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A stochastic prediction of minibus taxi driver behaviour in South Africa

Author

Listed:
  • Jan Schlüter

    (Max Planck Institute for Dynamics and Self-Organization
    Georg-August-University of Göttingen)

  • Manuel Frewer

    (Max Planck Institute for Dynamics and Self-Organization
    Georg-August-University of Göttingen)

  • Leif Sörensen

    (Max Planck Institute for Dynamics and Self-Organization
    Aerodynamics and Aerospace Technology)

  • Justin Coetzee

    (GoMetro)

Abstract

For many emerging and developing countries, urbanization and demographic changes require a remodelling of transportation systems and networks. Paratransit, with its demand responsive characteristics of being fully flexible, often represents the backbone of the transport sector while being an informal and, therefore, fairly unorganised system with little knowledge about working routines of its workers. As an example, this paper analyses the minibus taxi industry in South Africa based on data from Rustenburg, a mid-sized city, to gain valuable insights into the working behaviour of minibus taxi drivers by taking an evidence-based and data-based approach. Therefore, the principle of reference-dependent preferences is applied to the data to investigate the labour supply choice of taxi drivers, since sheer profit maximization has proven inadequate for the analysis here. Results indicate, that working hours for South African minibus taxi drivers are likely to be in the 10–12 h bracket with a revenue-dependent additional hour accounting for the revenue performance of that day. As a main finding however, South African minibus taxi drivers cannot clearly be attributed to either reference dependence or profit-maximization behaviour.

Suggested Citation

  • Jan Schlüter & Manuel Frewer & Leif Sörensen & Justin Coetzee, 2020. "A stochastic prediction of minibus taxi driver behaviour in South Africa," Palgrave Communications, Palgrave Macmillan, vol. 7(1), pages 1-12, December.
  • Handle: RePEc:pal:palcom:v:7:y:2020:i:1:d:10.1057_s41599-020-0508-2
    DOI: 10.1057/s41599-020-0508-2
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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. Botond Kőszegi & Matthew Rabin, 2006. "A Model of Reference-Dependent Preferences," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 121(4), pages 1133-1165.
    4. Pascal Mossay & Pierre Picard, 2019. "Spatial segregation and urban structure," Journal of Regional Science, Wiley Blackwell, vol. 59(3), pages 480-507, June.
    5. Amos Tversky & Daniel Kahneman, 1991. "Loss Aversion in Riskless Choice: A Reference-Dependent Model," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 106(4), pages 1039-1061.
    6. Börjesson, Maria & Eliasson, Jonas, 2014. "Experiences from the Swedish Value of Time study," Transportation Research Part A: Policy and Practice, Elsevier, vol. 59(C), pages 144-158.
    7. Henry S. Farber, 2015. "Why you Can’t Find a Taxi in the Rain and Other Labor Supply Lessons from Cab Drivers," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 130(4), pages 1975-2026.
    8. Daniel Kahneman & Amos Tversky, 2013. "Prospect Theory: An Analysis of Decision Under Risk," World Scientific Book Chapters, in: Leonard C MacLean & William T Ziemba (ed.), HANDBOOK OF THE FUNDAMENTALS OF FINANCIAL DECISION MAKING Part I, chapter 6, pages 99-127, World Scientific Publishing Co. Pte. Ltd..
    9. Daniel Kahneman & Jack L. Knetsch & Richard H. Thaler, 1991. "Anomalies: The Endowment Effect, Loss Aversion, and Status Quo Bias," Journal of Economic Perspectives, American Economic Association, vol. 5(1), pages 193-206, Winter.
    10. repec:ilo:ilowps:358158 is not listed on IDEAS
    11. Simon N. Wood, 2011. "Fast stable restricted maximum likelihood and marginal likelihood estimation of semiparametric generalized linear models," Journal of the Royal Statistical Society Series B, Royal Statistical Society, vol. 73(1), pages 3-36, January.
    12. Chou, Y.K., 2000. "Testing Alternative Models of Labor Supply. Evidence from Taxi-Drivers in Singapore," Department of Economics - Working Papers Series 768, The University of Melbourne.
    13. Simon N. Wood, 2004. "Stable and Efficient Multiple Smoothing Parameter Estimation for Generalized Additive Models," Journal of the American Statistical Association, American Statistical Association, vol. 99, pages 673-686, January.
    14. Barrett, Jane., 2003. "Organizing in the informal economy : a case study of the minibus taxi industry in South Africa," ILO Working Papers 993581583402676, International Labour Organization.
    15. Venter, Christoffel, 2013. "The lurch towards formalisation: Lessons from the implementation of BRT in Johannesburg, South Africa," Research in Transportation Economics, Elsevier, vol. 39(1), pages 114-120.
    16. Schalekamp, Herrie & Behrens, Roger, 2010. "Engaging paratransit on public transport reform initiatives in South Africa: A critique of policy and an investigation of appropriate engagement approaches," Research in Transportation Economics, Elsevier, vol. 29(1), pages 371-378.
    17. Nguyen-Hoang, Phuong & Yeung, Ryan, 2010. "What is paratransit worth?," Transportation Research Part A: Policy and Practice, Elsevier, vol. 44(10), pages 841-853, December.
    18. 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.
    19. Cervero, Robert & Golub, Aaron, 2007. "Informal transport: A global perspective," Transport Policy, Elsevier, vol. 14(6), pages 445-457, November.
    20. 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.
    21. Martin, Vincent, 2017. "When to quit: Narrow bracketing and reference dependence in taxi drivers," Journal of Economic Behavior & Organization, Elsevier, vol. 144(C), pages 166-187.
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    Cited by:

    1. Leif Sörensen & Jan Schlüter, 2021. "How do contract types and incentives influence driver behavior?−An analysis of the Kigali bus network," Palgrave Communications, Palgrave Macmillan, vol. 8(1), pages 1-11, December.

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