Urban commuting in Jakarta, Indonesia, remains heavily reliant on motorcycles, yet riders exhibit diverse travel behaviors and underlying motivations. Drawing on survey data from 1143 commuters from Bogor, Depok, Tangerang, and Bekasi to Jakarta, this study first applies latent class cluster...