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Prediction of Greek takeover targets via bootstrapping on mixed logit model

Author

Listed:
  • Athanasios Tsagkanos
  • Evangelos Koumanakos
  • Antonios Georgopoulos
  • Costas Siriopoulos

Abstract

Purpose - The main purpose of this study is to examine the possibility of prediction of Greek takeover targets that belong to the industrial sector, emphasizing the econometric methodology and the prediction test. Design/methodology/approach - The study uses a sample of 51 targets and 290 non‐targets exclusively from Greek industry over the period 1997‐2005. In order to achieve a better predictive accuracy the paper uses a new econometric methodology, the bootstrap mixed logit and different (more advanced) techniques of prediction test and choice of cutoff values. Findings - The results exhibit that bootstrap mixed logit has significant and valuable predictive ability with respect to the classical conditional logit model. Furthermore, the predictive accuracy is higher than the results of other studies (e.g Palepu and Espahbodi and Espahbodi). Originality/value - The main contribution of this study is the application of the bootstrap mixed logit in analyzing Greek takeovers. The results change the prediction variables as well as the determinants of the takeover target characteristics for the Greek industry. This is meaningful, not only for the investors that seek to increase the value of their fortune through acquisitions, but also for the managers that can detect if their firm might be considered a takeover target.

Suggested Citation

  • Athanasios Tsagkanos & Evangelos Koumanakos & Antonios Georgopoulos & Costas Siriopoulos, 2012. "Prediction of Greek takeover targets via bootstrapping on mixed logit model," Review of Accounting and Finance, Emerald Group Publishing Limited, vol. 11(3), pages 315-334, August.
    • Handle: RePEc:eme:rafpps:v:11:y:2012:i:3:p:315-334
    DOI: 10.1108/14757701211252618
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    References listed on IDEAS

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    1. Tremblay, Victor J & Tremblay, Carol Horton, 1988. "The Determinants of Horizontal Acquisitions: Evidence from the U.S. Brewing Industry," Journal of Industrial Economics, Wiley Blackwell, vol. 37(1), pages 21-45, September.
    2. Ronan G. Powell, 1997. "Modelling Takeover Likelihood," Journal of Business Finance & Accounting, Wiley Blackwell, vol. 24(7‐8), pages 1009-1030, September.
    3. Markides, Constantinos & Singh, Harbir, 1997. "Corporate restructuring: A symptom of poor governance or a solution to past managerial mistakes?," European Management Journal, Elsevier, vol. 15(3), pages 213-219, June.
    4. Michael Gort, 1969. "An Economic Disturbance Theory of Mergers," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 83(4), pages 624-642.
    5. Espahbodi, Hassan & Espahbodi, Pouran, 2003. "Binary choice models and corporate takeover," Journal of Banking & Finance, Elsevier, vol. 27(4), pages 549-574, April.
    6. Train,Kenneth E., 2009. "Discrete Choice Methods with Simulation," Cambridge Books, Cambridge University Press, number 9780521747387, November.
    7. Dietrich, J. Kimball & Sorensen, Eric, 1984. "An application of logit analysis to prediction of merger targets," Journal of Business Research, Elsevier, vol. 12(3), pages 393-402, September.
    8. Barnes, Paul, 2000. "The identification of U.K. takeover targets using published historical cost accounting data Some empirical evidence comparing logit with linear discriminant analysis and raw financial ratios with indu," International Review of Financial Analysis, Elsevier, vol. 9(2), pages 147-162.
    9. Tsagkanos, Athanasios G., 2007. "A bootstrap-based minimum bias maximum simulated likelihood estimator of Mixed Logit," Economics Letters, Elsevier, vol. 96(2), pages 282-286, August.
    10. Robert H. McGuckin & Sang V. Nguyen, 1995. "On Productivity and Plant Ownership Change: New Evidence from the Longitudinal Research Database," RAND Journal of Economics, The RAND Corporation, vol. 26(2), pages 257-276, Summer.
    11. Athanasios Tsagkanos & Antonios Georgopoulos & Costas Siriopoulos, 2007. "Predicting Greek mergers and acquisitions: a new approach," International Journal of Financial Services Management, Inderscience Enterprises Ltd, vol. 2(4), pages 289-303.
    12. R. A. Chatterjee, 2000. "The financial performance of companies acquiring very large takeover targets," Applied Financial Economics, Taylor & Francis Journals, vol. 10(2), pages 185-191.
    13. Cudd, Mike & Duggal, Rakesh, 2000. "Industry Distributional Characteristics of Financial Ratios: An Acquisition Theory Application," The Financial Review, Eastern Finance Association, vol. 35(1), pages 105-120, February.
    14. Palepu, Krishna G., 1986. "Predicting takeover targets : A methodological and empirical analysis," Journal of Accounting and Economics, Elsevier, vol. 8(1), pages 3-35, March.
    15. Jensen, Michael C, 1988. "Takeovers: Their Causes and Consequences," Journal of Economic Perspectives, American Economic Association, vol. 2(1), pages 21-48, Winter.
    16. Barnes, Paul, 1999. "Predicting UK Takeover Targets: Some Methodological Issues and an Empirical Study," Review of Quantitative Finance and Accounting, Springer, vol. 12(3), pages 283-301, May.
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