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Qa Engineer

Based on 36 assessments

36% Moderate risk

Average realistic automation risk across all Qa Engineer profiles in the dataset.

Raw potential
65%
Realistic risk
36%
Research benchmark ?
61%

Raw potential = I/O automation ceiling. Realistic risk = adjusted for informal knowledge and social context. Research benchmark: Eloundou et al. (2023)

Distribution across 36 profiles. Middle half of Qa Engineers score between 31% and 39%.

0% 50% 100%
p10 · 27%
46% · p90
On-screen work 59%

Done entirely on a computer. High AI exposure — these tasks are already in the automation zone.

In-person + screen 19%

Physical sensing, digital output — e.g. interviewing someone then writing a report. Partially protected.

Computer + action 0%

Computer input, real-world output — needs someone to act on it, not just software.

Fully in-person 22%

No computer required. Furthest from automation — the strongest human advantage.

3 synthetic profiles for a Qa Engineer, ordered by automation exposure. Tab between them to see how task mix drives the score difference.

Task Time Type Exposure
Manually testing software features or bug fixes to identify issues not caught by automated tests
deep expertise social element
27% AD 12%
Writing and maintaining automated test scripts (e.g., using Selenium, JUnit, or pytest) to verify software functionality
deep expertise
23% DD 32%
Collaborating with developers to discuss bugs, clarify requirements, and ensure fixes are properly validated
deep expertise social element
21% AA 5%
Participating in sprint planning or stand-up meetings to provide input on testing timelines and potential risks
deep expertise
11% AA 8%
Designing and updating test plans and test cases based on product requirements or user stories
deep expertise social element
10% DD 24%
Setting up and maintaining test environments, including configuring databases, servers, or third-party integrations
2% DD 61%
Reviewing and analyzing test results to document defects, including steps to reproduce and severity assessments
1% DD 50%

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