IDEAS home Printed from https://ideas.repec.org/a/bla/finrev/v35y2000i1p105-20.html
   My bibliography  Save this article

Industry Distributional Characteristics of Financial Ratios: An Acquisition Theory Application

Author

Listed:
  • Cudd, Mike
  • Duggal, Rakesh

Abstract

This study explores the importance of capturing industry-specific distributional characteristics in analyses based on financial ratios. As a test case, the study replicates Palepu (1986), who employs financial ratios in logit models to investigate the usefulness of six acquisition hypotheses in predicting takeover targets. Without adjustment for industry-specific distributional characteristics, this study's findings are only consistent with one of the six acquisition hypotheses. After adjusting for distributional properties, the results are consistent with four of the six acquisition hypotheses. Furthermore, the adjusted model produces a classification accuracy significantly greater than chance, as well as significantly greater than that observed for the unadjusted model. Copyright 2000 by MIT Press.

Suggested Citation

  • 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.
    • Handle: RePEc:bla:finrev:v:35:y:2000:i:1:p:105-20
    as

    Download full text from publisher

    To our knowledge, this item is not available for download. To find whether it is available, there are three options:
    1. Check below whether another version of this item is available online.
    2. Check on the provider's web page whether it is in fact available.
    3. Perform a search for a similarly titled item that would be available.

    Citations

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


    Cited by:

    1. Clas Bergström & Theodore Eisenberg & Stefan Sundgren & Martin T. Wells, 2005. "The Fate of Firms: Explaining Mergers and Bankruptcies," Journal of Empirical Legal Studies, John Wiley & Sons, vol. 2(1), pages 49-85, March.
    2. 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.
    3. Jo-Hui Chen & Chih-Sean Chen, 2011. "The effects of international off-site surveillance on bank rating changes," Quality & Quantity: International Journal of Methodology, Springer, vol. 45(6), pages 1313-1329, October.
    4. Pasiouras, Fotios & Gaganis, Chrysovalantis & Zopounidis, Constantin, 2010. "Multicriteria classification models for the identification of targets and acquirers in the Asian banking sector," European Journal of Operational Research, Elsevier, vol. 204(2), pages 328-335, July.
    5. Jani Saastamoinen & Hanna Savolainen, 2021. "Does a leopard change its spots? Auditors and lawyers as valuation experts for minority shareholders in the judicial appraisal of private firms," Journal of Business Finance & Accounting, Wiley Blackwell, vol. 48(3-4), pages 613-636, March.
    6. Georges Dionne & Mélissa La Haye & Anne-Sophie Bergerès, 2015. "Does asymmetric information affect the premium in mergers and acquisitions?," Canadian Journal of Economics, Canadian Economics Association, vol. 48(3), pages 819-852, August.
    7. Ioannis Anagnostopoulos & Anas Rizeq, 2021. "Conventional and neural network target‐matching methods dynamics: The information technology mergers and acquisitions market in the USA," Intelligent Systems in Accounting, Finance and Management, John Wiley & Sons, Ltd., vol. 28(2), pages 97-118, April.
    8. Pasiouras, Fotios & Tanna, Sailesh, 2010. "The prediction of bank acquisition targets with discriminant and logit analyses: Methodological issues and empirical evidence," Research in International Business and Finance, Elsevier, vol. 24(1), pages 39-61, January.
    9. N. Dewaelheyns & C. Van Hulle, 2004. "The Impact of Business Groups on Bankruptcy Prediction Modeling," Review of Business and Economic Literature, KU Leuven, Faculty of Economics and Business (FEB), Review of Business and Economic Literature, vol. 0(4), pages 623-645.
    10. Marc Berninger & Markus Klug & Dirk Schiereck, 2018. "Börsenrückzüge infolge steigender Corporate-Governance-Anforderungen – Empirische Evidenz von 13 europäischen Kapitalmärkten [Delistings due to Increased Corporate Governance Requirements – Empiric," Schmalenbach Journal of Business Research, Springer, vol. 70(4), pages 351-391, December.
    11. Gurvinder Brar & Daniel Giamouridis & Manolis Liodakis, 2009. "Predicting European Takeover Targets," European Financial Management, European Financial Management Association, vol. 15(2), pages 430-450, March.
    12. Srinivasan Ragothaman & Bijayananda Naik & Kumoli Ramakrishnan, 2003. "Predicting Corporate Acquisitions: An Application of Uncertain Reasoning Using Rule Induction," Information Systems Frontiers, Springer, vol. 5(4), pages 401-412, December.
    13. Trimbath, S. & Frydman, H. & Frydman, R., 2000. "Corporate Inefficiency and the Risk of Takeover," Working Papers 00-14, C.V. Starr Center for Applied Economics, New York University.
    14. Tugce Karatas & Ali Hirsa, 2021. "Predicting Status of Pre and Post M&A Deals Using Machine Learning and Deep Learning Techniques," Papers 2110.09315, arXiv.org.
    15. Nico Dewaelheyns & Cynthia Van Hulle, 2006. "Corporate Failure Prediction Modeling: Distorted by Business Groups' Internal Capital Markets?," Journal of Business Finance & Accounting, Wiley Blackwell, vol. 33(5‐6), pages 909-931, June.
    16. Abe De Jong & Philip T. Fliers, 2020. "Predicting Takeover Targets: Long-Run Evidence from the Netherlands," De Economist, Springer, vol. 168(3), pages 343-368, September.
    17. Athanasios Tsagkanos & Antonios Georgopoulos & Costas Siriopoulos & Evangelos Koumanakos, 2008. "Identification of Greek Takeover Targets and Coherent Policy Implications," Review of Development Economics, Wiley Blackwell, vol. 12(1), pages 180-192, February.
    18. Pei Ling Lee & Roy Wye Leong Khong & Suganthi Ramasamy, 2010. "Characteristics of Firms Going Private in the Malaysian Stock Exchange," Economics Bulletin, AccessEcon, vol. 30(2), pages 1307-1319.
    19. Steen Thomsen & Frederik Vinten, 2014. "Delistings and the costs of governance: a study of European stock exchanges 1996–2004," Journal of Management & Governance, Springer;Accademia Italiana di Economia Aziendale (AIDEA), vol. 18(3), pages 793-833, August.
    20. Pasiouras, Fotios & Tanna, Sailesh & Zopounidis, Constantin, 2007. "The identification of acquisition targets in the EU banking industry: An application of multicriteria approaches," International Review of Financial Analysis, Elsevier, vol. 16(3), pages 262-281.
    21. Nenova, Tatiana, 2003. "The value of corporate voting rights and control: A cross-country analysis," Journal of Financial Economics, Elsevier, vol. 68(3), pages 325-351, June.
    22. Tomas Jandik & Anil K. Makhija, 2005. "Leverage and the Complexity of Takeovers," The Financial Review, Eastern Finance Association, vol. 40(1), pages 95-112, February.
    23. Mehrez Ben Slama & Dhafer Saidane & Hassouna Fedhila, 2012. "How to identify targets in the M&A banking operations? Case of cross-border strategies in Europe by line of activity," Review of Quantitative Finance and Accounting, Springer, vol. 38(2), pages 209-240, February.
    24. Lee, Kangbok & Joo, Sunghoon & Baik, Hyeoncheol & Han, Sumin & In, Joonhwan, 2020. "Unbalanced data, type II error, and nonlinearity in predicting M&A failure," Journal of Business Research, Elsevier, vol. 109(C), pages 271-287.

    More about this item

    Statistics

    Access and download statistics

    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:bla:finrev:v:35:y:2000:i:1:p:105-20. 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.

    We have no bibliographic references for this item. You can help adding them by using 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: Wiley Content Delivery (email available below). General contact details of provider: https://edirc.repec.org/data/efaaaea.html .

    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.