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What drives the gap? Applying the Blinder–Oaxaca decomposition method to examine generational differences in transportation-related attitudes

Author

Listed:
  • Ali Etezady

    (Georgia Institute of Technology)

  • F. Atiyya Shaw

    (Georgia Institute of Technology)

  • Patricia L. Mokhtarian

    (Georgia Institute of Technology)

  • Giovanni Circella

    (Georgia Institute of Technology
    University of California, Davis)

Abstract

Considerable recent work suggests that Millennials’ behaviors may be converging with those of Generation X as they enter later life stages, but few have investigated whether attitudes, which are often strong predictors of behavior, are undergoing the same convergence. In this study, we analyze the existing generational gap in four transportation-related attitudes (currently pro-urban, long-term pro-urban, pro-car ownership, and pro-environment), and examine the differential effects of other characteristics, including life-stage variables, on these attitudinal gaps. We apply the threefold Blinder–Oaxaca decomposition method to a statewide (weighted) sample of 1029 Millennials and 946 Generation Xers from California to unravel these effects. The method distinguishes among: (1) effects due to the cohorts having different characteristics (endowments); (2) effects due to those characteristics having different influences on attitudes (coefficients); and (3) the interaction of those two effects. We observe that Millennials’ attitudes: (1) differ from those of Generation X only by small, albeit statistically significant, amounts on average; and (2) are closer to those of Generation X as they gain on a host of life-stage variables such as marital status, income, and education. For example, if Millennials were married, employed, and earning higher incomes at the same rates as Generation X (but retaining their own model coefficients), the generational gap in the currently pro-urban attitude would be reduced by 24%. This study brings an econometric approach to the study of generational divides in transportation-related attitudes, with findings suggesting that Millennials might be leaving part of their uniqueness behind as they enter later life stages.

Suggested Citation

  • Ali Etezady & F. Atiyya Shaw & Patricia L. Mokhtarian & Giovanni Circella, 2021. "What drives the gap? Applying the Blinder–Oaxaca decomposition method to examine generational differences in transportation-related attitudes," Transportation, Springer, vol. 48(2), pages 857-883, April.
  • Handle: RePEc:kap:transp:v:48:y:2021:i:2:d:10.1007_s11116-020-10080-5
    DOI: 10.1007/s11116-020-10080-5
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    as
    1. Mokhtarian, Patricia L. & Salomon, Ilan, 1997. "Modeling the desire to telecommute: The importance of attitudinal factors in behavioral models," Transportation Research Part A: Policy and Practice, Elsevier, vol. 31(1), pages 35-50, January.
    2. Reid Ewing & Robert Cervero, 2010. "Travel and the Built Environment," Journal of the American Planning Association, Taylor & Francis Journals, vol. 76(3), pages 265-294.
    3. Dowell Myers, 2016. "Peak Millennials: Three Reinforcing Cycles That Amplify the Rise and Fall of Urban Concentration by Millennials," Housing Policy Debate, Taylor & Francis Journals, vol. 26(6), pages 928-947, November.
    4. Cristian Domarchi & Alejandro Tudela & Angélica González, 2008. "Effect of attitudes, habit and affective appraisal on mode choice: an application to university workers," Transportation, Springer, vol. 35(5), pages 585-599, August.
    5. Fan, Yingling & Guthrie, Andrew & Levinson, David, 2016. "Waiting time perceptions at transit stops and stations: Effects of basic amenities, gender, and security," Transportation Research Part A: Policy and Practice, Elsevier, vol. 88(C), pages 251-264.
    6. Hopkins, Debbie, 2016. "Can environmental awareness explain declining preference for car-based mobility amongst generation Y? A qualitative examination of learn to drive behaviours," Transportation Research Part A: Policy and Practice, Elsevier, vol. 94(C), pages 149-163.
    7. Venu M. Garikapati & Ram M. Pendyala & Eric A. Morris & Patricia L. Mokhtarian & Noreen McDonald, 2016. "Activity patterns, time use, and travel of millennials: a generation in transition?," Transport Reviews, Taylor & Francis Journals, vol. 36(5), pages 558-584, September.
    8. Braumoeller, Bear F., 2004. "Hypothesis Testing and Multiplicative Interaction Terms," International Organization, Cambridge University Press, vol. 58(4), pages 807-820, October.
    9. Alexa Delbosc & Graham Currie, 2013. "Causes of Youth Licensing Decline: A Synthesis of Evidence," Transport Reviews, Taylor & Francis Journals, vol. 33(3), pages 271-290, May.
    10. Klein, Nicholas J. & Smart, Michael J., 2017. "Millennials and car ownership: Less money, fewer cars," Transport Policy, Elsevier, vol. 53(C), pages 20-29.
    11. Thigpen, Calvin & Handy, Susan, 2018. "Driver's licensing delay: A retrospective case study of the impact of attitudes, parental and social influences, and intergenerational differences," Transportation Research Part A: Policy and Practice, Elsevier, vol. 111(C), pages 24-40.
    12. Reimers, Cordelia W, 1983. "Labor Market Discrimination against Hispanic and Black Men," The Review of Economics and Statistics, MIT Press, vol. 65(4), pages 570-579, November.
    13. Oaxaca, Ronald, 1973. "Male-Female Wage Differentials in Urban Labor Markets," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 14(3), pages 693-709, October.
    14. Spears, Steven & Houston, Douglas & Boarnet, Marlon G., 2013. "Illuminating the unseen in transit use: A framework for examining the effect of attitudes and perceptions on travel behavior," Transportation Research Part A: Policy and Practice, Elsevier, vol. 58(C), pages 40-53.
    15. Ben Jann, 2008. "The Blinder–Oaxaca decomposition for linear regression models," Stata Journal, StataCorp LP, vol. 8(4), pages 453-479, December.
    16. Tobias Kuhnimhof & Jimmy Armoogum & Ralph Buehler & Joyce Dargay & Jon Martin Denstadli & Toshiyuki Yamamoto, 2012. "Men Shape a Downward Trend in Car Use among Young Adults—Evidence from Six Industrialized Countries," Transport Reviews, Taylor & Francis Journals, vol. 32(6), pages 761-779, September.
    17. Gordon Liu & Wai-Wai Ko, 2011. "An Analysis of Cause-Related Marketing Implementation Strategies Through Social Alliance: Partnership Conditions and Strategic Objectives," Journal of Business Ethics, Springer, vol. 100(2), pages 253-281, May.
    18. Delbosc, Alexa & Nakanishi, Hitomi, 2017. "A life course perspective on the travel of Australian millennials," Transportation Research Part A: Policy and Practice, Elsevier, vol. 104(C), pages 319-336.
    19. Circella, Giovanni & Tiedeman, Kate & Handy, Susan & Alemi, Farzad & Mokhtarian, Patricia, 2016. "What Affects Millennials’ Mobility? Part I: Investigating the Environmental Concerns, Lifestyles, Mobility-Related Attitudes and Adoption of Technology of Young Adults in California," Institute of Transportation Studies, Working Paper Series qt6wm51523, Institute of Transportation Studies, UC Davis.
    20. Handy, Susan & Cao, Xinyu & Mokhtarian, Patricia L., 2005. "Correlation or causality between the built environment and travel behavior? Evidence from Northern California," University of California Transportation Center, Working Papers qt5b76c5kg, University of California Transportation Center.
    21. Martin Biewen, 2014. "A general decomposition formula with interaction effects," Applied Economics Letters, Taylor & Francis Journals, vol. 21(9), pages 636-642, June.
    22. Blumenberg, Evelyn & Taylor, Brian D. & Smart, Michael & Ralph, Kelcie & Wander, Madeline & Brumbagh, Stephen, 2012. "What's Youth Got to Do with It? Exploring the Travel Behavior of Teens and Young Adults," University of California Transportation Center, Working Papers qt9c14p6d5, University of California Transportation Center.
    23. Yongsung Lee & Giovanni Circella & Patricia L. Mokhtarian & Subhrajit Guhathakurta, 0. "Are millennials more multimodal? A latent-class cluster analysis with attitudes and preferences among millennial and Generation X commuters in California," Transportation, Springer, vol. 0, pages 1-24.
    24. Alan S. Blinder, 1973. "Wage Discrimination: Reduced Form and Structural Estimates," Journal of Human Resources, University of Wisconsin Press, vol. 8(4), pages 436-455.
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