How to Structure Interviews So You Can Actually Compare Candidates Fairly

When every candidate is asked different questions in a different order, comparing them afterward becomes more about gut feeling than evidence.

Use the same core questions for every candidate

A consistent set of questions for a given role, asked in roughly the same way, makes differences between candidates far easier to see and defend later.

Score answers against a rubric, not a vibe

Defining in advance what a strong, adequate, and weak answer looks like for each question reduces the influence of unconscious bias and interviewer mood on the day.

Debrief with the whole panel together

Have each interviewer record scores independently before discussing as a group — this avoids one strong opinion anchoring everyone else's judgment.