Abstract
How do emotions like happiness, pain, stress, sadness and fatigue vary during travel and by travel mode? Understanding the relationship between how we travel and how we feel offers insight into ways of improving existing transportation services, prioritizing investments and theorizing and modeling the costs and benefits of travel. Drawing on the American Time Use Survey’s well-being module, which surveyed over 13,000 respondents about mood during randomly selected activities, we address these questions using pooled ordinary least squares and fixed-effects panel regression. Controlling for demographics and other individual-specific attributes, we find that, contrary to the common perception that travel is an onerous, derived demand, mood is generally no worse during travel than on average. However, compared to other influences, travel has only a small total impact on how we feel. The estimated relationship between mood and mode tends to be weak and often not statistically significant. Nevertheless, we find that bicyclists have the most positive affect. Next happiest are car passengers, and then car drivers, though when controlling for the pleasure typically derived from interacting with others drivers are at least as happy as passengers. Bus and train riders experience the most negative emotions, though a small part of this can be attributed to the fact that transit is disproportionately used for the unloved work trip. Our findings suggest that bicycle use may have benefits beyond the typically cited health and transportation ones, and that improving transit riders’ emotional experience may be as important as improving traditional service features such as headways and travel speeds. Our findings are ambiguous as to whether the joy of driving will limit the appeal of autonomous vehicles.
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Notes
Alternately, they have employed ordered model methods, a form of RUM. Research into which technique is superior in this context has unearthed little systematic difference in findings (Ferrer-i-Carbonell and Frijters 2004).
Knabe et al. (2010) find that the unemployed are generally less happy than the employed while engaging in any specific activity, but in the aggregate they are no less happy because they engage in more pleasant activities while the employed are working.
References
Abou-Zeid, M., Ben-Akiva, M.: Travel mode switching: comparison of findings from two public transportation experiments. Transp. Policy 24, 48–59 (2012)
Abou-Zeid, M., Ben-Akiva, M., Bierlaire, M.: Happiness and travel behavior modification. In: European Transport Conference, October 2008
Abou-Zeid, M.: Measuring and modeling activities and travel well-being. Ph.D. dissertation, Department of Civil and Environmental Engineering, Massachusetts Institute of Technology (2009)
Abou-Zeid, M., Witter, R., Bierlaire, M., Kaufmann, V., Ben-Akiva, M.: Happiness and travel mode switching: findings from a Swiss public transportation experiment. Transp. Policy 19(1), 93–104 (2012)
Andrews, F.M., Withey, S.B.: Social indicators of well-being: America’s perception of life quality. Plenum Press, New York (1976)
Ballas, D., Tranmer, M.: Happy people or happy places? A multilevel modeling approach to the analysis of happiness and well-being. Int. Reg. Sci. Rev. 35(1), 70–102 (2012)
Bergstad, C.J., Gamble, A., Gärling, T., Hagman, O., Polk, M., Ettema, D., Olsson, L.E.: Subjective well-being related to satisfaction with daily travel. Transportation 38(1), 1–15 (2011)
Bhat, C.R., Guo, J.Y.: A comprehensive analysis of built environment characteristics on household residential choice and auto ownership levels. Transp. Res. B 41(5), 506–526 (2007)
Bradburn, N.M.: The structure of psychological well-being. Aldine, Chicago (1969)
Brereton, F., Clinch, J.P., Ferreria, S.: Happiness, geography and the environment. Ecol. Econ. 62(2), 386–396 (2008)
Brownstone, D.: Key relationships between the built environment and VMT. Report Prepared for the Transportation Research Board & the Division on Engineering and Physical Sciences, Special Report 298, University of California, Irvine (2008)
Chatman, D.: Residential choice, the built environment, and nonwork travel: evidence using new data and methods. Environ. Plan. A 41(5), 1072–1089 (2009)
Choi, J., Coughlin, J.F., D’Ambrosio, L.A.: Travel time and subjective well-being. Paper presented at the 92nd Annual Meeting of the Transportation Research Board, Washington, DC (2012)
De Neve, J., Christakis, N.A., Fowler, J.H., Frey, B.S.: Genes, economics, and happiness. J. Neurosci. Psychol. Econ. 5(4), 193–211 (2012)
De Vos, J., Schwanen, T., Van Acker, V., Witlox, F.: Travel and subjective well-being: a focus on findings, methods, and future research needs. Transp. Rev. 33(4), 421–442 (2013)
Diener, E., Emmons, R. A.: The independence of positive and negative affect. J. Pers. Soc. Psychol. 47(5), 1105–1117 (1984)
Dolan, P., Peasgood, T., White, M.: Do we really know what makes us happy? A review of the economic literature on the factors associated with subjective well-being. J. Econ. Psychol. 29(1), 94–122 (2008)
Duarte, A., Garcia, C., Giannarakis, G., Limão, S., Polydoropoulou, A., Litinas, N.: New approaches in transportation planning: happiness and transport economics. NETNOMICS 11(1), 5–32 (2010)
Ellaway, A., Macintyre, S., Hiscock, R., Kearns, A.: In the driving seat: psychosocial benefits from private motor vehicle transport compared to public transport. Transp. Res. F 6(3), 217–231 (2003)
Ettema, D., Gärling, T., Olsson, L.E., Friman, M.: Out of home activities, daily travel, and subjective well-being. Transp. Res. A 44(9), 723–732 (2010)
Ettema, D., Garling, T., Eriksson, L., Friman, M., Olsson, L.E., Fujii, S.: Satisfaction with travel and subjective well-being: development and test of a measurement tool. Transp. Res. F 14(3), 167–175 (2011)
Ettema, D., Friman, M., Garling, T., Olsson, L.E., Fujii, S.: How in-vehicle activities affect work commuters’ satisfaction with public transport. J. Transp. Geogr. 24, 215–222 (2012)
Ferrer-i-Carbonell, A., Frijters, P.: How important is methodology for the estimates of the determinants of happiness? Econ. J. 114(497), 641–659 (2004)
Gardner, B., Abraham, C.: What drives car use? A grounded theory analysis of commuters’ reasons for driving. Transp. Res. F 10(3), 187–200 (2007)
Gardner, B., Abraham, C.: Psychological correlates of car use: a meta-analysis. Transp. Res. F 11(4), 300–311 (2008)
Goulias, K.G., Ravulaparthy, S., Polydoropoulou, A., Yoon, S.Y.: An exploratory analysis of the time-of-day dynamics of episodic hedonic value of activities and travel. Paper presented at 92nd Annual Meeting of Transportation Research Board, Washington, DC (2013)
Heath, Y., Gifford, R.: Extending the theory of planned behavior: predicting the use of public transportation. J. Appl. Soc. Psychol. 32(10), 2154–2189 (2002)
Hiscock, R., Macintyre, S., Ellaway, A., Kearns, A.: Means of transport and ontological security: do cars provide psychosocial benefits to their users? Transp. Res. D 7(2), 119–135 (2002)
Hupkes, G.: The law of constant travel time and trip-rates. Futures 14, 38–46 (1982)
Iseki, H., Smart, M., Taylor, B.D., Yoh, A.: Thinking outside the bus. Access 40, 9–15 (2012)
Jensen, M.: Passion and heart in transport: a sociological analysis of transport behavior. Transp. Policy 6(1), 19–33 (1999)
Kahneman, D., Krueger, A.B.: Developments in the measurement of subjective well-being. J. Econ. Perspect. 20(1), 3–24 (2006)
Kahneman, D., Krueger, A.B., Schkade, D.A., Schwarz, N., Stone, A.A.: A survey method for characterizing daily life experience: the day reconstruction method. Science 306(5072), 1776–1780 (2004a)
Kahneman, D., Krueger, A.B., Schkade, D.A., Schwarz, N., Stone, A.A.: The Day Reconstruction Method (DRM). Instrument Documentation. http://www.sciencemag.org/cgi/data/306/5702/1776/DC1/1 (2004b)
Kahneman, D., Krueger, A.B., Schkade, D., Schwarz, N., Stone, A.A.: Would you be happier if you were richer? Science 312(5782), 1908–1910 (2006)
Kesebir, P., Diener, E.: In pursuit of happiness: empirical answers to philosophical questions. Perspect. Psychol. Sci. 3(2), 117–125 (2008)
Knabe, A., Rätzel, S., Schöb, R., Weimann, J.: Dissatisfied with life but having a good day: time use and well-being of the unemployed. Econ. J. 120(547), 867–889 (2010)
Macintyre, S., Ellaway, A., Der, G., Ford, G., Hunt, K.: Are housing tenure and car access simply markers of income or self esteem? A Scottish study. J. Epidemiol. Community Health 52(10), 657–664 (1998)
Macintyre, S., Hiscock, R., Kearns, A., Ellaway, A.: Housing tenure and car access: further exploration of the nature of their relationships with health in a UK setting. J. Epidemiol. Community Health 55(5), 330–331 (2001)
Manaugh, K., Larsen, J., El-Geneidy, A.M.: Does distance matter? Exploring the links among values, motivations, and satisfaction in walking trips. Paper presented at the 91st Annual Meeting of the Transportation Research Board, Washington, DC (2012)
Mann, E., Abraham, C.: The role of affect in UK commuters’ travel mode choices: an interpretative phenomenological analysis. Br. J. Psychol. 97(2), 155–176 (2006)
McFadden, D.: Economic choices. Am. Econ. Rev. 91(3), 351–378 (2001)
Mokhtarian, P.L., Cao, X.: Examining the impacts of residential self-selection on travel behavior: a focus on methodologies. Transp. Res. B 42(3), 204–228 (2008)
Mokhtarian, P.L., Salomon, I.: How derived is the demand for travel? Some conceptual and measurement considerations. Transp. Res. A 35(8), 695–719 (2001)
Morris, E.A.: Access and outcomes: transportation, location and subjective well-being. Paper presented at the 92nd Annual Meeting of the Transportation Research Board, Washington, DC (2013)
Nes, R.B., Røysamb, E., Tambs, K., Harris, J.R., Reichborn-Kjennerud, T.: Subjective well-being: genetic and environmental contributions to stability and change. Psychol. Med. 36(7), 1033–1042 (2006)
Olsson, L.E., Gärling, T., Ettema, D., Friman, M., Fujii, S.: Happiness and satisfaction with work commute. Soc. Indic. Res. 11(1), 255–263 (2013)
Ory, D.T., Mokhtarian, P.L.: When is getting there half the fun? Modeling the liking for travel. Transp. Res. A 39(2–3), 97–123 (2005)
Ory, D.T., Mokhtarian, P.L., Redmond, L., Salomon, I., Collantes, G.O., Choo, S.: When is commuting desirable to the individual? Growth Change 35(3), 334–359 (2004)
Pucher, J., Renne, J.L.: Socioeconomics of urban travel: evidence from the 2001 NHTS. Transp. Q. 57(3), 49–77 (2003)
Redmond, L.S., Mokhtarian, P.L.: The positive utility of the commute: modeling ideal commute time and relative desired commute amount. Transportation 28(2), 179–205 (2001)
Salomon, I.: Telecommunications and travel: substitution or modified mobility? J. Transp. Econ. Policy 19(3), 219–235 (1985)
Small, K.: Project evaluation. In: Gomez-Ibanez J., Tye W., Winston C. (eds.), Essays in Transportation Economics and Policy: A Handbook in Honor of John R. Meyer, pp. 137–177. Brookings Institution Press, Washington, DC (1999)
Small, K., Verhoef, E.: The Economics of Urban Transportation, 2nd edn. Routledge, New York (2007)
Stradling, S., Carreno, M., Rye, T., Noble, A.: Passenger perceptions and the ideal urban bus journey experience. Transp. Policy 14(4), 283–292 (2007a)
Stradling, S.G., Anable, J., Carreno, M.: Performance, importance and user disgruntlement: a six-step method for measuring satisfaction with travel modes. Transp. Res. A 1, 98–106 (2007b)
Stutzer, A., Frey, B.S.: Stress that doesn’t pay: the commuting paradox. Scand. J. Econ. 110(2), 339–366 (2008)
Tertoolen, G., Van Kreveld, D., Verstraten, B.: Psychological resistance against attempts to reduce private car use. Transp. Res. A 32(3), 171–181 (1998)
United States Department of Labor, Bureau of Labor Statistics: American Time Use Survey. http://www.bls.gov/tus/ (2013)
Van Acker, V., Mokhtarian, P.L., Witlox, F.: Going soft: on how subjective variables explain modal choices for leisure travel. Eur. J. Transp. Infrastruct. Res. 11(2), 115–147 (2011)
Van Wee, B., Holwerda, H., van Baren, R.: Preferences for modes, residential location and travel behaviour: the relevance for land-use impacts on mobility. Eur. J. Transp. Infrastruct. Res. 2(3/4), 305–316 (2002)
Wardman, M., Hine, J., Stradling, S.G.: Interchange and travel choice. Scottish Executive Central Research Unit, Edinburgh (2001)
Weinstein, A.: Customer satisfaction among transit riders: how customers rank the relative importance of various service attributes. Transp. Res. Rec. 1735, 123–132 (2000)
White, M.P., Dolan, P.: Accounting for the richness of daily activities. Psychol. Sci. 20(8), 1000–1008 (2009)
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Morris, E.A., Guerra, E. Mood and mode: does how we travel affect how we feel?. Transportation 42, 25–43 (2015). https://doi.org/10.1007/s11116-014-9521-x
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DOI: https://doi.org/10.1007/s11116-014-9521-x
Keywords
- Happiness
- Affect
- Travel
- Travel mode
- Commuting
- Derived demand