The presence of the Pekanbaru-Dumai Toll Road influences traveler behavior regarding transportation mode selection, resulting in an increase in AKDP trans-portation users utilizing the toll road. This study seeks to develop a model of mode selection features and to investigate the factors influencing travelers' mode selection on the Pekanbaru-Dumai Toll Road. This research employs a statistical…