Will AI replace QA Engineer?

No exposure score can predict whether AI will replace this role. The 62/100 score means our current model estimates elevated task exposure from the sources listed on this page. It does not predict an employer decision, headcount, or an individual outcome. The task map below shows the work assessed and where human judgment remains important.

Early-career context (study ages 22-25)

This role is in the Elevated exposure band, but its assessed task mix is not automation-heavy. The study found the decline concentrated where AI was more likely to automate rather than augment work, so the headline figure should not be applied directly.

The November 2025 revision reports a 16% relative employment decline for workers ages 22-25 in the most AI-exposed U.S. occupations, after firm-level controls, relative to workers in less-exposed fields and more experienced workers in the same occupations.

Use the task map to identify durable work and the skills worth building early.

Stanford Digital Economy Lab, Canaries in the Coal Mine - November 2025 revision

This is group-level U.S. payroll evidence, not a personal forecast. The authors do not claim that AI alone caused the change, and this context does not alter the exposure score.

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Role snapshot

What this role usually involves

O*NET 29.1 closest reviewed source

Develop and execute software tests to identify software problems and their causes. Test system modifications to prepare for implementation. Document software and application defects using a bug tracking system and report defects to software or web developers. Create and maintain databases of known defects. May participate in software design reviews to provide input on functional requirements, operational characteristics, product designs, and schedules.

Common titles

Quality Assurance Analyst (QA Analyst)Software Quality Assurance Engineer (SQA Engineer)Software Quality EngineerSoftware Test EngineerAutomation TesterInformation Technology Analyst (IT Analyst)

O*NET job-zone preparation

Job Zone 4 · Considerable Preparation Needed Most of these occupations require a four-year bachelor's degree, but some do not. A considerable amount of work-related skill, knowledge, or experience is needed for these occupations.

Broad guidance for this preparation level; exact requirements vary by role and employer.

Skills and knowledge

Test automationDebuggingComputers and ElectronicsEnglish LanguageMathematicsEngineering and Technology

Work context

Decision latitudeIndoor controlled settingFrequent contact with othersRepeating tasks

Source: O*NET 29.1 closest reviewed source - Software Quality Assurance Analysts and Testers, SOC 15-1253.00. Context describes the role; the AI-exposure score remains a separate task-exposure estimate.

QA Engineer tasks, by AI exposure

We analyzed all 31 QA Engineer tasks - 4 automatable, 26 augmentable and 1 durable. The full task map - every task with exactly what to do about each - is in your Career Report.

Adjacent career paths

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