Create a standard list of questions that each interviewer will ask and decide on a corresponding interview scorecard for each question, ideally with a numerical rating scale. Decide in advance whether each question is weighted equally or are there certain skills that are more necessary to the role. Determining this in advance is crucial because bias could emerge if you end up weighting the factors that candidates in the dominant majority (white male) scored well in more heavily so as to give them the edge.