Motorcycle; Public transport; Mode choice; Modal shift; Directed acyclic graphs
Abstract :
[en] Most studies on commuter and public transport mode choice rely on theoretical frameworks that draw boundaries between the utility function, social-ecological system, demographic and socio-economic attributes, and psychological theory. While models predicting the shift towards public transport are commonly applied in developed countries, there is a lack of similar studies that construct these models in developing countries. In addition, in some developing countries, the motorcycle is one of the main private motorised travel modes. Therefore, the modal shift from motorcycles to public transport in Southeast Asia to reduce private mobility is one of the important topics to examine. This paper presents a systematic literature review, utilising a comprehensive search strategy across electronic databases and reputable sources to identify directed acyclic graphs (DAGs), revealing factors influencing the choice and intention to shift to public transport. Data synthesis from selected studies highlights the intrinsic and extrinsic variables influencing public transport use, motorcycle use, and the modal shift to public transport. The study also proposes a theoretical framework for the modal shift in usage from motorcycles to public transport.
Disciplines :
Civil engineering Special economic topics (health, labor, transportation...)
Author, co-author :
Nguyen, Son-Tung
Moeinaddini, Mehdi ; Université de Liège - ULiège > Urban and Environmental Engineering
Saadi, Ismaïl ; Université de Liège - ULiège > Département ArGEnCo > Transports et mobilité
Cools, Mario ; Université de Liège - ULiège > Département ArGEnCo > Transports et mobilité
Language :
English
Title :
Unveiling the drivers of modal switch from motorcycles to public transport in Southeast Asia
Publication date :
April 2024
Journal title :
Transportation Research. Part F, Traffic Psychology and Behaviour
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Bibliography
Abdullah, N., Rahmat, R.A.O.K., Ismail, A., Effect of transportation policies on modal shift from private car to public transport in Malaysia. Journal of Applied Sciences 7:7 (2007), 1014–1017.
Acker, V.V., Wee, B.V., Witlox, F., When transport geography meets social psychology: Toward a conceptual model of travel behaviour. Transport Reviews 30:2 (2010), 219–240.
Ahmed, S., Adnan, M., Janssens, D., Wets, G., A personalised mobility based intervention to promote pro-environmental travel behavior. Sustainable Cities and Society, 62, 2020, 102397.
Ajzen, I., The theory of planned behavior. Organisational Behavior and Human Decision Processes 50:2 (1991), 179–211.
Andreassen, T.W., Dissatisfaction with public services: The case of public transportation. Journal of Services Marketing 9:5 (1995), 30–41.
Armitage, C.J., Conner, M., Efficacy of the theory of planned behaviour: A meta-analytic review. British Journal of Social Psychology 40:4 (2001), 471–499.
Ashmore, D.P., Pojani, D., Thoreau, R., Christie, N., Tylera, N.A., Gauging differences in public transport symbolism across national cultures: Implications for policy development and transfer. Journal of Transport Geography 77 (2019), 26–38.
Bakker, S., Guillen, M.D., Nanthachatchavankul, P., Zuidgeest, M., Pardo, C., van Maarseveen, M., Hot or not? The role of cycling in ASEAN megacities: Case studies of Bangkok and Manila. International Journal of Sustainable Transportation 12:6 (2018), 416–431.
Bamberg, S., Changing environmentally harmful behaviors: A stage model of self-regulated behavioral change. Journal of Environmental Psychology 34 (2013), 151–159.
Bamberg, S., Ajzen, I., Schmidt, P., Choice of travel mode in the theory of planned behavior: The roles of past behavior, habit, and reasoned action. Basic and Applied Social Psychology 25:3 (2003), 175–187.
Bamberg, S., Hunecke, M., Blöbaum, A., Social context, personal norms and the use of public transportation: Two field studies. Journal of Environmental Psychology 27:3 (2007), 190–203.
Barff, R., Mackay, D., Olshavsky, R.W., A selective review of travel-mode choice models. Journal of Consumer Research 8:4 (1982), 370–380.
Beirão, G., Sarsfield Cabral, J.A., Understanding attitudes towards public transport and private. Transport Policy 14 (2007), 478–489.
Betsch, T., Fiedler, K., Brinkmann, J., Behavioral routines in decision making: The effects of novelty in task presentation and time pressure on routine maintenance and deviation. European Journal of Social Psychology 28:6 (1998), 861–878.
Bhouri, N., Mayorano, F.J., Lotito, P.A., Salem, H.H., Lebacque, J.P., Public transport priority for multimodal urban traffic control. Cybernetics and Information Technologies 15:5 (2015), 17–36.
Borsari, B., Carey, K.B., Descriptive and injunctive norms in college drinking: A meta-analytic integration. Journal of Studies on Alcohol and Drugs 64:3 (2003), 331–341.
Burge, P., Fox, J., Kouwenhoven, M., Rohr, C., Wigan, M.R., Modeling of motorcycle ownership and commuter usage: A UK study. Transportation Research Record Journal of the Transportation Research Board 2031:1 (2008), 59–68.
Chang, H.-L., Lai, C.-Y., Using travel socialisation and underlying motivations to better understand motorcycle usage in Taiwan. Accident Analysis and Prevention journal 79 (2015), 212–220.
Chang, H-L, Wu, S-C, Exploring the vehicle dependence behind mode choice: Evidence of motorcycle dependence in Taipei. Transportation Research Part A: Policy and Practice 42:2 (2008), 307–320.
Chen, C.-F., Chao, W.-H., Habitual or reasoned? Using the theory of planned behavior, technology acceptance model, and habit to examine switching intentions toward public transit. Transportation Research Part F: Traffic Psychology and Behaviour 14:2 (2011), 128–137.
Chen, C.-F., Chen, C.-W., Speeding for fun? Exploring the speeding behavior of riders of heavy motorcycles using the theory of planned behavior and psychological flow theory. Accident Analysis & Prevention 43:3 (2011), 983–990.
Chen, C., Gärling, T., Kitamura, R., Activity rescheduling: Reasoned or habitual?. Transportation Research Part F: Traffic Psychology and Behaviour 7:6 (2004), 640–661.
Chen, C.-F., Lai, W.-T., The effects of rational and habitual factors on mode choice behaviors in a motorcycle-dependent region: Evidence from Taiwan. Transport Policy 18:5 (2011), 711–718.
Cossalter, V. (2006). Motorcycle dynamics (2nd ed.). LULU.
Dirgahayani, P., Environmental co-benefits of public transportation improvement initiative: The case of Trans-Jogja bus system in Yogyakarta, Indonesia. Journal of Cleaner Production journal 58 (2013), 74–81.
Elsevier (2023a). Publisher relations. Accessed on February 10, 2023. https://www.elsevier.com/publisher-relations.
Elsevier. (2023b). ScienceDirect. Accessed on February 10, 2023. https://www.elsevier.com/solutions/sciencedirect.
Emberger, G., Pfaffenbichler, P., Jaensirisak, S., Timms, P., “Ideal” decision-making processes for transport planning: A comparison between Europe and South East Asia. Transport Policy 15:6 (2008), 341–349.
Eriksson, L., Friman, M., Ettema, D., Fujii, S., Gärling, T., Experimental simulation of car users' switching to public transport. Transportation Letters 2:3 (2010), 145–155.
Eriksson, L., Garvill, J., Nordlund, A.M., Acceptability of travel demand management measures: The importance of problem awareness, personal norm, freedom, and fairness. Journal of Environmental Psychology 26:1 (2006), 15–26.
Ewing, R., Cervero, R., Travel and the built environment. Journal of the American Planning Association 76 (2010), 265–294.
Fishbein, M.A., Ajzen, I., Predicting and changing behavior: The reasoned action approach. 2009, Psychology Press.
Franco, P., Johnston, R., McCormick, E., Demand responsive transport: Generation of activity patterns from mobile phone network data to support theoperation of new mobility services. Transportation Research Part A: Policy and Practice 131 (2019), 244–266.
Frost, and Sullivan (2020). Analysis of the two-wheeler motorcycle market in key ASEAN countries, forecast to 2020. Research and markets report. Accessed Jun 20, 2022. https://www.marketresearch.com/Frost-Sullivan-v383/wheeler-Motorcycle-Key-ASEAN-Countries-13293606/.
Gifford, R., Steg, L., The impact of automobile traffic on quality of life. Gärling, T., Steg, L., (eds.) Threats from car traffic to the quality of urban life, 2007, Emerald Group Publishing Limited, Bingley, 33–51.
Greene, D.L., Wegener, M., Sustainable transport. Journal of Transport Geography 5:3 (1997), 177–190.
Habib, K.M.N., Tian, Y., Zaman, H., Modelling carpool mode choice with explicit consideration of willingness to consider carpool in the choice set formation. Transportation 38:4 (2011), 587–604.
Hall, J.D., Palsson, C., Price, J., Is Uber a substitute or complement for publictransit?. Journal of Urban Economics 108 (2018), 36–50.
Haustein, S., Hunecke, M., Reduced use of environmentally friendly modes of transportation caused by perceived mobility necessities: An extension of the theory of planned behavior. Journal of Applied Social Psychology 37:8 (2007), 856–1883.
Heath, Y., Gifford, R., Extending the theory of planned behavior: Predicting the use of public transportation. Journal of Applied Social Psychology 32:10 (2002), 2154–2189.
Henao, A., Marshall, W.E., The impact of ride-hailing on vehicle miles traveled. Transportation 46 (2019), 2173–2194.
Hensher, D.A., Stopher, P., Bullock, P., Service quality – developing a service quality index in the pro-vision of commercial bus contracts. Transportation Research Part A: Policy and Practice 37:6 (2003), 499–517.
Hess, D.B., Brown, J., Shoup, D., Waiting for the bus. Journal of Public Transportation 7:4 (2005), 67–84.
Hidayati, I., Tan, W., Yamu, C., How gender differences and perceptions of safety shape urban mobility in Southeast Asia. Transportation Research Part F: Traffic Psychology and Behaviour 73 (2020), 155–173.
Hoffmann, C., Abraham, C., White, M.P., Ball, S., Skippon, S.M., What cognitive mechanisms predict travel mode choice? A systematic review with meta-analysis. Transport Reviews 37:5 (2017), 631–652.
Hsu, T.-P., Sadullah, A.F.M., Nguyen, X.D., A comparison study on motorcycle traffic development in some Asian countries – case of Taiwan, Malaysia and Vietnam. Journal of the Eastern Asia Society for Transportation Studies 5 (2003), 179–193.
Javid, M.A., Intentions of Car and motorcycle oriented groups towards public transport in Lahore. Technical Journal, University of Engineering and Technology (UET) Taxila 22:2 (2017), 1–6.
Jenelius, E., The value of travel time variability with trip chains, flexible scheduling and correlated travel times. Transportation Research Part B: Methodological 46 (2012), 762–780.
Johansson, M.V., Heldt, T., Johansson, P., The effects of attitudes and personality traits on mode choice. Transportation Research Part A: Policy and Practice 40:6 (2006), 507–525.
Kang, A., Jayaraman, K., Soh, K.-L., Wong, W.P., Convenience, flexible service, and commute impedance as the predictors of drivers’ intention to switch and behavioral readiness to use public transport. Transportation Research Part F: Traffic Psychology and Behaviour 62 (2019), 505–519.
Keller, A., Eisen, C., Hanss, D., Lessons Learned from applications of the stage model of self-regulated behavioral change: A review. Frontiers in Psychology, 10, 2019, 1091.
Kepaptsoglou, K., Milioti, C., Christoforou, Z., Karlaftis, M.G., An empirical investigation of motorcycle ownership. First Congress of Transportation and Development Institute (TDI) 1 (2011), 1075–1084.
Khaki, A.M., Afandizadeh, S., Moayedfar, R., Developing the composed probability model to predict household trip production (a case study of Isfahan city). Transport 24:1 (2009), 30–36.
Kitamura, R., Mokhtarian, P.L., Laidet, L., A micro-analysis of land use and travel in five neighborhoods in the San Francisco Bay Area. Transportation 24:2 (1997), 125–158.
Klöckner, C.A., Matthies, E., Two pieces of the same puzzle? Script-based car choice habits between the influence of socialisation and past behavior. Journal of Applied Social Psychology 42:4 (2011), 793–821.
Lapinski, M.K., Rimal, R.N., An explication of social norms. Communication Theory 15:2 (2005), 127–147.
Le, L.P.T., Trinh, T.A., Encouraging public transport use to reduce traffic congestion and air pollutant: A case study of Ho Chi Minh City, Vietnam. Procedia Engineering 142 (2016), 236–243.
Lucas, K., Mattioli, G., Verlinghieri, E., Guzman, A., Transport poverty and its adverse social consequences. ICE Proceedings Transport 169:6 (2016), 353–365.
Mateo-Babiano, I., Pedestrian's needs matter: Examining Manila's walking environment. Transport Policy 45 (2016), 107–115.
Matthies, E., Klöckner, C.A., Preißner, C.L., Applying a modified moral decision making model to change habitual car use: How can commitment be effective?. Applied Psychology 55:1 (2006), 91–106.
McFadden, D., The choice theory approach to market research. Marketing Science 5:4 (1986), 275–297.
Mo, C., Kwon, Y., Park, S. (2014). Current status of public transportation in ASEAN megacities. The Korea Transport Institute (KOTI). Accessed May 18, 2021. https://asean.org/wp-content/uploads/2017/04/Current-Status-of-Public-Transportation-in-ASEAN-Megacities.pdf.
Morichi, S., Sustainable transport development in East Asian megacities. International Journal of Environment and Sustainable Development 8:3 (2009), 229–246.
MotoCycles Data Team. (2020). ASEAN 2021. Two-wheeler industry recovery is slow and still 2.5 million below pre-covid level. Accessed May 20, 2021. https://www.motorcyclesdata.com/2022/02/19/asean-motorcycles-industry/.
Murray, S.J., Walton, D.K., Thomas, J.A., Attitudes towards public transport in New Zealand. Transportation 37:6 (2010), 915–929.
Ng, W.-S., Acker, A., Understanding urban travel behaviour by gender for efficient and equitable transport policies. 2018, International Transport Forum, Paris, France.
Olsson, L.E., Huck, J., Friman, M., Intention for car use reduction: Applying a stage-based model. International Journal of Environmental Research and Public Health, 15(2), 2018, 216.
Parkany, E., Gallagher, R., Viveiros, P., Are attitudes important in travel choice?. Transportation Research Record Journal of the Transportation Research Board 1894:1 (2004), 127–139.
Pearl, J., Glymour, M., Jewell, N.P., Causal inference in statistics - A primer. 2016, John Wiley and Sons Ltd.
Prochaska, J. O., & DiClemente, C. C. (2005). The transtheoretical approach. In J. C. Norcross, and M. R. Goldfried (Eds.), Handbook of psychotherapy integration (pp. 147–171). Oxford University Press.
Profillidis, V.A., Botzoris, G.N., Modeling of transport demand: Analysing, calculating, and forecasting transport demand. 2018, Elsevier Press.
Ramos, G.M., Daamen, W., Hoogendoorn, S., A state-of-the-art review: Developments in utility theory, prospect theory and regret theory to investigate travellers' behaviour in situations involving travel time uncertainty. Transport Reviews 34:1 (2014), 46–67.
Ratrout, N.T., Gazder, U., Al-Madani, H.M.N., A review of mode choice modelling techniques for intra-city and border transport. World Review of Intermodal Transportation Research 5:1 (2014), 39–58.
Redman, L., Friman, M., Gärling, T., Hartiga, T., Quality attributes of public transport that attract car users: A research review. Transport Policy 25 (2013), 119–127.
Rietveld, P., Six reasons why supply-oriented indicators systematically overestimate service quality in public transport. Transport Reviews 25:3 (2005), 319–328.
Ronis, D.L., Yates, F.J., Kirscht, J.P., Attitudes, decisions, and habits as determinants of repeated behavior. Pratkanis, A.R., Breckler, S.J., Greenwald, A.G., (eds.) Attitude structure and function, 1989, Lawrence Erlbaum Associates Inc., 213–239.
Santos, G., Maoh, H., Potoglou, D., von Brunn, T., Factors influencing modal split of commuting journeys in medium-size European cities. Journal of Transport Geography Journal 30 (2013), 127–137.
Satiennam, T., Jaensirisak, S., Satiennam, W., Detdamrong, S., Potential for modal shift by passenger car and motorcycle users towards bus rapid transit (BRT) in an Asian developing city. IATSS Research 39:2 (2016), 121–129.
Schwanen, T., Mokhtarian, P.L., What affects commute mode choice? Neighborhood physical structure or preferences toward neighborhoods?. Journal of Transport Geography 13:1 (2005), 83–99.
Sheeran, P., Intention-behavior relations: A conceptual and empirical review. European Review of Social Psychology 12:1 (2002), 1–36.
Sheikh, I.A.K., Radin, R.S., Umar, M., Habshah, H.K., Stevenson, M., Hariza, A., Mode choice model for vulnerable motorcyclists in Malaysia. Traffic Injury Prevention 7:2 (2006), 150–154.
Sniehotta, F.F., Presseau, J., Araújo-Soares, V., Time to retire the theory of planned behaviour. Health Psychology Review 8:1 (2014), 1–7.
Stanton, N.A., McIlroy, R.C., Harvey, C., Blainey, S., Hickford, A., Preston, J.M., Ryan, B., Following the cognitive work analysis train of thought: Exploring the constraints of modal shift to rail transport. Ergonomics 56:3 (2012), 522–540.
Steg, L., Can public transport compete with the private Car?. IATSS Research 27:2 (2003), 27–35.
Steg, L., Car use: Lust and must. Instrumental, symbolic and affective motives for car use. Transportation Research Part A: Policy and Practice 39:2–3 (2005), 147–162.
Steg, L., van Brussel, A., Accidents, aberrant behaviours, and speeding of young moped riders. Transportation Research Part F: Traffic Psychology and Behaviour 12:6 (2009), 503–511.
Stradling, S.G., Travel mode choice. Porter Bryan, E., (eds.) Handbook of traffic psychology, 2011, Elsevier, 485–502.
Textor, J., van der Zander, B., Gilthorpe, M.S., Liskiewicz, M., Ellison, G.T., Robust causal inference using directed acyclic graphs: The R package 'dagitty'. International Journal of Epidemiology 45:6 (2016), 1887–1894.
Tran, T.M., Zhang, J., Fujiwara, A., Can we reduce the access by motorcycles to mass transit systems systems in future Hanoi?. Procedia - Social and Behavioral Sciences 138 (2014), 623–631.
UN (United Nations). (2018). Road safety performance review Viet Nam. Accessed February 20, 2020. https://unece.org/DAM/trans/roadsafe/unda/RSPR_Viet_Nam_FULL_e.pdf.
UN (United Nations). 2019. United Nations demographic yearbook 2017. Accessed February 20, 2020. https://www.un-ilibrary.org/content/books/9789210474221/read.
Van, T.H., Choocharukul, K., Fujii, S., The effect of attitudes toward cars and public transportation on behavioral intention in commuting mode choice—A comparison across six Asian countries. Transportation Research Part A: Policy and Practice 69 (2014), 36–44.
Van, T.H., Fujii, S., A cross Asian country analysis in attitudes toward Car and public. Journal of the Eastern Asia Society for Transportation Studies 9 (2011), 411–421.
Vedagiri, P., Arasan, V.T., Modelling modal shift due to the enhanced level of bus service. Transport 24:2 (2009), 121–128.
Verplanken, B., Aarts, H., Habit, attitude, and planned behaviour: Is habit an empty construct or an interesting case of goal-directed automaticity?. European Review of Social Psychology 10:1 (2011), 101–134.
Verplanken, B., Aarts, H., van Knippenberg, A., van Knippenberg, C., Attitude versus general habit: Antecedents of travel mode choice. Journal of Applied Social Psychology 24:4 (1994), 285–300.
Verplanken, B., Henk, A., van Knippenberg, A., Moonen, A., Habit versus planned behaviour: A field experiment. British Journal of Social Psychology 37:1 (1998), 111–128.
Vu, T.A., Mode choice behavior and modal shift to public transport in developing countries – The case of Hanoi City. Journal of the Eastern Asia Society for Transportation Studies 11 (2015), 473–487.
Wang, D., Lin, T., Built environments, social environments, and activity-travel behavior: A case study of Hong Kong. Journal of Transport Geography 31 (2013), 286–295.
Webb, T.L., Sheeran, P., Does changing behavioral intentions engender behavior change? A meta-analysis of the experimental evidence. Psychological Bulletin 132:2 (2006), 249–268.
Weibel, C., Ohnmacht, T., Schaffner, D., Kossmann, K., Reducing individual meat consumption: An integrated phase model approach. Food Quality and Preference 73 (2018), 8–18.
WHO (World Health Organization). (2013). Global status report on road safety 2013: Supporting a decade of action. Accessed March 15, 2020. https://apps.who.int/iris/handle/10665/78256.
WHO (World Health Organization). (2020). Road traffic injuries. Accessed March 15, 2020. https://www.who.int/news-room/fact-sheets/detail/road-traffic-injuries.
Yurtkoru, S.E., Kuşcu, Z.K., Doğanay, A., Exploring the antecedents of entrepreneurial intention on Turkish university students. Procedia - Social and Behavioral Sciences 150 (2014), 841–850.
Zailani, S., Iranmanesh, M., Masron, T.A., Chan, T.-H., Is the intention to use public transport for different travel purposes determined by different factors?. Transportation Research Part D: Transport and Environment 49 (2016), 18–24.
Zhang, L., Hong, J.H., Nasri, A., Shen, Q., How built environment affects travel behavior: A comparative analysis of the connections between land use and vehicle miles traveled in US cities. Journal of Transport and Land Use 5 (2012), 1–13.
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