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Active mobility in an Italian city: Mode choice determinants and attitudes before and during the Covid-19 emergency

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  • Scorrano, Mariangela
  • Danielis, Romeo

Abstract

The paper investigates the choice of the transport mode to access the city center of Trieste, Italy. We have collected revealed and stated choice data and attitudinal data in order to investigate the mode of transport used before and during the Covid-19 pandemic. We studied the main choice determinants jointly with respondents’ psychological attitudes using an integrated choice/latent variable modelling framework. The model incorporates choice data, generalized cost variables, random parameters, and latent variables. The latter capture the concern for the environment, both at global and local level, the attitudes towards physical exercise and the Covid-19-related risks. The model is applied to assess the impact of extending the density of the cycling lanes on active mobility. Our estimates indicate a potential increase in cycling which, however, would not translate into an increase in active mobility, since the bike would substitute some trips currently made by foot. We also detect a high substitutability between the bike and the bus, while the motorcycle and the car are much less affected. It is confirmed that the Covid-19 pandemic altered significantly the transport mode choices, having a strong negative impact on bus and shifting bus users towards private modes, both motorized and non-motorized.

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  • Scorrano, Mariangela & Danielis, Romeo, 2021. "Active mobility in an Italian city: Mode choice determinants and attitudes before and during the Covid-19 emergency," Research in Transportation Economics, Elsevier, vol. 86(C).
  • Handle: RePEc:eee:retrec:v:86:y:2021:i:c:s0739885921000032
    DOI: 10.1016/j.retrec.2021.101031
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    as
    1. Song, Yena & Preston, John & Ogilvie, David, 2017. "New walking and cycling infrastructure and modal shift in the UK: A quasi-experimental panel study," Transportation Research Part A: Policy and Practice, Elsevier, vol. 95(C), pages 320-333.
    2. Siqi Zheng & Rui Wang & Edward L. Glaeser & Matthew E. Kahn, 2011. "The greenness of China: household carbon dioxide emissions and urban development," Journal of Economic Geography, Oxford University Press, vol. 11(5), pages 761-792, September.
    3. Ton, Danique & Bekhor, Shlomo & Cats, Oded & Duives, Dorine C. & Hoogendoorn-Lanser, Sascha & Hoogendoorn, Serge P., 2020. "The experienced mode choice set and its determinants: Commuting trips in the Netherlands," Transportation Research Part A: Policy and Practice, Elsevier, vol. 132(C), pages 744-758.
    4. Ajzen, Icek, 1991. "The theory of planned behavior," Organizational Behavior and Human Decision Processes, Elsevier, vol. 50(2), pages 179-211, December.
    5. Ghani, Ejaz & Kerr, William R. & Tewari, Ishani, 2014. "Regional diversity and inclusive growth in Indian cities," Policy Research Working Paper Series 6919, The World Bank.
    6. Hélène Bouscasse, 2018. "Integrated choice and latent variable models: A literature review on mode choice," Working Papers hal-01795630, HAL.
    7. Alfredo Aloi & Borja Alonso & Juan Benavente & Rubén Cordera & Eneko Echániz & Felipe González & Claudio Ladisa & Raquel Lezama-Romanelli & Álvaro López-Parra & Vittorio Mazzei & Lucía Perrucci & Darí, 2020. "Effects of the COVID-19 Lockdown on Urban Mobility: Empirical Evidence from the City of Santander (Spain)," Sustainability, MDPI, vol. 12(9), pages 1-18, May.
    8. Adamowicz W. & Louviere J. & Williams M., 1994. "Combining Revealed and Stated Preference Methods for Valuing Environmental Amenities," Journal of Environmental Economics and Management, Elsevier, vol. 26(3), pages 271-292, May.
    9. Daniel McFadden, 1986. "The Choice Theory Approach to Market Research," Marketing Science, INFORMS, vol. 5(4), pages 275-297.
    10. Susan Handy & Bert van Wee & Maarten Kroesen, 2014. "Promoting Cycling for Transport: Research Needs and Challenges," Transport Reviews, Taylor & Francis Journals, vol. 34(1), pages 4-24, January.
    11. INT PANIS, Luc & DE GEUX, Bas & VANDENBULCKE, Grégory & WILLEMS, Henry, 2010. "Exposure to particulate matter in traffic: A comparison of cyclists and car passengers," LIDAM Reprints CORE 2211, Université catholique de Louvain, Center for Operations Research and Econometrics (CORE).
    12. Bhat, Chandra R. & Castelar, Saul, 2002. "A unified mixed logit framework for modeling revealed and stated preferences: formulation and application to congestion pricing analysis in the San Francisco Bay area," Transportation Research Part B: Methodological, Elsevier, vol. 36(7), pages 593-616, August.
    13. Hess, Stephane & Palma, David, 2019. "Apollo: A flexible, powerful and customisable freeware package for choice model estimation and application," Journal of choice modelling, Elsevier, vol. 32(C), pages 1-1.
    14. van Hoven Bettina & Brouwer Aleid & Meijering Louise & McCann Philip, 2012. "Demographic Change, Ageing and Societal Challenges in Europe," European Spatial Research and Policy, Sciendo, vol. 19(1), pages 5-8, July.
    15. Braun, Lindsay M. & Rodriguez, Daniel A. & Cole-Hunter, Tom & Ambros, Albert & Donaire-Gonzalez, David & Jerrett, Michael & Mendez, Michelle A. & Nieuwenhuijsen, Mark J. & de Nazelle, Audrey, 2016. "Short-term planning and policy interventions to promote cycling in urban centers: Findings from a commute mode choice analysis in Barcelona, Spain," Transportation Research Part A: Policy and Practice, Elsevier, vol. 89(C), pages 164-183.
    16. Duranton, Gilles & Puga, Diego, 2014. "The Growth of Cities," Handbook of Economic Growth, in: Philippe Aghion & Steven Durlauf (ed.), Handbook of Economic Growth, edition 1, volume 2, chapter 5, pages 781-853, Elsevier.
    17. Neves, Andre & Brand, Christian, 2019. "Assessing the potential for carbon emissions savings from replacing short car trips with walking and cycling using a mixed GPS-travel diary approach," Transportation Research Part A: Policy and Practice, Elsevier, vol. 123(C), pages 130-146.
    18. Danielis, Romeo & Monte, Adriana & Lunghi, Marco, 2015. "Indicatori di mobilità sostenibile nei capoluoghi di provincia italiani," Working Papers 15_7, SIET Società Italiana di Economia dei Trasporti e della Logistica.
    19. Banister, David & Bowling, Ann, 2004. "Quality of life for the elderly: the transport dimension," Transport Policy, Elsevier, vol. 11(2), pages 105-115, April.
    20. Masoumi, Houshmand E., 2019. "A discrete choice analysis of transport mode choice causality and perceived barriers of sustainable mobility in the MENA region," Transport Policy, Elsevier, vol. 79(C), pages 37-53.
    21. Álvaro Fernández-Heredia & Sergio Jara-Díaz & Andrés Monzón, 2016. "Modelling bicycle use intention: the role of perceptions," Transportation, Springer, vol. 43(1), pages 1-23, January.
    22. Pucher, John & Buehler, Ralph & Seinen, Mark, 2011. "Bicycling renaissance in North America? An update and re-appraisal of cycling trends and policies," Transportation Research Part A: Policy and Practice, Elsevier, vol. 45(6), pages 451-475, July.
    23. Ben-Akiva, Moshe & McFadden, Daniel & Train, Kenneth & Börsch-Supan, Axel, 2002. "Hybrid Choice Models: Progress and Challenges," Sonderforschungsbereich 504 Publications 02-29, Sonderforschungsbereich 504, Universität Mannheim;Sonderforschungsbereich 504, University of Mannheim.
    24. Adamowicz, Wiktor L. & Boxall, P.C. & Louviere, J.J., 1994. "Stated Preference Methods for Environmental Valuation," Staff Paper Series 232558, University of Alberta, Department of Resource Economics and Environmental Sociology.
    25. Begoña Muñoz & Andres Monzon & Ricardo A. Daziano, 2016. "The Increasing Role of Latent Variables in Modelling Bicycle Mode Choice," Transport Reviews, Taylor & Francis Journals, vol. 36(6), pages 737-771, November.
    26. Bouscasse, H., 2018. "Integrated choice and latent variable models: A literature review on mode choice," Working Papers 2018-07, Grenoble Applied Economics Laboratory (GAEL).
    27. Danielis, Romeo & Monte, Adriana & Lunghi, Marco, 2015. "Indicatori di mobilità sostenibile nei capoluoghi di provincia italiani," Working Papers 1507, SIET Società Italiana di Economia dei Trasporti e della Logistica.
    28. Stanley, Janet & Stanley, John & Vella-Brodrick, Dianne & Currie, Graham, 2010. "The place of transport in facilitating social inclusion via the mediating influence of social capital," Research in Transportation Economics, Elsevier, vol. 29(1), pages 280-286.
    29. Kamargianni, Maria & Dubey, Subodh & Polydoropoulou, Amalia & Bhat, Chandra, 2015. "Investigating the subjective and objective factors influencing teenagers’ school travel mode choice – An integrated choice and latent variable model," Transportation Research Part A: Policy and Practice, Elsevier, vol. 78(C), pages 473-488.
    30. Ton, Danique & Duives, Dorine C. & Cats, Oded & Hoogendoorn-Lanser, Sascha & Hoogendoorn, Serge P., 2019. "Cycling or walking? Determinants of mode choice in the Netherlands," Transportation Research Part A: Policy and Practice, Elsevier, vol. 123(C), pages 7-23.
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    6. Cavalli, Laura & Boeri, Chiara, 2023. "Carbon Neutral Lifestyles and NDCs: Advice and Policy Perspectives," FEEM Working Papers 334237, Fondazione Eni Enrico Mattei (FEEM).
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    8. Sanmay Shelat & Oded Cats & Sander van Cranenburgh, 2021. "Traveller behaviour in public transport in the early stages of the COVID-19 pandemic in the Netherlands," Papers 2104.10973, arXiv.org, revised Apr 2022.
    9. Chen, Chao & Feng, Tao & Gu, Xiaoning & Yao, Baozhen, 2022. "Investigating the effectiveness of COVID-19 pandemic countermeasures on the use of public transport: A case study of The Netherlands," Transport Policy, Elsevier, vol. 117(C), pages 98-107.
    10. Morlotti, Chiara & Birolini, Sebastian & Malighetti, Paolo & Redondi, Renato, 2023. "A latent class approach to estimate air travelers’ propensity toward connecting itineraries," Research in Transportation Economics, Elsevier, vol. 99(C).
    11. Nigro, Marialisa & Castiglione, Marisdea & Maria Colasanti, Fabio & De Vincentis, Rosita & Valenti, Gaetano & Liberto, Carlo & Comi, Antonio, 2022. "Exploiting floating car data to derive the shifting potential to electric micromobility," Transportation Research Part A: Policy and Practice, Elsevier, vol. 157(C), pages 78-93.
    12. Kapatsila, Bogdan & Bahamonde-Birke, Francisco J. & van Lierop, Dea & Grisé, Emily, 2023. "Impact of the COVID-19 pandemic on the comfort of riding a crowded bus in Metro Vancouver, Canada," Transport Policy, Elsevier, vol. 141(C), pages 83-96.
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    14. Schulte-Fischedick, Marta & Shan, Yuli & Hubacek, Klaus, 2021. "Implications of COVID-19 lockdowns on surface passenger mobility and related CO2 emission changes in Europe," Applied Energy, Elsevier, vol. 300(C).
    15. Valenzuela-Levi, N. & Echiburu, T. & Correa, J. & Hurtubia, R. & Muñoz, J.C., 2021. "Housing and accessibility after the COVID-19 pandemic: Rebuilding for resilience, equity and sustainable mobility," Transport Policy, Elsevier, vol. 109(C), pages 48-60.
    16. Shelat, Sanmay & Cats, Oded & van Cranenburgh, Sander, 2022. "Traveller behaviour in public transport in the early stages of the COVID-19 pandemic in the Netherlands," Transportation Research Part A: Policy and Practice, Elsevier, vol. 159(C), pages 357-371.
    17. Hector Monterde-i-Bort & Matus Sucha & Ralf Risser & Kristyna Honzickova, 2022. "A European-Wide Study on the Effects of the COVID-19 Threat on Active Transport Modes," Sustainability, MDPI, vol. 14(6), pages 1-22, March.
    18. Riccardo Ceccato & Riccardo Rossi & Massimiliano Gastaldi, 2021. "Travel Demand Prediction during COVID-19 Pandemic: Educational and Working Trips at the University of Padova," Sustainability, MDPI, vol. 13(12), pages 1-20, June.
    19. Haghani, Milad & Bliemer, Michiel C.J. & de Bekker-Grob, Esther W., 2022. "Applications of discrete choice experiments in COVID-19 research: Disparity in survey qualities between health and transport fields," Journal of choice modelling, Elsevier, vol. 44(C).
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    More about this item

    Keywords

    Active mobility; Revealed preferences; Stated preferences; Attitudes; Hybrid choice modelling; Covid-19;
    All these keywords.

    JEL classification:

    • R41 - Urban, Rural, Regional, Real Estate, and Transportation Economics - - Transportation Economics - - - Transportation: Demand, Supply, and Congestion; Travel Time; Safety and Accidents; Transportation Noise
    • R42 - Urban, Rural, Regional, Real Estate, and Transportation Economics - - Transportation Economics - - - Government and Private Investment Analysis; Road Maintenance; Transportation Planning
    • R48 - Urban, Rural, Regional, Real Estate, and Transportation Economics - - Transportation Economics - - - Government Pricing and Policy

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