The present study aims to analyses the individual characteristics on mode choice preference under the influence of preference of mode choice using the stated preference approach. Differences in characteristics traits lead them to variables varying importance to the impact of mode choice. The individual characteristics of each passenger have an influence on choice behavior, such as gender, education, and occupation, which are caused by cultural differences. This can be revealed not only in the individual�s choice of transport but also in other actions of their everyday lives. The individual characteristics infrequent trips of sub-urban commuters in the new railway operation then influence the preference of mode choice. We developed a model that captures the influence of characteristics relates to the mode choice. In summary, the influence factors of travel mode choice mainly included passenger�s socioeconomic characteristics, family characteristics, and travel characteristics. Results indicate the presence of characteristics that affect the choice that strongly correlated to the mode choice. © The Author(s), under exclusive license to Springer Nature Singapore Pte Ltd. 2021.