IDEAS home Printed from https://ideas.repec.org/a/wly/jforec/v39y2020i8p1238-1252.html
   My bibliography  Save this article

Financial distress prediction model: The effects of corporate governance indicators

Author

Listed:
  • Chih‐Chun Chen
  • Chun‐Da Chen
  • Donald Lien

Abstract

This paper constructs a financial distress prediction model that includes not only traditional financial variables, but also several important corporate governance variables. Using data from Taiwan, the empirical results show that the best in‐sample and out‐of‐sample prediction models should combine the financial variables with the corporate governance variables. Moreover, the prediction accuracy is higher for the models using dynamic distress threshold values than those with tradition threshold values. Most financial ratios, except for the debt ratio, are higher in financially sound companies than in financial distressed ones. With regard to the corporate governance variables, we find that the CEO/Chairman duality may not result in the outbreak of financial distress, but higher equity pledge ratios of managers (shareholding ratios by board members and insiders) positively (negatively) correlate with financial distress.

Suggested Citation

  • Chih‐Chun Chen & Chun‐Da Chen & Donald Lien, 2020. "Financial distress prediction model: The effects of corporate governance indicators," Journal of Forecasting, John Wiley & Sons, Ltd., vol. 39(8), pages 1238-1252, December.
  • Handle: RePEc:wly:jforec:v:39:y:2020:i:8:p:1238-1252
    DOI: 10.1002/for.2684
    as

    Download full text from publisher

    File URL: https://doi.org/10.1002/for.2684
    Download Restriction: no

    File URL: https://libkey.io/10.1002/for.2684?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
    ---><---

    References listed on IDEAS

    as
    1. Nicholas Apergis & Mita Bhattacharya & John Inekwe, 2019. "Prediction of financial distress for multinational corporations: Panel estimations across countries," Applied Economics, Taylor & Francis Journals, vol. 51(39), pages 4255-4269, August.
    2. La Porta, Rafael & Lopez-de-Silanes, Florencio & Shleifer, Andrei & Vishny, Robert, 2000. "Investor protection and corporate governance," Journal of Financial Economics, Elsevier, vol. 58(1-2), pages 3-27.
    3. Jameson, Melvin & Prevost, Andrew & Puthenpurackal, John, 2014. "Controlling shareholders, board structure, and firm performance: Evidence from India," Journal of Corporate Finance, Elsevier, vol. 27(C), pages 1-20.
    4. Betz, Frank & Oprică, Silviu & Peltonen, Tuomas A. & Sarlin, Peter, 2014. "Predicting distress in European banks," Journal of Banking & Finance, Elsevier, vol. 45(C), pages 225-241.
    5. Shleifer, Andrei & Vishny, Robert W, 1986. "Large Shareholders and Corporate Control," Journal of Political Economy, University of Chicago Press, vol. 94(3), pages 461-488, June.
    6. Teresa A. John, 1993. "Accounting Measures of Corporate Liquidity, Leverage, and Costs of Financial Distress," Financial Management, Financial Management Association, vol. 22(3), Fall.
    7. Jensen, Michael C. & Meckling, William H., 1976. "Theory of the firm: Managerial behavior, agency costs and ownership structure," Journal of Financial Economics, Elsevier, vol. 3(4), pages 305-360, October.
    8. Morck, Randall & Shleifer, Andrei & Vishny, Robert W., 1988. "Management ownership and market valuation," Scholarly Articles 29407535, Harvard University Department of Economics.
    9. Liang, Qi & Xu, Pisun & Jiraporn, Pornsit, 2013. "Board characteristics and Chinese bank performance," Journal of Banking & Finance, Elsevier, vol. 37(8), pages 2953-2968.
    10. Hernandez Tinoco, Mario & Wilson, Nick, 2013. "Financial distress and bankruptcy prediction among listed companies using accounting, market and macroeconomic variables," International Review of Financial Analysis, Elsevier, vol. 30(C), pages 394-419.
    11. Khoja, Layla & Chipulu, Maxwell & Jayasekera, Ranadeva, 2019. "Analysis of financial distress cross countries: Using macroeconomic, industrial indicators and accounting data," International Review of Financial Analysis, Elsevier, vol. 66(C).
    12. Nada Mselmi & Amine Lahiani & Taher Hamza, 2017. "Financial distress prediction: The case of French small and medium-sized firms," Post-Print hal-03380580, HAL.
    13. Garcia-Appendini, Emilia, 2018. "Financial distress and competitors' investment," Journal of Corporate Finance, Elsevier, vol. 51(C), pages 182-209.
    14. Nur Adiana Hiau Abdullah & Muhammad M. Ma'aji & Karren Lee-Hwei Khaw, 2016. "The Value of Governance Variables in Predicting Financial Distress Among Small and Medium-Sized Enterprises in Malaysia," Asian Academy of Management Journal of Accounting and Finance (AAMJAF), Penerbit Universiti Sains Malaysia, vol. 12(Suppl. 1), pages 1-77–91.
    15. Yermack, David, 1996. "Higher market valuation of companies with a small board of directors," Journal of Financial Economics, Elsevier, vol. 40(2), pages 185-211, February.
    16. Evangelos C. Charalambakis & Ian Garrett, 2019. "On corporate financial distress prediction: What can we learn from private firms in a developing economy? Evidence from Greece," Review of Quantitative Finance and Accounting, Springer, vol. 52(2), pages 467-491, February.
    17. Edward I. Altman, 1968. "Financial Ratios, Discriminant Analysis And The Prediction Of Corporate Bankruptcy," Journal of Finance, American Finance Association, vol. 23(4), pages 589-609, September.
    18. McConnell, John J. & Servaes, Henri, 1990. "Additional evidence on equity ownership and corporate value," Journal of Financial Economics, Elsevier, vol. 27(2), pages 595-612, October.
    19. Chung, Kee H. & Pruitt, Stephen W., 1996. "Executive ownership, corporate value, and executive compensation: A unifying framework," Journal of Banking & Finance, Elsevier, vol. 20(7), pages 1135-1159, August.
    20. Edward I. Altman, 1968. "The Prediction Of Corporate Bankruptcy: A Discriminant Analysis," Journal of Finance, American Finance Association, vol. 23(1), pages 193-194, March.
    21. Allen N. Berger & Björn Imbierowicz & Christian Rauch, 2016. "The Roles of Corporate Governance in Bank Failures during the Recent Financial Crisis," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 48(4), pages 729-770, June.
    22. Ohlson, Ja, 1980. "Financial Ratios And The Probabilistic Prediction Of Bankruptcy," Journal of Accounting Research, Wiley Blackwell, vol. 18(1), pages 109-131.
    23. Zmijewski, Me, 1984. "Methodological Issues Related To The Estimation Of Financial Distress Prediction Models," Journal of Accounting Research, Wiley Blackwell, vol. 22, pages 59-82.
    24. Barnhart, Scott W & Rosenstein, Stuart, 1998. "Board Composition, Managerial Ownership, and Firm Performance: An Empirical Analysis," The Financial Review, Eastern Finance Association, vol. 33(4), pages 1-16, November.
    25. Core, John E. & Holthausen, Robert W. & Larcker, David F., 1999. "Corporate governance, chief executive officer compensation, and firm performance," Journal of Financial Economics, Elsevier, vol. 51(3), pages 371-406, March.
    26. John E. Core & Wayne R. Guay & Tjomme O. Rusticus, 2006. "Does Weak Governance Cause Weak Stock Returns? An Examination of Firm Operating Performance and Investors' Expectations," Journal of Finance, American Finance Association, vol. 61(2), pages 655-687, April.
    27. Johnson, Simon & Boone, Peter & Breach, Alasdair & Friedman, Eric, 2000. "Corporate governance in the Asian financial crisis," Journal of Financial Economics, Elsevier, vol. 58(1-2), pages 141-186.
    28. Harlan Platt & Marjorie Platt, 2002. "Predicting corporate financial distress: Reflections on choice-based sample bias," Journal of Economics and Finance, Springer;Academy of Economics and Finance, vol. 26(2), pages 184-199, June.
    29. Kun Wang & Greg Shailer, 2015. "Ownership Concentration And Firm Performance In Emerging Markets: A Meta-Analysis," Journal of Economic Surveys, Wiley Blackwell, vol. 29(2), pages 199-229, April.
    30. Beaver, Wh, 1966. "Financial Ratios As Predictors Of Failure - Reply," Journal of Accounting Research, Wiley Blackwell, vol. 4, pages 123-127.
    31. Agrawal, Anup & Knoeber, Charles R., 1996. "Firm Performance and Mechanisms to Control Agency Problems between Managers and Shareholders," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 31(3), pages 377-397, September.
    32. Tsun‐Siou Lee & Yin‐Hua Yeh, 2004. "Corporate Governance and Financial Distress: evidence from Taiwan," Corporate Governance: An International Review, Wiley Blackwell, vol. 12(3), pages 378-388, July.
    33. Jensen, Michael C. & Ruback, Richard S., 1983. "The market for corporate control : The scientific evidence," Journal of Financial Economics, Elsevier, vol. 11(1-4), pages 5-50, April.
    34. Duru, Augustine & Iyengar, Raghavan J. & Zampelli, Ernest M., 2016. "The dynamic relationship between CEO duality and firm performance: The moderating role of board independence," Journal of Business Research, Elsevier, vol. 69(10), pages 4269-4277.
    35. Chin‐Jung Luan & Ming‐Je Tang, 2007. "Where is Independent Director Efficacy?," Corporate Governance: An International Review, Wiley Blackwell, vol. 15(4), pages 636-643, July.
    36. Roger D. Huang & Cheng‐Yi Shiu, 2009. "Local Effects of Foreign Ownership in an Emerging Financial Market: Evidence from Qualified Foreign Institutional Investors in Taiwan," Financial Management, Financial Management Association International, vol. 38(3), pages 567-602, September.
    37. Schmidt, Cornelius & Fahlenbrach, Rüdiger, 2017. "Do exogenous changes in passive institutional ownership affect corporate governance and firm value?," Journal of Financial Economics, Elsevier, vol. 124(2), pages 285-306.
    38. Benjamin E. Hermalin & Michael S. Weisbach, 1991. "The Effects of Board Composition and Direct Incentives on Firm Performance," Financial Management, Financial Management Association, vol. 20(4), Winter.
    39. Demsetz, Harold & Villalonga, Belen, 2001. "Ownership structure and corporate performance," Journal of Corporate Finance, Elsevier, vol. 7(3), pages 209-233, September.
    40. Rosenstein, Stuart & Wyatt, Jeffrey G., 1990. "Outside directors, board independence, and shareholder wealth," Journal of Financial Economics, Elsevier, vol. 26(2), pages 175-191, August.
    41. Morck, Randall & Shleifer, Andrei & Vishny, Robert W., 1988. "Management ownership and market valuation : An empirical analysis," Journal of Financial Economics, Elsevier, vol. 20(1-2), pages 293-315, January.
    42. Marsh, Paul, 1982. "The Choice between Equity and Debt: An Empirical Study," Journal of Finance, American Finance Association, vol. 37(1), pages 121-144, March.
    43. Beaver, Wh, 1966. "Financial Ratios As Predictors Of Failure," Journal of Accounting Research, Wiley Blackwell, vol. 4, pages 71-111.
    44. Catherine M. Daily & Dan R. Dalton, 1993. "Board of Directors Leadership and Structure: Control and Performance Implications," Entrepreneurship Theory and Practice, , vol. 17(3), pages 65-81, April.
    45. Anup Agrawal & Charles R. Knoeber, "undated". "Firm Performance and Mechanisms to Control Agency Problems between Managers and Shareholders (Revision of 29-94)," Rodney L. White Center for Financial Research Working Papers 08-96, Wharton School Rodney L. White Center for Financial Research.
    46. Apostolos G. Christopoulos & Ioannis G. Dokas & Petros Kalantonis & Theodora Koukkou, 2019. "Investigation of financial distress with a dynamic logit based on the linkage between liquidity and profitability status of listed firms," Journal of the Operational Research Society, Taylor & Francis Journals, vol. 70(10), pages 1817-1829, October.
    47. Chen, Gongmeng & Firth, Michael & Gao, Daniel N. & Rui, Oliver M., 2006. "Ownership structure, corporate governance, and fraud: Evidence from China," Journal of Corporate Finance, Elsevier, vol. 12(3), pages 424-448, June.
    48. Fauver, Larry & Hung, Mingyi & Li, Xi & Taboada, Alvaro G., 2017. "Board reforms and firm value: Worldwide evidence," Journal of Financial Economics, Elsevier, vol. 125(1), pages 120-142.
    49. Bi-Huei Tsai, 2013. "An Early Warning System of Financial Distress Using Multinomial Logit Models and a Bootstrapping Approach," Emerging Markets Finance and Trade, Taylor & Francis Journals, vol. 49(S2), pages 43-69, March.
    50. Claessens, Stijn & Djankov, Simeon & Lang, Larry H. P., 2000. "The separation of ownership and control in East Asian Corporations," Journal of Financial Economics, Elsevier, vol. 58(1-2), pages 81-112.
    51. Liu, Yu & Miletkov, Mihail K. & Wei, Zuobao & Yang, Tina, 2015. "Board independence and firm performance in China," Journal of Corporate Finance, Elsevier, vol. 30(C), pages 223-244.
    52. Lefort, Fernando & Urzúa, Francisco, 2008. "Board independence, firm performance and ownership concentration: Evidence from Chile," Journal of Business Research, Elsevier, vol. 61(6), pages 615-622, June.
    53. Chen, Carl R & Steiner, Thomas L, 1999. "Managerial Ownership and Agency Conflicts: A Nonlinear Simultaneous Equation Analysis of Managerial Ownership, Risk Taking, Debt Policy, and Dividend Policy," The Financial Review, Eastern Finance Association, vol. 34(1), pages 119-136, February.
    54. Mselmi, Nada & Lahiani, Amine & Hamza, Taher, 2017. "Financial distress prediction: The case of French small and medium-sized firms," International Review of Financial Analysis, Elsevier, vol. 50(C), pages 67-80.
    55. Anup Agrawal & Charles R. Knoeber, "undated". "Firm Performance and Mechanisms to Control Agency Problems between Managers and Shareholders (Revision of 29-94)," Rodney L. White Center for Financial Research Working Papers 8-96, Wharton School Rodney L. White Center for Financial Research.
    56. Catherine M. Daily & Dan R. Dalton, 1994. "Corporate governance and the bankrupt firm: An empirical assessment," Strategic Management Journal, Wiley Blackwell, vol. 15(8), pages 643-654, October.
    57. Abdallah, Abed Al-Nasser & Ismail, Ahmad K., 2017. "Corporate governance practices, ownership structure, and corporate performance in the GCC countries," Journal of International Financial Markets, Institutions and Money, Elsevier, vol. 46(C), pages 98-115.
    58. Mak, Y. T. & Li, Yuan, 2001. "Determinants of corporate ownership and board structure: evidence from Singapore," Journal of Corporate Finance, Elsevier, vol. 7(3), pages 235-256, September.
    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. Ali Meftah Gerged & Mohamed Marie & Israa Elbendary, 2022. "Estimating the Risk of Financial Distress Using a Multi-Layered Governance Criterion: Insights from Middle Eastern and North African Banks," JRFM, MDPI, vol. 15(12), pages 1-22, December.

    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. Francesco Perrini & Ginevra Rossi & Barbara Rovetta, 2008. "Does Ownership Structure Affect Performance? Evidence from the Italian Market," Corporate Governance: An International Review, Wiley Blackwell, vol. 16(4), pages 312-325, July.
    2. Sheeba Kapil & Rakesh K Mishra, 2019. "Corporate Governance structure and firm performance in Indian context: A Structural Equation Modelling Approach," Working Papers 1937, Indian Institute of Foreign Trade.
    3. Wiem Elmanaa Madani & Wafa Khlif, 2005. "Effets De La Structure De Propriete Sur La Performance Comptable : Etude Empirique Sur Les Entreprises Tunisiennes Indistruelles Non Cotees," Post-Print halshs-00581192, HAL.
    4. Sofi Mohd Fikri & Mohamed Hisham Yahya & Taufiq Hassan, 2017. "A Review on Agency Cost of Shariah Governance in Mutual Fund," International Journal of Economics and Financial Issues, Econjournals, vol. 7(1), pages 530-538.
    5. Amitava Roy, 2014. "Corporate Governance and Firm Performance: An Exploratory Analysis of Indian Listed Companies," Jindal Journal of Business Research, , vol. 3(1-2), pages 93-120, June.
    6. Yen, Tze-Yu & Andre, Paul, 2007. "Ownership structure and operating performance of acquiring firms: The case of English-origin countries," Journal of Economics and Business, Elsevier, vol. 59(5), pages 380-405.
    7. Jimmy A. Saravia, 2014. "Why has the literature on corporate governance and firm performance yielded mixed results?," Documentos de Trabajo de Valor Público 10914, Universidad EAFIT.
    8. Kun Wang & Greg Shailer, 2015. "Ownership Concentration And Firm Performance In Emerging Markets: A Meta-Analysis," Journal of Economic Surveys, Wiley Blackwell, vol. 29(2), pages 199-229, April.
    9. Nicola Moscariello & Michele Pizzo & Dmytro Govorun & Alexander Kostyuk, 2019. "Independent minority directors and firm value in a principal–principal agency setting: evidence from Italy," Journal of Management & Governance, Springer;Accademia Italiana di Economia Aziendale (AIDEA), vol. 23(1), pages 165-194, March.
    10. Bill Francis & Iftekhar Hasan & Qiang Wu, 2015. "Professors in the Boardroom and Their Impact on Corporate Governance and Firm Performance," Financial Management, Financial Management Association International, vol. 44(3), pages 547-581, September.
    11. Aziz Jaafar & Lynn Hodgkinson & Mao-Feng Kao, 2019. "Ownership Structure, Board of Directors and Firm Performance: Evidence from Taiwan," Working Papers 19011, Bangor Business School, Prifysgol Bangor University (Cymru / Wales).
    12. Akbar, Muhammad & Hussain, Shahzad & Ahmad, Tanveer & Hassan, Shoib, 2020. "Corporate Governance and Firm Performance in Pakistan: Dynamic Panel Estimation," CAFE Working Papers 6, Centre for Accountancy, Finance and Economics (CAFE), Birmingham City Business School, Birmingham City University.
    13. Manzaneque, Montserrat & Priego, Alba María & Merino, Elena, 2016. "Corporate governance effect on financial distress likelihood: Evidence from Spain," Revista de Contabilidad - Spanish Accounting Review, Elsevier, vol. 19(1), pages 111-121.
    14. Mertzanis, Charilaos & Basuony, Mohamed A.K. & Mohamed, Ehab K.A., 2019. "Social institutions, corporate governance and firm-performance in the MENA region," Research in International Business and Finance, Elsevier, vol. 48(C), pages 75-96.
    15. Shu-Ling Lin & Lu Jun & Jing-Lun Yan, 2018. "Family Holding and Board Effectiveness on the Risk-taking of Financial Industry in China and Taiwan," Journal of Applied Finance & Banking, SCIENPRESS Ltd, vol. 8(2), pages 1-6.
    16. Oxelheim, Lars & Randoy, Trond, 2003. "The impact of foreign board membership on firm value," Journal of Banking & Finance, Elsevier, vol. 27(12), pages 2369-2392, December.
    17. Ahsan Habib & Mabel D' Costa & Hedy Jiaying Huang & Md. Borhan Uddin Bhuiyan & Li Sun, 2020. "Determinants and consequences of financial distress: review of the empirical literature," Accounting and Finance, Accounting and Finance Association of Australia and New Zealand, vol. 60(S1), pages 1023-1075, April.
    18. James, Hui & Benson, Bradley W. & Wu, Chen (Ken), 2017. "Does CEO ownership affect payout policy? Evidence from using CEO scaled wealth-performance sensitivity," The Quarterly Review of Economics and Finance, Elsevier, vol. 65(C), pages 328-345.
    19. Seifert, Bruce & Gonenc, Halit & Wright, Jim, 2005. "The international evidence on performance and equity ownership by insiders, blockholders, and institutions," Journal of Multinational Financial Management, Elsevier, vol. 15(2), pages 171-191, April.
    20. Chongwoo Choe & Gloria Tian & Xiangkang Yin, 2008. "Managerial Power, Stock-Based Compensation, And Firm Performance: Theory And Evidence," Monash Economics Working Papers 21/08, Monash University, Department of Economics.

    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:wly:jforec:v:39:y:2020:i:8:p:1238-1252. 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: Wiley Content Delivery (email available below). General contact details of provider: http://www3.interscience.wiley.com/cgi-bin/jhome/2966 .

    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.