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Latent lifestyle and mode choice decisions when travelling short distances

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Abstract

In the quest for sustainable travel, short distances appear the most amenable to curbing the use of the automobile. Existing studies about short trips evaluate the potential of shifting from the automobile to sustainable travel options while considering the population as homogeneous in its preferences and its tendency to accept these alternative travel options as realistic. However, this assumption appears quite unrealistic and the current study offers a different perspective: the mode choices when travelling short distances are likely related to lifestyle decisions. Short trip chains of a representative sample of the Danish population in the Copenhagen Region were analysed, and more specifically a latent class choice model was estimated to uncover latent lifestyle groups and choice specific travel behaviour. Results show that four lifestyle groups are identified in the population: car oriented, bicycle oriented, public transport oriented and public transport averse. Each lifestyle group has specific perceptions of travel time (with extremely different rates of substitution between alternative travel modes), transfer penalties in public transport trip chains, weather influence (especially on active travel modes), and trip purpose effect on mode selection. Consequently, when thinking about measures to increase the appeal of sustainable travel options, decision-makers should look at specific individuals within the population and more sensitive individuals to comfort and level-of-service improvements across the lifestyle groups.

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References

  • Anable, J.: ‘Complacent car addicts’ or ‘aspiring environmentalists’? Identifying travel behaviour segments using attitude theory. Transp. Policy 12, 65–78 (2005)

    Article  Google Scholar 

  • Anderson, M.K., Nielsen, O.A., Prato, C.G.: Multimodal route choice models of public transport passengers in the Greater Copenhagen Area. EURO J. Transp. Logist. (2014). doi:10.1007/s13676-014-0063-3

    Google Scholar 

  • Banister, D.: The sustainable mobility paradigm. Transp. Policy 15, 73–80 (2008)

    Article  Google Scholar 

  • Ben-Akiva, M.E., Lerman, S.: Discrete Choice Analysis. The MIT Press, Cambridge (1985)

    Google Scholar 

  • Bina, M., Graziano, F., Bonino, S.: Risky driving and lifestyles in adolescence. Accid. Anal. Prev. 38, 472–481 (2006)

    Article  Google Scholar 

  • Borken-Kleefeld, J., Fuglestvedt, J.S., Berntsen, T.: Mode, load, and specific climate impact from passenger trips. Environ. Sci. Technol. 47, 7608–7614 (2013)

    Article  Google Scholar 

  • Carse, A., Goodman, A., Mackett, R.L., Panter, J., Ogilvie, D.: The factors influencing car use in a cycle-friendly city: the case of Cambridge. J. Transp. Geogr. 28, 67–74 (2013)

    Article  Google Scholar 

  • Choo, S., Mokhtarian, P.L.: What type of vehicle do people drive? The role of attitude and lifestyle in influencing vehicle type choice. Transp. Res. A 38, 201–222 (2004)

    Google Scholar 

  • de Hartog, J.J., Boogaard, H., Nijland, H., Hoek, G.: Do the health benefits of cycling outweigh the risks? Environ. Health Perspect. 118, 1109–1116 (2010)

    Article  Google Scholar 

  • de Nazelle, A., Morton, B.J., Jerrett, M., Crawford-Brown, D.: Short trips: an opportunity for reducing mobile-source emissions? Transp. Res. D 15, 451–457 (2010)

    Article  Google Scholar 

  • de Nazelle, A., Nieuwenhuijsen, M.J., Antó, J.M., Brauer, M., Briggs, D., Braun-Fahrlander, C., Cavill, N., Cooper, A.R., Desqueyroux, H., Fruin, S., Hoek, G., Panis, L.I., Janssen, N., Jerrett, M., Joffe, M., Andersen, Z.J., van Kempen, E., Kingham, S., Kubesch, N., Leyden, K.M., Marshall, J.D., Matamala, J., Mellios, G., Mendez, M., Nassif, H., Ogilvie, D., Peiró, R., Pérez, K., Rabl, A., Ragettli, M., Rodríguez, D., Rojas-Rueda, D., Ruiz, P., Sallis, J.F., Terwoert, J., Toussaint, J.F., Tuomisto, J., Zuurbier, M., Lebret, E.: Improving health through policies that promote active travel: a review of evidence to support integrated health impact assessment. Environ. Int. 37, 766–777 (2011)

    Article  Google Scholar 

  • Fan, Y., Khattak, A.: Time use patterns, lifestyles, and sustainability of nonwork travel behavior. Int. J. Sustain. Transp. 20, 26–47 (2012)

    Article  Google Scholar 

  • Forsey, D., Nurul Habib, K., Miller, E.J., Shalaby, A.: Temporal transferability of work trip mode choice models in an expanding suburban area: the case of York Region, Ontario. Transp. A 10, 469–482 (2014)

    Google Scholar 

  • Frank, L., Stone, B.J., Bachman, W.: Linking land use with household vehicle emissions in the central Puget sound: methodological framework and findings. Transp. Res. D 5, 173–196 (2000)

    Article  Google Scholar 

  • Frenkel, A., Bendit, E., Kaplan, S.: The linkage between the lifestyle of knowledge-workers and their intra-metropolitan residential choice: a clustering approach based on self-organizing maps. Comput. Environ. Urban Syst. 39, 151–161 (2013a)

    Article  Google Scholar 

  • Frenkel, A., Bendit, E., Kaplan, S.: Residential location choice of knowledge-workers in a “startup metropolis”: the role of amenities, workplace and lifestyle. Cities 35, 33–41 (2013b)

    Article  Google Scholar 

  • Fuglestvedt, J.S., Shine, K.P., Berntsen, T., Cook, J., Lee, D.S., Stenke, A., Skeie, R.B., Velders, G.J.M., Waitz, I.A.: Transport impacts on atmosphere and climate: metrics. Atmos. Environ. 44, 4648–4677 (2010)

    Article  Google Scholar 

  • Gopinath, D.A.: Modeling Heterogeneity in Discrete Choice Processes: Application to Travel Demand. Ph.D. Dissertation, Massachusetts Institute of Technology, Cambridge, MA (1995)

  • Grabow, M., Spak, S., Holloway, T., Stone, B., Mednick, A., Patz, J.: Air quality and exercise-related health benefits from reduced car travel in the Midwestern United States. Environ. Health Perspect. 120, 68–76 (2012)

    Article  Google Scholar 

  • Greene, W.H., Hensher, D.A.: A latent class model for discrete choice analysis: contrasts with mixed logit. Transp. Res. B 37, 681–698 (2003)

    Article  Google Scholar 

  • Guerra, E.: The geography of car ownership in Mexico City: a joint model of households’ residential location and car ownership decisions. J. Transp. Geogr. 43, 171–180 (2015)

    Article  Google Scholar 

  • Hertel, O., Hvidberg, M., Ketzel, M., Storm, L., Stausgaard, L.: A proper choice of route significantly reduces air pollution exposure—a study on bicycle and bus trips in urban streets. Sci. Total Environ. 389, 58–70 (2008)

    Article  Google Scholar 

  • Hess, S., Stathopoulos, A.: A mixed random utility—random regret model linking the choice of decision rule to latent character traits. J. Choice Model 9, 27–38 (2013)

    Article  Google Scholar 

  • Hess, S., Stathopoulos, A., Daly, A.J.: Allowing for heterogeneous decision rules in discrete choice models: an approach and four case studies. Transportation 39, 565–591 (2012)

    Article  Google Scholar 

  • Kim, S., Ulfarsson, G.F.: Curbing automobile use for sustainable transportation: analysis of mode choice on short home-based trips. Transportation 35, 723–737 (2008)

    Article  Google Scholar 

  • Kitamura, R.: Life-style and travel demand. Transportation 36, 679–710 (2009)

    Article  Google Scholar 

  • Krizek, K.J.: Lifestyles, residential location decisions, and pedestrian and transit activity. Transp. Res. Rec. 1981, 171–178 (2006)

    Article  Google Scholar 

  • Krizek, K.J., Waddell, P.: Analysis of lifestyle choices: neighborhood type, travel patterns, and activity participation. Transp. Res. Rec. 1807, 119–128 (2002)

    Article  Google Scholar 

  • Lindsay, G., Macmillan, A., Woodward, A.: Moving urban trips from cars to bicycles: impact on health and emissions. Aust. N. Z. J. Public Health 35, 54–60 (2011)

    Article  Google Scholar 

  • Loukopoulos, P., Gärling, T.: Are car users too lazy to walk? The relationship of distance thresholds for driving to the perceived effort of walking. Transp. Res. Rec. 1926, 206–211 (2005)

    Article  Google Scholar 

  • Mabit, S.L., Fosgerau, M.: Demand for alternative-fuel vehicles when registration taxes are high. Transp. Res. D 16, 225–231 (2011)

    Article  Google Scholar 

  • Mackett, R.: Why do people use their cars for short trips? Transportation 30, 329–349 (2003)

    Article  Google Scholar 

  • Maibach, E., Steg, L., Anable, J.: Promoting physical activity and reducing climate change: opportunities to replace short car trips with active transportation. Prev. Med. 49, 326–327 (2009)

    Article  Google Scholar 

  • Monzon, A., Vega, L.A., Lopez-Lambas, M.E.: Potential to attract drivers out of their cars in dense urban areas. Eur. Transp. Res. Rev. 3, 129–137 (2011)

    Article  Google Scholar 

  • Noland, R., Park, H., Von Hagen, L.A., Chatman, D.G.: A mode choice analysis of school trips in New Jersey. J. Transp. Land Use 7, 111–133 (2014)

    Article  Google Scholar 

  • Ory, D., Mokhtarian, P.L.: Modeling the structural relationships among short-distance travel amounts, perceptions, affections, and desires. Transp. Res. A 43, 26–43 (2009)

    Google Scholar 

  • Paulssen, M., Temme, D., Vij, A., Walker, J.L.: Values, attitudes and travel behavior: a hierarchical latent variable mixed logit model of travel mode choice. Transportation 41, 873–888 (2014)

    Article  Google Scholar 

  • Piatkowski, D.P., Krizek, K.J., Handy, S.L.: Accounting for the short term substitution effects of walking and cycling in sustainable transportation. Travel Behav. Soc. 2, 32–41 (2015)

    Article  Google Scholar 

  • Pinjari, A.R., Pendyala, R.M., Bhat, C.R., Waddell, P.A.: Modeling the choice continuum: an integrated model of residential location, auto ownership, bicycle ownership, and commute tour mode choice decisions. Transportation 38, 933–958 (2011)

    Article  Google Scholar 

  • Pucher, J., Komanoff, C., Schimek, P.: Bicycling renaissance in North America? Recent trends and alternative policies to promote bicycling. Transp. Res. A 33, 625–654 (1999)

    Google Scholar 

  • Rich, J., Prato, C.G., Hels, T., Lyckegaard, A., Kristensen, N.B.: Analyzing the relationship between car generation and severity of motor-vehicle crashes in Denmark. Accid. Anal. Prev. 54, 81–89 (2013)

    Article  Google Scholar 

  • Rietveld, P.: Non-motorised modes in transport systems: a multimodal chain perspective for the Netherlands. Transp. Res. D 5, 31–36 (2000)

    Article  Google Scholar 

  • Rojas-Rueda, D., de Nazelle, A., Tainio, M., Nieuwenhuijsen, M.J.: The health risks and benefits of cycling in urban environments compared with car use: health impact assessment study. Br. Med. J. 343, d4521 (2011)

    Article  Google Scholar 

  • Salomon, I.: Life Style as a Factor in Explaining Travel Behavior. Ph.D. Dissertation, Massachusetts Institute of Technology, Cambridge, MA (1980)

  • Salomon, I., Ben-Akiva, M.E.: The use of the life-style concept in travel demand models. Environ. Plan. A 15, 623–638 (1983)

    Article  Google Scholar 

  • Scheepers, E., Wendel-Vos, W., van Kempen, E., Panis, L.I., Maas, J., Stipdonk, H., Moerman, M., den Hertog, F., Staatsen, B., van Wesemael, P., Schuit, J.: Personal and environmental characteristics associated with choice of active transport modes versus car use for different trip purposes of trips up to 7.5 kilometers in the Netherlands. PLoS One 8, e73105 (2013)

    Article  Google Scholar 

  • Scheiner, J., Holz-Rau, C.: Travel mode choice: affected by objective or subjective determinants? Transportation 34, 487–511 (2007)

    Article  Google Scholar 

  • Schepers, J.P., Heinen, E.: How does a modal shift from short car trips to cycling affect road safety? Accid. Anal. Prev. 50, 1118–1127 (2013)

    Article  Google Scholar 

  • Schwanen, T., Mokhtarian, P.L.: What affects commute mode choice: neighborhood physical structure or preferences toward neighborhoods? J. Transp. Geogr. 13, 83–99 (2005)

    Article  Google Scholar 

  • Sigurdardottir, S.B., Kaplan, S., Møller, M., Teasdale, T.: Understanding adolescents’ intentions to commute by car or bicycle as adults. Transp. Res. D 24, 1–9 (2013)

    Article  Google Scholar 

  • Smith, B., Olaru, D.: Lifecycle stages and residential location choice in the presence of latent preference heterogeneity. Environ. Plan. A 45, 2495–2514 (2013)

    Article  Google Scholar 

  • Sun, Z., Arentze, T., Timmermans, H.: A heterogeneous latent class model of activity rescheduling, route choice and information acquisition decisions under multiple uncertain events. Transp. Res. C 25, 46–60 (2012)

    Article  Google Scholar 

  • van Acker, V.: Lifestyle and modal choices: Defining, measuring and using the ‘lifestyle’ concept. Proceedings of the 94th Annual Meeting of the Transportation Research Board, Washington, D.C (2015)

  • van Acker, V., Mokhtarian, P.L., Witlox, F.: Car availability explained by the structural relationships between lifestyles, residential location, and underlying residential and travel attitudes. Transp. Policy 35, 88–99 (2014)

    Article  Google Scholar 

  • Vij, A., Carrel, A., Walker, J.L.: Incorporating the influence of latent modal preferences on travel mode choice behaviour. Transp. Res. A 54, 164–178 (2013)

    Google Scholar 

  • Vovsha, P., Vyas, G., Givon, D., Birotker, Y.: Individual mobility attributes and their impact on modality style comparison across three population sectors in Jerusalem, Israel. Transp. Res. Rec. 2382, 132–141 (2013)

    Article  Google Scholar 

  • Walker, J.L.: Extended Discrete Choice Models: Integrated Framework, Flexible Error Structures, and Latent Variables. Ph.D. Dissertation, Massachusetts Institute of Technology, Cambridge, MA (2001)

  • Walker, J.L., Li, J.: Latent lifestyle preferences and household location decisions. J. Geogr. Syst. 9, 77–101 (2007)

    Article  Google Scholar 

  • Zhou, J.: From better understandings to proactive actions: housing location and commuting mode choices among university students. Transp. Policy 33, 166–175 (2014)

    Article  Google Scholar 

Download references

Acknowledgments

The authors gratefully acknowledge the Danish Road Directorate for the financial support of the project “Effects of cycling policies” that the current study is part of.

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Correspondence to Carlo Giacomo Prato.

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Prato, C.G., Halldórsdóttir, K. & Nielsen, O.A. Latent lifestyle and mode choice decisions when travelling short distances. Transportation 44, 1343–1363 (2017). https://doi.org/10.1007/s11116-016-9703-9

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