Experiments repeatedly show how identical résumés receive different outcomes when names, addresses, or graduation years shift, revealing unconscious filters at work. Masking those cues lets evaluators attend to writing quality, problem framing, and output. One client discovered overlooked excellence from bootcamp graduates once portfolios were anonymized and evaluated with consistent rubrics.
Scoring guides with behavioral anchors transform vague impressions into comparable evidence. When two reviewers independently rate criteria like clarity, accuracy, prioritization, and impact, disagreements become data to discuss, not battles of charisma. Calibration rounds shrink variance, raise confidence, and help busy panels focus on meaningful differences, not personal preference.





