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Does big data help answer big questions? The case of airport catchment areas & competition

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  • Adler, Nicole
  • Brudner, Amir
  • Gallotti, Riccardo
  • Privitera, Filippo
  • Ramasco, José J.

Abstract

We develop algorithms to analyze Information and Communication Technologies (ICT) data in order to estimate individuals’ mobility at different spatial scales. Specifically, we apply the algorithms to delineate airport catchment areas in the United Kingdom’s Greater London region and to estimate ground access trip times from a very large ICT dataset. The spatial demand is regressed over demographic, socio-economic, airport-specific and ground access modal characteristics in order to determine the drivers of airport demand. Drawing on these insights, we develop a catchment area game inspired by Hotelling that analyzes the potential impact of collaboration between airports and airlines by integrating evidence of consumer behavior with producers’ financial data. We apply the game to a case study of two London airports with overlapping catchment areas for local residents. Our assessment of airline-airport vertical collusion and airport-airport horizontal collusion indicates that the former is beneficial to both producers and passengers. In contrast, whilst horizontal and vertical collusion is the equilibrium outcome in the analytic symmetric case, it is found to be less likely in the asymmetric case and the real-world, data-driven analysis, due to catchment area and cost asymmetries. Thus, such new datasets may enable regulators to overcome the long-standing information asymmetry issue that has yet to be resolved. Combining new data sources with traditional consumer surveys may provide more informed insights into both consumers’ and producers’ actions, which determines the need (or lack thereof) for regulatory intervention in aviation markets.

Suggested Citation

  • Adler, Nicole & Brudner, Amir & Gallotti, Riccardo & Privitera, Filippo & Ramasco, José J., 2022. "Does big data help answer big questions? The case of airport catchment areas & competition," Transportation Research Part B: Methodological, Elsevier, vol. 166(C), pages 444-467.
    • Handle: RePEc:eee:transb:v:166:y:2022:i:c:p:444-467
    DOI: 10.1016/j.trb.2022.10.013
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    as
    1. Lieshout, Rogier & Malighetti, Paolo & Redondi, Renato & Burghouwt, Guillaume, 2016. "The competitive landscape of air transport in Europe," Journal of Transport Geography, Elsevier, vol. 50(C), pages 68-82.
    2. Eric Pels & Peter Nijkamp & Piet Rietveld, 2001. "Airport and Airline Choice in a Multiple Airport Region: An Empirical Analysis for the San Francisco Bay Area," Regional Studies, Taylor & Francis Journals, vol. 35(1), pages 1-9.
    3. Andreyeva, T. & Long, M.W. & Brownell, K.D., 2010. "The impact of food prices on consumption: A systematic review of research on the price elasticity of demand for food," American Journal of Public Health, American Public Health Association, vol. 100(2), pages 216-222.
    4. Anna Bottasso & Maurizio Conti, 2012. "The Cost Structure of the UK Airport Industry," Journal of Transport Economics and Policy, University of Bath, vol. 46(3), pages 313-332, September.
    5. 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.
    6. Merkert, Rico & Beck, Matthew, 2017. "Value of travel time savings and willingness to pay for regional aviation," Transportation Research Part A: Policy and Practice, Elsevier, vol. 96(C), pages 29-42.
    7. Riccardo Gallotti & Armando Bazzani & Sandro Rambaldi & Marc Barthelemy, 2016. "A stochastic model of randomly accelerated walkers for human mobility," Nature Communications, Nature, vol. 7(1), pages 1-7, November.
    8. Filippo Simini & Marta C. González & Amos Maritan & Albert-László Barabási, 2012. "A universal model for mobility and migration patterns," Nature, Nature, vol. 484(7392), pages 96-100, April.
    9. Sun, Xiaoqian & Wandelt, Sebastian & Zhang, Anming, 2021. "Comparative accessibility of Chinese airports and high-speed railway stations: A high-resolution, yet scalable framework based on open data," Journal of Air Transport Management, Elsevier, vol. 92(C).
    10. Lieshout, Rogier, 2012. "Measuring the size of an airport’s catchment area," Journal of Transport Geography, Elsevier, vol. 25(C), pages 27-34.
    11. Nash, John, 1950. "The Bargaining Problem," Econometrica, Econometric Society, vol. 18(2), pages 155-162, April.
    12. Fröhlich, Karsten & Niemeier, Hans-Martin, 2011. "The importance of spatial economics for assessing airport competition," Journal of Air Transport Management, Elsevier, vol. 17(1), pages 44-48.
    13. Gillen, David, 2011. "The evolution of airport ownership and governance," Journal of Air Transport Management, Elsevier, vol. 17(1), pages 3-13.
    14. Géarard Gaudet & Ngo Van Long, 1996. "Vertical Integration, Foreclosure, and profits in the Presence of Double Marginalization," Journal of Economics & Management Strategy, Wiley Blackwell, vol. 5(3), pages 409-432, September.
    15. Teraji, Yusuke & Morimoto, Yu, 2014. "Price competition of airports and its effect on the airline network," Economics of Transportation, Elsevier, vol. 3(1), pages 45-57.
    16. Adler, Nicole & Liebert, Vanessa, 2014. "Joint impact of competition, ownership form and economic regulation on airport performance and pricing," Transportation Research Part A: Policy and Practice, Elsevier, vol. 64(C), pages 92-109.
    17. Anastasios Noulas & Salvatore Scellato & Renaud Lambiotte & Massimiliano Pontil & Cecilia Mascolo, 2012. "A Tale of Many Cities: Universal Patterns in Human Urban Mobility," PLOS ONE, Public Library of Science, vol. 7(5), pages 1-10, May.
    18. Barbot, Cristina, 2009. "Airport and airlines competition: Incentives for vertical collusion," Transportation Research Part B: Methodological, Elsevier, vol. 43(10), pages 952-965, December.
    19. Maxime Lenormand & Miguel Picornell & Oliva G Cantú-Ros & Antònia Tugores & Thomas Louail & Ricardo Herranz & Marc Barthelemy & Enrique Frías-Martínez & José J Ramasco, 2014. "Cross-Checking Different Sources of Mobility Information," PLOS ONE, Public Library of Science, vol. 9(8), pages 1-10, August.
    20. Del Chiappa, Giacomo & Martin, Juan Carlos & Roman, Concepcion, 2016. "Service quality of airports' food and beverage retailers. A fuzzy approach," Journal of Air Transport Management, Elsevier, vol. 53(C), pages 105-113.
    21. Starkie, David, 2002. "Airport regulation and competition," Journal of Air Transport Management, Elsevier, vol. 8(1), pages 63-72.
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