Screen resumes fairly by deciding the must-have evidence before you open the first file, then applying that list to everyone. Prestige of a college or a previous employer is a weak proxy for the work. Write down why someone is in or out. A shortlist you cannot explain is a shortlist you cannot defend.
Agree the evidence, not the vibes
Turn each must-have into something you can point to on a page: a shipped project, a closed book, a quota, a team size, a tool used in production. If two reviewers cannot apply the rule the same way, the rule is too vague.
- Score only the agreed criteria.
- Separate "nice to have" so it cannot veto a must-have match.
- Ignore photographs, age, marital status and community. They are not job evidence.
Read every resume in the same order
Skim the profile and the last two roles against the criteria, then decide yes, no, or maybe. Maybes get one extra pass at the end, not a special debate in the middle. Time-box the pile so the first fifty resumes are not the only ones you see.
- Hide names if your tool allows it and bias is a concern.
- Review a sample together so reviewers calibrate.
- Stop adding new criteria after you have started.
Write the reason in one line
A note such as "no production SQL" is useful. "Not a culture fit" at resume stage is not, because you have not met them. The note helps the hiring manager and helps you if a candidate asks for feedback.
- Use the criterion name in the rejection reason.
- Keep notes factual and professional. Assume the candidate could read them.
- Advance maybes before you reopen sourcing.
Criteria first, same order for everyone, one factual note. That is fair screening.
Questions people ask
Should we filter on a career gap?
- Not by itself. Look for the skills. Ask about the gap in the interview if the work is otherwise a match.
Is a famous company a good filter?
- It is context, not proof. People do narrow work at famous companies and broad work at unknown ones. Score the work.
How many resumes should reach the hiring manager?
- A handful who meet the must-haves. Sending twenty unscreened files pushes the work back onto the manager and slows the loop.
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Nisha Rao
Nisha writes hiring playbooks for founders and talent teams in India, covering job descriptions, interviews, offers and campus hiring.