How to Shortlist Candidates From a Pile of CVs

Shortlisting is ranking, not reading. Here's a process that turns a stack of CVs into a defensible top list.

Shortlisting goes wrong when it's done as sequential reading — by CV fifty, your bar has drifted and your memory of CV three is gone. Treat shortlisting as a ranking exercise against fixed criteria and it becomes fast and defensible.

1. Fix the criteria before you start

Pull the must-haves from the job description. These are the axes every candidate is scored on — no new criteria invented mid-pile.

2. Score every candidate against the role

Give each CV a fit score against those criteria rather than a gut yes/no. Scoring the whole batch the same way is what makes the ranking trustworthy. An AI screen does this in parallel across up to 100 CVs.

3. Rank, then read the top

Sort by fit and read the top of the list closely, confirming the score against the evidence. You spend your attention where it matters instead of reading every CV in full.

4. Document why

Record the reason each candidate made or missed the shortlist. It speeds up calibration with the hiring manager and protects you if a decision is ever questioned.

How many candidates should a shortlist have?
Commonly 3–6 for interview, depending on role and volume. The point of scoring and ranking is to make that cut defensible rather than arbitrary.

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