Exploring Ride-Sourcing Usage Among Older Adults: A Case Study of DKI Jakarta
DOI:
https://doi.org/10.5614/jpwk.2026.37.3.4Keywords:
older adults, ride-sourcing, safety and security perception, factor analysis, discrete choice modellingAbstract
Mobility is a critical determinant of the quality of life for older adults, particularly in urban areas where limited physical capacity and economic constraints reduce their accessibility to transportation. Ride-sourcing services offer more flexible and independent mobility options; however, their adoption among older adults remains limited due to technological barriers and concerns regarding safety and security aspects. This study explored ride-sourcing usage among older adults in DKI Jakarta and identified the factors influencing their adoption. A quantitative approach was employed using revealed preference survey data collected from 408 older adult respondents. The dataset covered socioeconomic characteristics, health condition, technology response, safety and security perceptions. Descriptive statistics, factor analysis (principal component analysis), and discrete choice modeling (multinomial logit and nested logit) were conducted to analyze user preferences and identify significant factors. The findings indicate that while most older adults have positive perceptions on smartphones, many still require assistance in booking ride-sourcing services, and the majority are classified as inactive users. The nested logit model reveals a potential behavioral transition from assisted booking to independent usage. PCA reduced 28 perception indicators into six factors: driver safety and behavior, trip support, driver characteristics, technological barriers, travel risk, and personal security risk. Discrete choice models identified age, gender, employment status, vehicle ownership, presence of young dependents, physical condition, and user perceptions as significant predictors of ride-sourcing usage.
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Belgiawan, P.F., Joewono, T.B., & Irawan, M.Z., 2022. Determinant factors of ride-sourcing usage: A case study of ride-sourcing in Bandung, Indonesia. Case Stud. Transp. Policy. URL: https://doi.org/10.1016/j.cstp.2022.02.010.
Bierlaire, M, 2020. A Short Introduction to PandasBiogeme. Transport and Mobility Laboratory.
Badan Pusat Statistik , 2023. Jumlah Penduduk Provinsi DKI Jakarta Menurut Kelompok Umur dan Jenis Kelamin (Jiwa), 2021-2022. [Online] Available at: https://jakarta.bps.go.id/id/statistics-table/2/MTExIzI=/jumlah-penduduk-provinsi-dki-jakarta-menurutkelompok-umur-dan-jenis-kelamin.html [Accessed 1 December 2024].
Badan Pusat Statistik, 2024. Jumlah Penduduk Menurut Provinsi di Indonesia (Ribu Jiwa), 2024. [Online] Available at: https://sulut.bps.go.id/id/statistics-table/2/OTU4IzI=/jumlah-penduduk-menurut-provinsi-diindonesia.html [Accessed 30 November 2024].
Chalermpong, S., Kato, H., Thaithatkul, P., Ratanawaraha, A., Filone, A., Hoang-Tung, N., & Jittrapirom, P., 2023. Ride-hailing applications in Southeast Asia: A literature review. International Journal of Sustainable Transportation, 17(3), 298-318. URL: https://doi.org/10.1080/15568318.2022.2032885.
Daud, M. S., Osman, S., Hashim, A. H., & Rahim, H. A., 2023. A Descriptive Pilot Study on Safety Perception Among Ride-Hailing Car Passengers in Malaysia. Jurnal Pengguna Malaysia, 1(39), 43-53. URL: https://jpmjurnal.com/jpm/article/view/30.
Gomez, J., Aguilera-Garcia, , Dias, F. F., Bhat, C. R., & Vassallo, J. M., 2021. Adoption and Frequency of Use of Ride-Hailing Services in A European City: The Case of Madrid. Transportation Research Part C, 131
Hu, S., & Yang, Y., 2024. Safety of Female Ride-Hailing Passengers: Perception and Prevention. Humanities & Social Sciences Communications, 11(265). URL: https://doi.org/10.1057/s41599-024-02740-z.
Irawan, M.Z., Bastarianto, F.F., Dewanti, Sugiarto, S., & Amrozi, M.R.F., 2021. Measuring the perceived need for motorcycle-based ride-hailing services on trip characteristics among university students in Yogyakarta, Indonesia. Travel Behav. Soc. 24, 303?312. URL: https://doi.org/10.1016/j.tbs.2021.05.005.
Irawan, M. Z., Joewono, T. B., Belgiawan, P. J., Chalermpong, S., & Thaithatkul, P., 2022. Examining the ride-hailing adoption behaviors among older adults in an Indonesia city: The case of Yogyakarta. Transportation Research Interdisciplinary Perspectives. URL: https://doi.org/10.1016/j.trip.2022.100729.
Kominfo, 2023. Status Literasi Digital di Indonesia. [Online] Available at: https://cdn1.katadata.co.id/media/Report_LITDIG_2023.pdf
Lwanga, S. K., & Lemeshow, S., 1991. Sample Size Determination in Health Studies. World Health Organization, Geneva.
Makridakis, S., Wheelwright, S. C., & Hyndman, R. J., 2008. Forecasting Methods and Applications (3rd ed.). Wiley & Sons, Ltd.
Maulina, E., & Hadi W., R., 2014. Hubungan Mobilitas dengan Kualitas Hidup Domain Fisik pada Lansia. Ilmu Keperawatan FK Universitas Diponegoro, Semarang.
Misra, A., Shirgaokar, M., Weinstein Agrawal, A., Dobbs, B., & Wachs, M., 2022. How older adults use Ride-hailing booking technology in California. Transp. Res. Part A Policy Pract. 155, 11?30. URL: https://doi.org/10.1016/j.tra.2021.10.022.
Nugroho, S.B., Zusman, E., & Nakano, R., 2020. Explaining the spread of online taxi services in Semarang, Bogor and Bandung, Indonesia; a discrete choice analysis. Travel Behav. Soc. 20, 358?369. URL: https://doi.org/10.1016/j.tbs.2020.04.008.
Rayle, L. Dai, D., Chan, N., Cervero, R., & Shaheen, S., 2016. Just A Better Taxi? A Survey-based Comparison of Taxis, Transit, and Ridesourcing Services in San Francisco. Transport Policy, 25, 168-178.
Schmker, J.D., Quddus, M.A., Noland, R.B., Bell, M.G.H., 2008. Mode choice of older and disabled people: a case study of shopping trips in London. J. Transp. Geogr. 16, 257?267. URL: https://doi.org/10.1016/J.JTRANGEO.2007.07.002.
Shirgaokar, M., Dobbs, A. W. A., Misra, A., & Wachs, M., 2021. Differences in Ride-Hailing Adoption by Older Californians Among Types of Locations. Journal of Transport and Land Use, 14, 367-387.
Sikder, S., 2019. Who Uses Ride-Hailing Services in The United States? Transportation Research Record, 2673(12), 40-54.
United Nations Sexual and Reproductive Health Agency, 2019. Perspectives on Population Ageing in the Asia-Pacific Region. [Online] Available at: https://asiapacific.unfpa.org/sites/ default/files/pub-pdf/Perspectives%20on%20%20Population%20Ageing%20Report_for% 20Website.pdf [Accessed 30 November 2024].
Vivoda, J.M., Harmon, A.C., Babulal, G.M., Zikmund-Fisher, B.J., 2018. E-hail (rideshare) knowledge, use, reliance, and future expectations among older adults. Transp. Res. Part F Traffic Psychol. Behav. 55, 426?434. URL: https://doi.org/10.1016/j.trf.2018.03.020.
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