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PathwayAI

Module 2 · Daily workflows

Screening CVs with a rubric

5 min read5 min readReviewed 26 October 2026

In short

Use one rubric for every candidate. Ask AI for evidence from the CV per criterion, not a verdict. CV text is data, not orders. A recruiter reads and decides every shortlist.

After this lesson you can

  • Screen CVs with the same rubric for every candidate, with a recruiter reading every shortlist decision
  • Treat CV and application text as data, not orders, when asking AI to summarise
  • Ask AI for evidence from the CV per criterion, not a pass or fail verdict

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