“…Other factors, such as car usage frequency, education, and income also appeared to have slight impact on travellers' intention to use the system more often. Gao et al (2019) Bike-sharing Chinese residents SEM Perceived usefulness, facilitating conditions and perceived risks were important determinants to the adoption of bike sharing systems. such as bike-, scooter-or carsharing (e.g., Akgün-Tanbay et al, 2022;Campisi et al, 2021;Eccarius & Lu, 2020;Gao et al, 2019;Mattia et al, 2019), whereas fewer publications focus on shared mobility services in a broader sense (e.g., Jie et al, 2021;Ko et al, 2021;Reck & Axhausen, 2021).…”