Resume Screening and Shortlist Report

Agree on the must-haves before anyone opens a resume (a hiring manager intake meeting is the place to settle them). Once you've read a few resumes, the list starts bending toward the people you liked. Keep it to three to six things the person needs on day one, each one a resume can show. The rest go on a nice-to-have list.

Ask for what someone has done, not how long they've done it. A team led by Florida State University's Chad Van Iddekinge pooled more than 80 studies spanning 60 years. In 2019 they reported a very small relationship between the experience people brought to a new job and how they performed in it¹. He doesn't say to ignore experience, only that the way employers usually measure it isn't very effective.

Names, photos, home addresses and graduation years tell you nothing about the work, but they still sway the people reading resumes. In a 2003 study, economists Marianne Bertrand and Sendhil Mullainathan sent nearly 5,000 resumes to job ads in Boston and Chicago.

Applicants with white-sounding names needed about 10 resumes to get one callback, and those with African-American-sounding names about 15². A white-sounding name was worth as many callbacks as eight more years of experience. Addresses in wealthier, better-educated or whiter neighborhoods drew more callbacks too.

If your applicant tracking system can't hide these details, have someone outside the decision cover them and number the files. Leave employment gaps out of the judgment too, since a gap records a life event, not a skill.

Treat short stints the same way. The Florida State team found "literally zero correlation" between pre-hire experience and whether people stayed with their next employer¹. Van Iddekinge calls marking down job-hoppers a common hiring mistake.

Speed comes from looking for less, not from reading faster. Split the work into a quick check for must-haves and a careful read of the resumes that pass.

1. 1

   Check the must-haves only

   Mark each must-have met, not met or not shown, then move on. At 30 seconds a resume, 200 take 100 minutes.

2. 2

   Read the survivors in full

   Note the nice-to-haves and the scale of the work: team sizes, volumes, budgets and results.

3. 3

   Quote the line behind each call

   Copy the sentence that proves each must-have into your sheet. If nothing proves it, write what you looked for.

4. 4

   Park the unclear cases

   When one must-have is unclear, write the single question that would settle it instead of guessing.

Don't mark anyone down for plain writing unless writing is the job. Career changers and people returning to work can undersell what they've done, so if a line proves the must-have, it counts.

Everyone who meets every must-have goes on the shortlist. When that's more people than you can interview, choose among them on the nice-to-haves and write down which ones tipped it. A written reason holds up later; a cutoff at a round number doesn't.

Before anyone hears back, look at the pass rate for each must-have. One that almost nobody meets is usually written too narrowly. If applicants answered voluntary demographic questions, compare pass rates by group too.

In the US, the best-known yardstick is the four-fifths rule from the federal Uniform Guidelines on Employee Selection Procedures. It flags a group's pass rate below four-fifths (80%) of the highest group's rate³ as evidence of adverse impact. The guidelines are still on the books, but in June 2026 the Justice Department's Office of Legal Counsel found them unlawful⁴. The Office of Personnel Management has since dropped them from federal hiring rules.

The arithmetic still makes a useful check. Say 20 of 100 applicants in one group make the shortlist (20%) and 10 of 100 in another (10%). Divide 10% by 20% and you get 50%, far below 80%, a reason to recheck the must-have behind the gap. With only a few applicants per group, though, a gap can be chance.

Then send each borderline candidate their one question, and tell everyone else promptly. The candidate rejection email templates give you wording for each stage. Keep the sheet with the resumes: federal rules require covered employers to keep application forms and other hiring records for one year⁵ after the decision.

A score hides its reasons, and it can carry bias nobody sees. In a 2024 study, University of Washington researchers had three AI language models rank more than 550 real resumes, changing only the names. The models favored white-associated names 85% of the time and Black-associated names 9% of the time⁶.

Some places now regulate these tools. Since July 2023, New York City has barred employers from using an automated employment decision tool⁷ without a bias audit in the past year. A summary of the results must be public, and candidates must get notice. Wherever you hire, ask any tool to show the evidence behind each call, and keep a person on every decision.

Facing a big pile? The tool at the top of this page checks every resume against your must-haves and quotes the line behind each call. You review a sheet instead of the stack. Once the shortlist is set, a behavioral interview question bank helps you plan the next round.