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Modeling taxi drivers’ decisions for improving airport ground access: John F. Kennedy airport case

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  • Anil Yazici, M.
  • Kamga, Camille
  • Singhal, Abhishek

Abstract

Taxi service is an important component of airport ground access, which affects the economic competitiveness of an airport and its potential positive impact on the surrounding region. Airports across the globe experience both taxi shortages and excesses due to various factors such as the airport’s proximity to the city center, timing and frequency of flights, and the fare structure. Since taxi drivers are independent entities whose decisions affect the taxi supply at airports, it is important to understand taxi drivers’ decision mechanisms in order to suggest policies and to maintain taxi demand and supply equilibrium at the airports. In this paper, New York City (NYC) taxi drivers’ decisions about airport pick-ups or cruising for customers at the end of each trip is modeled using logistic regression based on a large taxi GPS dataset. The presented approach helps to quantify the potential impacts of parameters and to rank their influence for policy recommendations. The results reveal that spatial variables (mainly related to proximity) have the highest impact on taxi drivers’ airport pickup decisions, followed by temporal, environmental and driver-shift related variables. Along with supplementary information from unstructured taxi driver interviews, the model results are used to suggest policies for the improvement of John F. Kennedy (JFK) airport’s ground access and passenger satisfaction, i.e. the implementation of taxi driver frequent airport server punch cards and a time-specific ride share program.

Suggested Citation

  • Anil Yazici, M. & Kamga, Camille & Singhal, Abhishek, 2016. "Modeling taxi drivers’ decisions for improving airport ground access: John F. Kennedy airport case," Transportation Research Part A: Policy and Practice, Elsevier, vol. 91(C), pages 48-60.
    • Handle: RePEc:eee:transa:v:91:y:2016:i:c:p:48-60
    DOI: 10.1016/j.tra.2016.06.004
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    References listed on IDEAS

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    1. Colin Camerer & Linda Babcock & George Loewenstein & Richard Thaler, 1997. "Labor Supply of New York City Cabdrivers: One Day at a Time," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 112(2), pages 407-441.
    2. Vincent P. Crawford & Juanjuan Meng, 2011. "New York City Cab Drivers' Labor Supply Revisited: Reference-Dependent Preferences with Rational-Expectations Targets for Hours and Income," American Economic Review, American Economic Association, vol. 101(5), pages 1912-1932, August.
    3. Wong, R.C.P. & Szeto, W.Y. & Wong, S.C., 2014. "Bi-level decisions of vacant taxi drivers traveling towards taxi stands in customer-search: Modeling methodology and policy implications," Transport Policy, Elsevier, vol. 33(C), pages 73-81.
    4. Tsamboulas, Dimitrios A. & Nikoleris, Anastasios, 2008. "Passengers' willingness to pay for airport ground access time savings," Transportation Research Part A: Policy and Practice, Elsevier, vol. 42(10), pages 1274-1282, December.
    5. Wai Yuen Szeto & Ryan Cheuk Pong Wong & Sze Chun Wong & Hai Yang, 2013. "A time-dependent logit-based taxi customer-search model," International Journal of Urban Sciences, Taylor & Francis Journals, vol. 17(2), pages 184-198, July.
    6. Sean D. Barrett, 2010. "The Sustained Impacts Of Taxi Deregulation," Economic Affairs, Wiley Blackwell, vol. 30(1), pages 61-65, March.
    7. Camille Kamga & Alison Conway & Abhishek Singhal & Anil Yazici, 2012. "Using Advanced Technologies to Manage Airport Taxicab Operations," Journal of Urban Technology, Taylor & Francis Journals, vol. 19(4), pages 23-43, October.
    8. Gelhausen, Marc C., 2011. "Modelling the effects of capacity constraints on air travellers’ airport choice," Journal of Air Transport Management, Elsevier, vol. 17(2), pages 116-119.
    9. Yuan K. Chou, 2002. "Testing Alternative Models Of Labour Supply: Evidence From Taxi Drivers In Singapore," The Singapore Economic Review (SER), World Scientific Publishing Co. Pte. Ltd., vol. 47(01), pages 17-47.
    10. Richard Darbéra, 2010. "Taxicab regulation and urban residents' expectations from policy makers: a survey in eight cities," Post-Print halshs-00557099, HAL.
    11. Pels, Eric & Nijkamp, Peter & Rietveld, Piet, 2003. "Access to and competition between airports: a case study for the San Francisco Bay area," Transportation Research Part A: Policy and Practice, Elsevier, vol. 37(1), pages 71-83, January.
    12. Henry S. Farber, 2008. "Reference-Dependent Preferences and Labor Supply: The Case of New York City Taxi Drivers," American Economic Review, American Economic Association, vol. 98(3), pages 1069-1082, June.
    13. Yang, Hai & Fung, C.S. & Wong, K.I. & Wong, S.C., 2010. "Nonlinear pricing of taxi services," Transportation Research Part A: Policy and Practice, Elsevier, vol. 44(5), pages 337-348, June.
    14. Henry S. Farber, 2005. "Is Tomorrow Another Day? The Labor Supply of New York City Cabdrivers," Journal of Political Economy, University of Chicago Press, vol. 113(1), pages 46-82, February.
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    2. Jia, Wen & Huang, Yu-lin & Zhao, Qun & Qi, Yi, 2022. "Modeling taxi drivers’ decisions at airport based on queueing theory," Research in Transportation Economics, Elsevier, vol. 92(C).
    3. Ugirumurera, Juliette & Severino, Joseph & Ficenec, Karen & Ge, Yanbo & Wang, Qichao & Williams, Lindy & Chae, Junghoon & Lunacek, Monte & Phillips, Caleb, 2021. "A modeling framework for designing and evaluating curbside traffic management policies at Dallas-Fort Worth International Airport," Transportation Research Part A: Policy and Practice, Elsevier, vol. 153(C), pages 130-150.
    4. Zhai, Wei & Bai, Xueyin & Peng, Zhong-ren & Gu, Chaolin, 2019. "A bottom-up transportation network efficiency measuring approach: A case study of taxi efficiency in New York City," Journal of Transport Geography, Elsevier, vol. 80(C).

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