Job intelligence means breaking text into signals

Treat the vacancy as a requirements source: separate must-have, nice-to-have, responsibilities, evidence signals, and clarification questions. Do not attribute requirements that are not in the source.

A fit and gap map does not issue a “fit/no fit” verdict. It shows what is supported, partially aligned, missing, and still needs verification.

  1. Save the vacancy source or mark it Unknown when the URL is unavailable.
  2. Extract requirements into short atomic lines without changing their meaning.
  3. For each requirement, add evidence, fit/gap/Unknown status, and confidence.
  4. Write one bounded follow-up: clarify, collect evidence, or defer the role.

Separate fit, gap, and Unknown

StatusMeaningNext action
FitSpecific evidence matches the requirementCheck freshness and safe wording
Partial fitA related signal exists but scale or context is missingName the boundary and choose a small gap action
GapNo verified evidence is availableDo not hide the gap; decide whether learning is needed
UnknownThe text, source, or check is insufficientDo not make a strong conclusion before clarification

Canonical lesson source · JavaRush

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