmaceutical technology
- pharmacognosy
- human anatomy
- toxicology
- inorganic chemistry
- pharmacokinetics
Sources for this job· O*NET 29-1051.00· ESCO/ISCO 2262