Mixed-mode data collection means combining different approaches, such as online, telephone, webcam, face-to-face, or paper-based modes to gather data from survey participants. The purpose of mixed-mode data collection is to improve response rates, data quality, and participant engagement by accommodating participants' preferences or reaching those who may not respond through a single mode.