Comparing Face Matching Accuracy and Bias in a Standardized Versus ID Card Task: A Mobile Eye Tracking Study

When ID screeners fail to detect fake IDs, security is compromised. We investigated participants’ performance while wearing eye-tracking glasses during a physical ID card and a standardized face matching task. Eye movements revealed different patterns of performance. We consider implications for pre-employment screening and on-the-job performance in professional security.