IDEAS home Printed from https://ideas.repec.org/a/eee/trapol/v76y2019icp46-56.html
   My bibliography  Save this article

Pre-evaluating efficiency gains from potential mergers and acquisitions based on the resampling DEA approach: Evidence from China's railway sector

Author

Listed:
  • Bai, Xue-jie
  • Zeng, Jin
  • Chiu, Yung-Ho

Abstract

This study combines resampling DEA and the potential merger gains model to pre-evaluate the efficiency gains of three representative M&A schemes (i.e. regional M&A, megamerger, and a coalition between ‘strong’ and ‘weak’ railway bureaus) for China's railway sector over the period 2011–2015. The results reveal that geographically meaningful M&As are better than the other two types in creating efficiency gains due to the special characteristic of the railway sector – network economics. The timing of M&As and the roles and endowments of the railway bureaus must also be considered before any merger. A proper M&A can produce a so-called ‘stimulant’ effect in the short run, but as the ‘stimulant's efficacy’ becomes exhausted over time, the M&A's effect will gradually turn weak. At this time, it is particularly important for policy-makers to introduce a series of desirable institutions. Finally, our empirical findings also support the view that an M&A between two (efficient or not) DMUs does not ensure positive efficiency gains.

Suggested Citation

  • Bai, Xue-jie & Zeng, Jin & Chiu, Yung-Ho, 2019. "Pre-evaluating efficiency gains from potential mergers and acquisitions based on the resampling DEA approach: Evidence from China's railway sector," Transport Policy, Elsevier, vol. 76(C), pages 46-56.
  • Handle: RePEc:eee:trapol:v:76:y:2019:i:c:p:46-56
    DOI: 10.1016/j.tranpol.2019.01.012
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S0967070X18305365
    Download Restriction: Full text for ScienceDirect subscribers only

    File URL: https://libkey.io/10.1016/j.tranpol.2019.01.012?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    As the access to this document is restricted, you may want to search for a different version of it.

    References listed on IDEAS

    as
    1. Leopold Simar & Paul Wilson, 2000. "A general methodology for bootstrapping in non-parametric frontier models," Journal of Applied Statistics, Taylor & Francis Journals, vol. 27(6), pages 779-802.
    2. Yan, Jia & Fu, Xiaowen & Oum, Tae Hoon & Wang, Kun, 2019. "Airline horizontal mergers and productivity: Empirical evidence from a quasi-natural experiment in China," International Journal of Industrial Organization, Elsevier, vol. 62(C), pages 358-376.
    3. Baumol, William J, 1982. "Contestable Markets: An Uprising in the Theory of Industry Structure," American Economic Review, American Economic Association, vol. 72(1), pages 1-15, March.
    4. Troels Kristensen & Peter Bogetoft & Kjeld Pedersen, 2010. "Potential gains from hospital mergers in Denmark," Health Care Management Science, Springer, vol. 13(4), pages 334-345, December.
    5. Andreou, Panayiotis C. & Louca, Christodoulos & Panayides, Photis M., 2012. "Valuation effects of mergers and acquisitions in freight transportation," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 48(6), pages 1221-1234.
    6. Gertjan Driessen & Mark Lijesen & Machiel Mulder, 2006. "The impact of competition on productive efficiency in European railways," CPB Discussion Paper 71, CPB Netherlands Bureau for Economic Policy Analysis.
    7. Yu, Ming-Miin & Lin, Erwin T.J., 2008. "Efficiency and effectiveness in railway performance using a multi-activity network DEA model," Omega, Elsevier, vol. 36(6), pages 1005-1017, December.
    8. Fadzlan Sufian & Junaina Muhamad & A.N. Bany-Ariffin & M.H. Yahya & Fakarudin Kamarudin, 2012. "Assessing the Effect of Mergers and Acquisitions on Revenue Efficiency: Evidence from Malaysian Banking Sector," Vision, , vol. 16(1), pages 1-11, March.
    9. Cantos, Pedro & Maudos, Joaqui­n, 2001. "Regulation and efficiency: the case of European railways," Transportation Research Part A: Policy and Practice, Elsevier, vol. 35(5), pages 459-472, June.
    10. Halkos, George E. & Tzeremes, Nickolaos G., 2013. "Estimating the degree of operating efficiency gains from a potential bank merger and acquisition: A DEA bootstrapped approach," Journal of Banking & Finance, Elsevier, vol. 37(5), pages 1658-1668.
    11. Charnes, A. & Cooper, W. W. & Rhodes, E., 1978. "Measuring the efficiency of decision making units," European Journal of Operational Research, Elsevier, vol. 2(6), pages 429-444, November.
    12. Caves, Douglas W & Christensen, Laurits R, 1980. "The Relative Efficiency of Public and Private Firms in a Competitive Environment: The Case of Canadian Railroads," Journal of Political Economy, University of Chicago Press, vol. 88(5), pages 958-976, October.
    13. Robert DeYoung & Douglas Evanoff & Philip Molyneux, 2009. "Mergers and Acquisitions of Financial Institutions: A Review of the Post-2000 Literature," Journal of Financial Services Research, Springer;Western Finance Association, vol. 36(2), pages 87-110, December.
    14. George E. Halkos & Roman Matousek & Nickolaos G. Tzeremes, 2016. "Pre-evaluating technical efficiency gains from possible mergers and acquisitions: evidence from Japanese regional banks," Review of Quantitative Finance and Accounting, Springer, vol. 46(1), pages 47-77, January.
    15. Guido Friebel & Marc Ivaldi & Catherine Vibes, 2010. "Railway (De)Regulation: A European Efficiency Comparison," Economica, London School of Economics and Political Science, vol. 77(305), pages 77-91, January.
    16. Manuela, Wilfred S. & Rhoades, Dawna L. & Curtis, Tamilla, 2016. "The U.S. Airways Group: A post-merger analysis," Journal of Air Transport Management, Elsevier, vol. 56(PB), pages 138-150.
    17. Léopold Simar & Paul W. Wilson, 1998. "Sensitivity Analysis of Efficiency Scores: How to Bootstrap in Nonparametric Frontier Models," Management Science, INFORMS, vol. 44(1), pages 49-61, January.
    18. Levin, Richard C & Weinberg, Daniel H, 1979. "Alternatives for Restructuring the Railroads: End-to-End or Parallel Mergers?," Economic Inquiry, Western Economic Association International, vol. 17(3), pages 371-388, July.
    19. John Bitzan & Wesley Wilson, 2007. "Industry costs and consolidation: efficiency gains and mergers in the U.S. railroad industry," Review of Industrial Organization, Springer;The Industrial Organization Society, vol. 30(2), pages 81-105, March.
    20. Odeck, James, 2008. "The effect of mergers on efficiency and productivity of public transport services," Transportation Research Part A: Policy and Practice, Elsevier, vol. 42(4), pages 696-708, May.
    21. Tser-Yieth Chen, 2002. "Measuring firm performance with DEA and prior information in Taiwan's banks," Applied Economics Letters, Taylor & Francis Journals, vol. 9(3), pages 201-204.
    22. Doi, Naoshi & Ohashi, Hiroshi, 2019. "Market structure and product quality: A study of the 2002 Japanese airline merger," International Journal of Industrial Organization, Elsevier, vol. 62(C), pages 158-193.
    23. Peter Bogetoft & Dexiang Wang, 2005. "Estimating the Potential Gains from Mergers," Journal of Productivity Analysis, Springer, vol. 23(2), pages 145-171, May.
    24. Friedrich Trautwein, 1990. "Merger motives and merger prescriptions," Strategic Management Journal, Wiley Blackwell, vol. 11(4), pages 283-295, May.
    25. Gathon, H. -J. & Pestieau, P., 1995. "Decomposing efficiency into its managerial and its regulatory components: The case of European railways," European Journal of Operational Research, Elsevier, vol. 80(3), pages 500-507, February.
    26. George Halkos & Roman Matousek & Nickolaos Tzeremes, 2016. "Pre-evaluating technical efficiency gains from possible mergers and acquisitions: evidence from Japanese regional banks," Review of Quantitative Finance and Accounting, Springer, vol. 46(1), pages 47-77, January.
    27. Chen, Yongmin & Gayle, Philip G., 2019. "Mergers and product quality: Evidence from the airline industry," International Journal of Industrial Organization, Elsevier, vol. 62(C), pages 96-135.
    28. Tziogkidis, Panagiotis, 2012. "Bootstrap DEA and Hypothesis Testing," Cardiff Economics Working Papers E2012/18, Cardiff University, Cardiff Business School, Economics Section.
    29. Clifford Winston & Vikram Maheshri & Scott M. Dennis, 2011. "Long-Run Effects of Mergers: The Case of U.S. Western Railroads," Journal of Law and Economics, University of Chicago Press, vol. 54(2), pages 275-304.
    30. Matthias Walter & Astrid Cullmann, 2008. "Potential Gains from Mergers in Local Public Transport: An Efficiency Analysis Applied to Germany," Discussion Papers of DIW Berlin 832, DIW Berlin, German Institute for Economic Research.
    31. Tim Coelli & Sergio Perelman, 2000. "Technical efficiency of European railways: a distance function approach," Applied Economics, Taylor & Francis Journals, vol. 32(15), pages 1967-1976.
    32. Mette Asmild & Torben Holvad & Jens Hougaard & Dorte Kronborg, 2009. "Railway reforms: do they influence operating efficiency?," Transportation, Springer, vol. 36(5), pages 617-638, September.
    33. Coelli, Tim & Perelman, Sergio, 1999. "A comparison of parametric and non-parametric distance functions: With application to European railways," European Journal of Operational Research, Elsevier, vol. 117(2), pages 326-339, September.
    34. Pavlović, Dejan & Babić, Danica, 2018. "Recent trends in assessment of proposed consolidations in EU airline industry – From discretion to arbitrariness," Transport Policy, Elsevier, vol. 69(C), pages 65-77.
    35. Necmiddin Bagdadioglu & Catherine Waddams Price & Thomas Weyman-Jones, 2007. "Measuring Potential Gains from Mergers among Electricity Distribution Companies in Turkey using a Non-Parametric Model," The Energy Journal, International Association for Energy Economics, vol. 0(Number 2), pages 83-110.
    36. Diaz, Belen Diaz & Olalla, Myriam Garcia & Azofra, Sergio Sanfilippo, 2004. "Bank acquisitions and performance: evidence from a panel of European credit entities," Journal of Economics and Business, Elsevier, vol. 56(5), pages 377-404.
    37. Oliveira Cruz, Carlos & Miranda Sarmento, Joaquim, 2017. "Horizontal bundling of infrastructure managers: The case of Portugal Infrastructure Company (roads and railways)," Transport Policy, Elsevier, vol. 55(C), pages 99-103.
    38. Ruhe Xie & Haibo Chen & Chris Nash, 2002. "Migration of railway freight transport from command economy to market economy: The case of China," Transport Reviews, Taylor & Francis Journals, vol. 22(2), pages 159-177, January.
    39. Douglas W. Caves & Laurits R. Christensen & Joseph A. Swanson, 1981. "Economic Performance in Regulated and Unregulated Environments: A Comparison of U. S. and Canadian Railroads," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 96(4), pages 559-581.
    40. Kaoru Tone, 2013. "Resampling in DEA," GRIPS Discussion Papers 13-23, National Graduate Institute for Policy Studies.
    41. Desheng Wu & Zhaoxin Zhou & John Birge, 2011. "Estimation of potential gains from mergers in multiple periods: a comparison of stochastic frontier analysis and Data Envelopment Analysis," Annals of Operations Research, Springer, vol. 186(1), pages 357-381, June.
    42. William W. Cooper & Lawrence M. Seiford & Kaoru Tone, 2007. "Data Envelopment Analysis," Springer Books, Springer, edition 0, number 978-0-387-45283-8, November.
    43. Harris, Robert G & Winston, Clifford M, 1983. "Potential Benefits of Rail Mergers: An Econometric Analysis of Network Effects on Service Quality," The Review of Economics and Statistics, MIT Press, vol. 65(1), pages 32-40, February.
    Full references (including those not matched with items on IDEAS)

    Citations

    Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
    as


    Cited by:

    1. Gudmundsson, Sveinn Vidar & Merkert, Rico & Redondi, Renato, 2020. "Cost structure effects of horizontal airline mergers and acquisitions," Transport Policy, Elsevier, vol. 99(C), pages 136-144.
    2. Le, Yiping & Oka, Minami & Kato, Hironori, 2022. "Efficiencies of the urban railway lines incorporating financial performance and in-vehicle congestion in the Tokyo Metropolitan Area," Transport Policy, Elsevier, vol. 116(C), pages 343-354.
    3. Ying Li & Yung-Ho Chiu & Tai-Yu Lin & Tzu-Han Chang, 2020. "Pre-Evaluating the Technical Efficiency Gains from Potential Mergers and Acquisitions in the IC Design Industry," International Journal of Information Technology & Decision Making (IJITDM), World Scientific Publishing Co. Pte. Ltd., vol. 19(02), pages 525-559, April.
    4. Yung‐ho Chiu & Tai‐Yu Lin & Tzu‐Han Chang & Yi‐Nuo Lin & Shih‐Yung Chiu, 2021. "Prevaluating efficiency gains from potential mergers and acquisitions in the financial industry with the Resample Past–Present–Future data envelopment analysis approach," Managerial and Decision Economics, John Wiley & Sons, Ltd., vol. 42(2), pages 369-384, March.
    5. Chen, Shanshan & Zhang, Ruchuan & Li, Peiwen & Li, Aijun, 2023. "How to improve the performance of China's energy-transport-economy-environment system: An analysis based on new strategy parallel-series input-output data envelopment analysis models," Energy, Elsevier, vol. 281(C).
    6. Chang, Tsung-Sheng & Lin, Ji-Gang & Ouenniche, Jamal, 2023. "DEA-based Nash bargaining approach to merger target selection," European Journal of Operational Research, Elsevier, vol. 305(2), pages 930-945.
    7. Mohammad Khoveyni & Robabeh Eslami, 2022. "Merging two-stage series network structures: A DEA-based approach," OR Spectrum: Quantitative Approaches in Management, Springer;Gesellschaft für Operations Research e.V., vol. 44(1), pages 273-302, March.
    8. Bai, Xuejie & Jin, Zeng & Chiu, Yung-Ho, 2021. "Performance evaluation of China's railway passenger transportation sector," Research in Transportation Economics, Elsevier, vol. 90(C).
    9. Contreras, I. & Lozano, S., 2022. "Size efficiency, splits and merger gains, and centralized resource reallocation of Spanish public universities," Socio-Economic Planning Sciences, Elsevier, vol. 81(C).

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Ying Li & Yung-Ho Chiu & Tai-Yu Lin & Tzu-Han Chang, 2020. "Pre-Evaluating the Technical Efficiency Gains from Potential Mergers and Acquisitions in the IC Design Industry," International Journal of Information Technology & Decision Making (IJITDM), World Scientific Publishing Co. Pte. Ltd., vol. 19(02), pages 525-559, April.
    2. Yan He & Yung-ho Chiu & Bin Zhang, 2020. "Prevaluating Technical Efficiency Gains From Potential Mergers and Acquisitions in China’s Coal Industry," SAGE Open, , vol. 10(3), pages 21582440209, July.
    3. Yung‐ho Chiu & Tai‐Yu Lin & Tzu‐Han Chang & Yi‐Nuo Lin & Shih‐Yung Chiu, 2021. "Prevaluating efficiency gains from potential mergers and acquisitions in the financial industry with the Resample Past–Present–Future data envelopment analysis approach," Managerial and Decision Economics, John Wiley & Sons, Ltd., vol. 42(2), pages 369-384, March.
    4. Bai, Xuejie & Jin, Zeng & Chiu, Yung-Ho, 2021. "Performance evaluation of China's railway passenger transportation sector," Research in Transportation Economics, Elsevier, vol. 90(C).
    5. Christian Growitsch & Heike Wetzel, 2006. "Economies of Scope in European Railways: An Efficiency Analysis," Working Paper Series in Economics 29, University of Lüneburg, Institute of Economics.
    6. Halkos, George E. & Tzeremes, Nickolaos G., 2013. "Estimating the degree of operating efficiency gains from a potential bank merger and acquisition: A DEA bootstrapped approach," Journal of Banking & Finance, Elsevier, vol. 37(5), pages 1658-1668.
    7. Mattsson, Pontus & Tidanå, Claes, 2019. "Potential efficiency effects of merging the Swedish district courts," Socio-Economic Planning Sciences, Elsevier, vol. 67(C), pages 58-68.
    8. Xiao Shi & Yongjun Li & Ali Emrouznejad & Jianhui Xie & Liang Liang, 2017. "Estimation of potential gains from bank mergers: A novel two-stage cost efficiency DEA model," Journal of the Operational Research Society, Palgrave Macmillan;The OR Society, vol. 68(9), pages 1045-1055, September.
    9. George E. Halkos & Roman Matousek & Nickolaos G. Tzeremes, 2016. "Pre-evaluating technical efficiency gains from possible mergers and acquisitions: evidence from Japanese regional banks," Review of Quantitative Finance and Accounting, Springer, vol. 46(1), pages 47-77, January.
    10. Mallikarjun, Sreekanth & Lewis, Herbert F. & Sexton, Thomas R., 2014. "Operational performance of U.S. public rail transit and implications for public policy," Socio-Economic Planning Sciences, Elsevier, vol. 48(1), pages 74-88.
    11. George Halkos & Roman Matousek & Nickolaos Tzeremes, 2016. "Pre-evaluating technical efficiency gains from possible mergers and acquisitions: evidence from Japanese regional banks," Review of Quantitative Finance and Accounting, Springer, vol. 46(1), pages 47-77, January.
    12. Angeliki Flokou & Vassilis Aletras & Dimitris Niakas, 2017. "Decomposition of potential efficiency gains from hospital mergers in Greece," Health Care Management Science, Springer, vol. 20(4), pages 467-484, December.
    13. Biresh K. Sahoo & Kaoru Tone, 2022. "Evaluating the potential efficiency gains from optimal industry configuration: A case of life insurance industry of India," Managerial and Decision Economics, John Wiley & Sons, Ltd., vol. 43(8), pages 3996-4009, December.
    14. Jain, Priyanka & Cullinane, Sharon & Cullinane, Kevin, 2008. "The impact of governance development models on urban rail efficiency," Transportation Research Part A: Policy and Practice, Elsevier, vol. 42(9), pages 1238-1250, November.
    15. Holvad, Torben, 2020. "Efficiency analyses for the railway sector: An overview of key issues," Research in Transportation Economics, Elsevier, vol. 82(C).
    16. Jianhui Xie & Xiaoxuan Zhu & Liang Liang, 2020. "A multiplicative method for estimating the potential gains from two-stage production system mergers," Annals of Operations Research, Springer, vol. 288(1), pages 475-493, May.
    17. Lerida-Navarro, Carlos & Nombela, Gustavo & Tranchez-Martin, Jose M., 2019. "European railways: Liberalization and productive efficiency," Transport Policy, Elsevier, vol. 83(C), pages 57-67.
    18. Cavaignac, Laurent & Petiot, Romain, 2017. "A quarter century of Data Envelopment Analysis applied to the transport sector: A bibliometric analysis," Socio-Economic Planning Sciences, Elsevier, vol. 57(C), pages 84-96.
    19. Oliveira Cruz, Carlos & Miranda Sarmento, Joaquim, 2017. "Horizontal bundling of infrastructure managers: The case of Portugal Infrastructure Company (roads and railways)," Transport Policy, Elsevier, vol. 55(C), pages 99-103.
    20. Chang, Tsung-Sheng & Lin, Ji-Gang & Ouenniche, Jamal, 2023. "DEA-based Nash bargaining approach to merger target selection," European Journal of Operational Research, Elsevier, vol. 305(2), pages 930-945.

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:eee:trapol:v:76:y:2019:i:c:p:46-56. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: Catherine Liu (email available below). General contact details of provider: http://www.elsevier.com/wps/find/journaldescription.cws_home/30473/description#description .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.