Technical proficiency
Check fluency beyond scripting: generators, decorators, typing with mypy, asyncio versus threading, and framework depth in Django, FastAPI or Flask, plus packaging with poetry or uv.
Evidence to listen for
- Command of the languages, frameworks, and data tools the role actually uses
- Understands correctness, performance, and failure modes, not just syntax
- Has opinions on testing and can justify them
- Reads and reasons about code they did not write
Five-point scoring guide
Cannot work independently; fundamentals are missing.
Weak fundamentals; output needs heavy review.
Competent for the role; needs guidance on complex or unfamiliar work.
Strong practitioner; handles hard problems with little guidance.
Explains CPython internals such as the GIL, contrasts asyncio with multiprocessing from real use, and names library versions confidently.