Introduction Survey panel attrition is a critical aspect of survey research that deserves attention and understanding. It refers to the phenomenon where panel members, who have initially agreed to participate in surveys, gradually drop out or become inactive over time.  This attrition can have significant implications for the quality and validity of survey data, making…