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A Difference-In-Difference Approach to Estimate the Price Effect of Market Entry in High-Speed Rail

Author

Listed:
  • Paolo Beria
  • Samuel Tolentino
  • Evgeniia Shtele
  • Vardhman Lunkar

Abstract

The effect of competition on prices in the passenger transport sector can be difficult to estimate because of many influencing factors such as state regulation, demand, seasonality, and reactions of indirect competitors. A case of great interest in the rail sector is Italy, where on-track competition in the high-speed segment has been in place for nearly ten years. The paper aims at answering the question whether—and how much—incumbent’s prices are affected when competition starts on a route previously in monopoly. The case is the start of operations on the Turin–Milan–Venice route, where Italo entered in May 2018. Adopting a difference-in-difference approach, we check if Trenitalia changed the price strategy on the route before and after the entry, with respect to two control groups. The addition of placebo tests allows us to understand the ranges of significance of the results and to estimate the noise level of the estimates. Our findings suggest that the start of competition led to lower prices in the short-medium period. In the specific case, the Milano–Venezia route saw Trenitalia’s prices reduced by 21–26% (±2–5%) in a time span of 84–140 days after Italo’s entry and for advanced bookings from 2 to 10 days. Last-day prices remain unchanged, while early bookings are reduced by just 9%. This price reduction does not remain stable in the longer term, when other effects add up and blur the effect of the entry. Nevertheless, we keep observing a smaller, ∼15%, but still negative prices change.

Suggested Citation

  • Paolo Beria & Samuel Tolentino & Evgeniia Shtele & Vardhman Lunkar, 2022. "A Difference-In-Difference Approach to Estimate the Price Effect of Market Entry in High-Speed Rail," Competition and Regulation in Network Industries, , vol. 23(3), pages 183-213, September.
  • Handle: RePEc:sae:crnind:v:23:y:2022:i:3:p:183-213
    DOI: 10.1177/17835917221088770
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    as
    1. Yves Crozet & Florian Chassagne, 2013. "Rail access charges in France: Beyond the opposition between competition and financing," Post-Print halshs-01021433, HAL.
    2. Król, Marcin & Taczanowski, Jakub & Kołoś, Arkadiusz, 2018. "The rise and fall of Interregio. Extensive open-access passenger rail competition in Poland," Research in Transportation Economics, Elsevier, vol. 72(C), pages 37-48.
    3. Tomeš, Zdeněk & Kvizda, Martin & Jandová, Monika & Rederer, Václav, 2016. "Open access passenger rail competition in the Czech Republic," Transport Policy, Elsevier, vol. 47(C), pages 203-211.
    4. Beria, Paolo & Grimaldi, Raffaele & Albalate, Daniel & Bel, Germà, 2018. "Delusions of success: Costs and demand of high-speed rail in Italy and Spain," Transport Policy, Elsevier, vol. 68(C), pages 63-79.
    5. Feng Wei & Jihui Chen & Lan Zhang, 2017. "Demand Shocks, Airline Pricing, and High-speed Rail Substitution: Evidence from the Chinese Market," Journal of Transport Economics and Policy, University of Bath, vol. 51(4), pages 266-26-289.
    6. Cherbonnier Frédéric & Ivaldi Marc & Muller-Vibes Catherine & Van Der Straeten Karine, 2017. "Competition For Versus In the Market of Long-Distance Passenger Rail Services," Review of Network Economics, De Gruyter, vol. 16(2), pages 203-238, June.
    7. Beria, Paolo & Nistri, Dario & Laurino, Antonio, 2018. "Intercity coach liberalisation in Italy: Fares determinants in an evolving market," Research in Transportation Economics, Elsevier, vol. 69(C), pages 260-269.
    8. Beria, Paolo & Tolentino, Samuel & Filippini, Gabriele, 2020. "Are prices reduced from direct competition in high-speed rail? Some unexpected evidences from Italy," MPRA Paper 98841, University Library of Munich, Germany.
    9. Alberto Abadie, 2005. "Semiparametric Difference-in-Differences Estimators," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 72(1), pages 1-19.
    10. Carlos Augusto Olarte Bacares & Julien Brunel & Damien Sigaud, 2019. "Influence of the evolution of high-speed railway infrastructure on the success of Italian liberalization," Competition and Regulation in Network Industries, , vol. 20(2), pages 113-137, June.
    11. Desmaris, Christian & Croccolo, Fabio, 2018. "The HSR competition in Italy: How are the regulatory design and practices concerned?," Research in Transportation Economics, Elsevier, vol. 69(C), pages 290-299.
    12. Vigren, Andreas, 2017. "Competition in Swedish passenger railway: Entry in an open access market and its effect on prices," Economics of Transportation, Elsevier, vol. 11, pages 49-59.
    13. Bergantino, Angela S. & Capozza, Claudia & Capurso, Mauro, 2015. "The impact of open access on intra- and inter-modal rail competition. A national level analysis in Italy," Transport Policy, Elsevier, vol. 39(C), pages 77-86.
    14. Tomeš, Zdeněk & Jandová, Monika, 2018. "Open access passenger rail services in Central Europe," Research in Transportation Economics, Elsevier, vol. 72(C), pages 74-81.
    15. Finger, Matthias, 2014. "Governance of competition and performance in European railways: An analysis of five cases," Utilities Policy, Elsevier, vol. 31(C), pages 278-288.
    16. Bergantino, Angela Stefania & Madio, Leonardo, 2020. "Intermodal competition and substitution. HSR versus air transport: Understanding the socio-economic determinants of modal choice," Research in Transportation Economics, Elsevier, vol. 79(C).
    17. Angela S. Bergantino & Claudia Capozza & Mauro Capurso, 2018. "Pricing strategies: who leads and who follows in the air and rail passenger markets in Italy," Applied Economics, Taylor & Francis Journals, vol. 50(46), pages 4937-4953, October.
    18. Nash, Chris & Smith, Andrew & Crozet, Yves & Link, Heike & Nilsson, Jan-Eric, 2019. "How to liberalise rail passenger services? Lessons from european experience," Transport Policy, Elsevier, vol. 79(C), pages 11-20.
    19. Beria, Paolo & Bertolin, Alberto, 2019. "Evolving long-distance passenger services. Market concentration, fares and specialisation patterns in Italy," Research in Transportation Economics, Elsevier, vol. 74(C), pages 77-92.
    20. Bergantino, Angela S. & Capozza, Claudia & Capurso, Mauro, 2015. "The impact of open access on intra- and inter-modal rail competition. A national level analysis in Italy," Transport Policy, Elsevier, vol. 39(C), pages 77-86.
    21. Besley, Timothy & Case, Anne, 2000. "Unnatural Experiments? Estimating the Incidence of Endogenous Policies," Economic Journal, Royal Economic Society, vol. 110(467), pages 672-694, November.
    22. Wheat, Phill & Smith, Andrew S.J. & Rasmussen, Torris, 2018. "Can competition for and in the market co-exist in terms of delivering cost efficient services? Evidence from open access train operators and their franchised counterparts in Britain," Transportation Research Part A: Policy and Practice, Elsevier, vol. 113(C), pages 114-124.
    23. Fröidh, Oskar & Nelldal, Bo-Lennart, 2015. "The impact of market opening on the supply of interregional train services," Journal of Transport Geography, Elsevier, vol. 46(C), pages 189-200.
    24. Seidenglanz, Daniel & Taczanowski, Jakub & Król, Marcin & Horňák, Marcel & Nigrin, Tomáš, 2021. "Quo vadis, international long-distance railway services? Evidence from Central Europe," Journal of Transport Geography, Elsevier, vol. 92(C).
    25. James J. Heckman, 2000. "Causal Parameters and Policy Analysis in Economics: A Twentieth Century Retrospective," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 115(1), pages 45-97.
    26. Álvarez-SanJaime, Óscar & Cantos-Sanchez, Pedro & Moner-Colonques, Rafael & Sempere-Monerris, Jose J., 2015. "A model of internal and external competition in a High Speed Rail line," Economics of Transportation, Elsevier, vol. 4(3), pages 178-187.
    27. Feuerstein, Lisa & Busacker, Torsten & Xu, Jingjing, 2018. "Factors influencing open access competition in the European long-distance passenger rail transport — A Delphi study," Research in Transportation Economics, Elsevier, vol. 69(C), pages 300-309.
    28. Marianne Bertrand & Esther Duflo & Sendhil Mullainathan, 2004. "How Much Should We Trust Differences-In-Differences Estimates?," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 119(1), pages 249-275.
    29. Tomeš, Zdeněk & Kvizda, Martin & Nigrin, Tomáš & Seidenglanz, Daniel, 2014. "Competition in the railway passenger market in the Czech Republic," Research in Transportation Economics, Elsevier, vol. 48(C), pages 270-276.
    30. Li, Hongchang & Wang, Kun & Yu, Kemei & Zhang, Anming, 2020. "Are conventional train passengers underserved after entry of high-speed rail?-Evidence from Chinese intercity markets," Transport Policy, Elsevier, vol. 95(C), pages 1-9.
    31. Capozza, Claudia, 2016. "The effect of rail travel time on airline fares: First evidence from the Italian passenger market," Economics of Transportation, Elsevier, vol. 6(C), pages 18-24.
    32. Crozet, Yves & Chassagne, Florian, 2013. "Rail access charges in France: Beyond the opposition between competition and financing," Research in Transportation Economics, Elsevier, vol. 39(1), pages 247-254.
    33. Fageda, Xavier & Sansano, Sergi, 2018. "Factors influencing prices and frequencies in the interurban bus market: Evidence from Europe," Transportation Research Part A: Policy and Practice, Elsevier, vol. 111(C), pages 266-276.
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    2. Tomeš, Zdeněk & Pařil, Vilém, 2025. "Opening the tracks: The impact of rail liberalization on ridership growth in the Czech Republic," Research in Transportation Economics, Elsevier, vol. 111(C).

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