Based on self-described fandom alone, some groups may represent an untapped market that is currently overlooked. Can we, therefore, better predict different fan activities by considering self-reported fandom and various demographic data? Our goal is to identify and anticipate the populations engaging in these activities to develop more targeted marketing strategies.