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Prevaluating efficiency gains from potential mergers and acquisitions in the financial industry with the Resample Past–Present–Future data envelopment analysis approach

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  • Yung‐ho Chiu
  • Tai‐Yu Lin
  • Tzu‐Han Chang
  • Yi‐Nuo Lin
  • Shih‐Yung Chiu

Abstract

Due to the trend of global economic globalization and financial technology innovation, Taiwan's financial industry is facing greater challenges and competition. This research uses the Resample Slacks‐Based Measure and Merger Potential Gains model, which is different from postmerger efficiency evaluation, and uses the concept of premerger evaluations to analyze the technical efficiencies of 14 financial holding banks in Taiwan from 2015 to 2019. The results show that there are positive and postmerger efficiency gains, and there is no guarantee that there will be efficiency gains for financial holding company after the merger.

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  • 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.
  • Handle: RePEc:wly:mgtdec:v:42:y:2021:i:2:p:369-384
    DOI: 10.1002/mde.3241
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    1. Kao, Chiang, 2013. "Dynamic data envelopment analysis: A relational analysis," European Journal of Operational Research, Elsevier, vol. 227(2), pages 325-330.
    2. Fare, Rolf & Grosskopf, Shawna, 1996. "Productivity and intermediate products: A frontier approach," Economics Letters, Elsevier, vol. 50(1), pages 65-70, January.
    3. Du, Juan & Liang, Liang & Chen, Yao & Cook, Wade D. & Zhu, Joe, 2011. "A bargaining game model for measuring performance of two-stage network structures," European Journal of Operational Research, Elsevier, vol. 210(2), pages 390-397, April.
    4. 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.
    5. Hirofumi Fukuyama & William Weber, 2015. "Measuring Japanese bank performance: a dynamic network DEA approach," Journal of Productivity Analysis, Springer, vol. 44(3), pages 249-264, December.
    6. 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.
    7. Berger, Allen N. & Humphrey, David B., 1991. "The dominance of inefficiencies over scale and product mix economies in banking," Journal of Monetary Economics, Elsevier, vol. 28(1), pages 117-148, August.
    8. Usman Owolabi Akeem & Fadipe Moses, 2014. "An Empirical Analysis of Allocative Efficiency of Nigerian CommercialBanks: A DEA Approach," International Journal of Economics and Financial Issues, Econjournals, vol. 4(3), pages 465-475.
    9. Stewart, Chris & Matousek, Roman & Nguyen, Thao Ngoc, 2016. "Efficiency in the Vietnamese banking system: A DEA double bootstrap approach," Research in International Business and Finance, Elsevier, vol. 36(C), pages 96-111.
    10. Papadimitri, Panagiota & Staikouras, Panagiotis & Travlos, Nickolaos G. & Tsoumas, Chris, 2019. "Punished banks' acquisitions: Evidence from the U.S. banking industry," Journal of Corporate Finance, Elsevier, vol. 58(C), pages 744-764.
    11. 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.
    12. Tziogkidis, Panagiotis, 2012. "Bootstrap DEA and Hypothesis Testing," Cardiff Economics Working Papers E2012/18, Cardiff University, Cardiff Business School, Economics Section.
    13. Chiu, Ching-Ren & Chiu, Yung-Ho & Chen, Yu-Chuan & Fang, Chen-Ling, 2016. "Exploring the source of metafrontier inefficiency for various bank types in the two-stage network system with undesirable output," Pacific-Basin Finance Journal, Elsevier, vol. 36(C), pages 1-13.
    14. Amir Moradi-Motlagh & Abbas Valadkhani & Ali Salman Saleh, 2015. "Rising efficiency and cost saving in Australian banks: a bootstrap approach," Applied Economics Letters, Taylor & Francis Journals, vol. 22(3), pages 189-194, February.
    15. Dauw-Song Zhu & Yi-Kang Chen & Louis P. White, 2014. "A study on profitability and marketability of Taiwanese bank firms before and after the Financial Holding Company Act," International Journal of Business Performance Management, Inderscience Enterprises Ltd, vol. 15(3), pages 207-228.
    16. Ferrier, Gary D. & Lovell, C. A. Knox, 1990. "Measuring cost efficiency in banking : Econometric and linear programming evidence," Journal of Econometrics, Elsevier, vol. 46(1-2), pages 229-245.
    17. Tser-Yieth Chen & TSER-LIEN YEH, 2000. "A Measurement of Bank Efficiency, Ownership and Productivity Changes in Taiwan," The Service Industries Journal, Taylor & Francis Journals, vol. 20(1), pages 95-109, January.
    18. Chuang-Min Chao & Ming-Miin Yu & Hsiao-Ning Wu, 2015. "An Application of the Dynamic Network DEA Model: The Case of Banks in Taiwan," Emerging Markets Finance and Trade, Taylor & Francis Journals, vol. 51(S1), pages 133-151, January.
    19. 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.
    20. Masahiro Ueda, 2020. "The success or failure of mergers in Japan’s paper industry: evaluation of merger effects using DEA and simulation data," International Journal of Economic Policy Studies, Springer, vol. 14(1), pages 179-197, February.
    21. Chrysovalantis Gaganis & Fotios Pasiouras, 2009. "Efficiency in the Greek Banking Industry: A Comparison of Foreign and Domestic Banks," International Journal of the Economics of Business, Taylor & Francis Journals, vol. 16(2), pages 221-237.
    22. 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.
    23. Xiao Shi & Yongjun Li & Ali Emrouznejad & Jianhui Xie & Liang Liang, 2017. "Erratum to: 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(8), pages 983-983, August.
    24. 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.
    25. Staub, Roberta B. & da Silva e Souza, Geraldo & Tabak, Benjamin M., 2010. "Evolution of bank efficiency in Brazil: A DEA approach," European Journal of Operational Research, Elsevier, vol. 202(1), pages 204-213, April.
    26. 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.
    27. Tone, Kaoru & Tsutsui, Miki, 2010. "Dynamic DEA: A slacks-based measure approach," Omega, Elsevier, vol. 38(3-4), pages 145-156, June.
    28. 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.
    29. Fukuyama, Hirofumi & Matousek, Roman, 2017. "Modelling bank performance: A network DEA approach," European Journal of Operational Research, Elsevier, vol. 259(2), pages 721-732.
    30. Ines Ayadi, 2013. "Determinants of Tunisian Bank Efficiency: A DEA Analysis," International Journal of Financial Research, International Journal of Financial Research, Sciedu Press, vol. 4(4), pages 128-139, October.
    31. 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.
    32. Raéf Bahrini, 2017. "Efficiency Analysis of Islamic Banks in the Middle East and North Africa Region: A Bootstrap DEA Approach," IJFS, MDPI, vol. 5(1), pages 1-13, February.
    33. Paradi, Joseph C. & Zhu, Haiyan & Edelstein, Barak, 2012. "Identifying managerial groups in a large Canadian bank branch network with a DEA approach," European Journal of Operational Research, Elsevier, vol. 219(1), pages 178-187.
    34. 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.
    35. 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.
    36. Chiu, Yung-ho & Luo, Zhengying & Chen, Yu-Chuan & Wang, Zebin & Tsai, Min-Pei, 2013. "A comparison of operating performance management between Taiwan banks and foreign banks based on the Meta-Hybrid DEA model," Economic Modelling, Elsevier, vol. 33(C), pages 433-439.
    37. Nádia Campos Pereira Bruhn & Cristina Lelis Leal Calegário & Francisval de Melo Carvalho & Renato Silvério Campos & Antônio Carlos dos Santos, 2017. "Mergers and acquisitions in Brazilian industry: a study of spillover effects," International Journal of Productivity and Performance Management, Emerald Group Publishing Limited, vol. 66(1), pages 51-77, January.
    38. Peter Bogetoft & Dexiang Wang, 2005. "Estimating the Potential Gains from Mergers," Journal of Productivity Analysis, Springer, vol. 23(2), pages 145-171, May.
    39. Ram Pratap Sinha, 2017. "Public sector general insurance companies in India: potential gains from merger," International Journal of Business and Globalisation, Inderscience Enterprises Ltd, vol. 19(1), pages 79-92.
    40. R. D. Banker & A. Charnes & W. W. Cooper, 1984. "Some Models for Estimating Technical and Scale Inefficiencies in Data Envelopment Analysis," Management Science, INFORMS, vol. 30(9), pages 1078-1092, September.
    41. Kaoru Tone, 2013. "Resampling in DEA," GRIPS Discussion Papers 13-23, National Graduate Institute for Policy Studies.
    42. Wanke, Peter & Maredza, Andrew & Gupta, Rangan, 2017. "Merger and acquisitions in South African banking: A network DEA model," Research in International Business and Finance, Elsevier, vol. 41(C), pages 362-376.
    43. Gholam R. Amin & Mustapha Ibn Boamah, 2020. "A new inverse DEA cost efficiency model for estimating potential merger gains: a case of Canadian banks," Annals of Operations Research, Springer, vol. 295(1), pages 21-36, December.
    44. Sunil Kumar & Rachita Gulati, 2008. "Evaluation of technical efficiency and ranking of public sector banks in India," International Journal of Productivity and Performance Management, Emerald Group Publishing Limited, vol. 57(7), pages 540-568, September.
    45. 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.
    46. Liang Liang & Wade D. Cook & Joe Zhu, 2008. "DEA models for two‐stage processes: Game approach and efficiency decomposition," Naval Research Logistics (NRL), John Wiley & Sons, vol. 55(7), pages 643-653, October.
    47. Ying Li & Yung‐ho Chiu & Hongyi Cen & Tai‐Yu Lin, 2019. "The operating efficiency of financial holding and nonfinancial holding banks—Epsilou‐based measure metafrontier data envelopment analysis model," Managerial and Decision Economics, John Wiley & Sons, Ltd., vol. 40(5), pages 488-499, July.
    48. Tone, Kaoru, 2001. "A slacks-based measure of efficiency in data envelopment analysis," European Journal of Operational Research, Elsevier, vol. 130(3), pages 498-509, May.
    49. Francisco Gildemir Ferreira da Silva & Renata Lúcia Magalhães de Oliveira & Marin Marinov, 2020. "An Analysis of the Effects on Rail Operational Efficiency Due to a Merger between Brazilian Rail Companies: The Case of RUMO-ALL," Sustainability, MDPI, vol. 12(12), pages 1-23, June.
    50. 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.
    51. Gulati, Rachita & Kumar, Sunil, 2016. "Assessing the impact of the global financial crisis on the profit efficiency of Indian banks," Economic Modelling, Elsevier, vol. 58(C), pages 167-181.
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