Biometric data collection involves the gathering of unique physical or behavioral characteristics, such as fingerprints, facial recognition, or voice patterns, for identification and authentication purposes. This process raises significant privacy, security, and ethical concerns, as it involves sensitive personal information that can be used to track individuals without their consent.