Communication cues and delivery style predict first impressions far more strongly than resume content or GPA, creating lasting bias even in structured interviews. First impressions formed in the first few minutes correlate 0.51 a month later, and averaging scores across all interview questions lets early rapport-driven answers unfairly influence final hiring decisions. Structured interview scorecards that