Good Corporate Governance and Predicting Financial Distress Using Logistic and Probit Regression Model

Juniarti Juniarti




Abstract


The study aims to prove whether good corporate governance (GCG) is able to predict the probability of companies experiencing financial difficulties. Financial ratios that traditionally used for predicting bankruptcy remains used in this study. Besides, this study also compares logit and probit regression models, which are widely used in research related accounting bankruptcy prediction. Both models will be compared to determine which model is more superior. The sample in this study is the infrastructure, transportation, utilities & trade, services and hotels companies experiencing financial distress in the period 2008-2011. The results show that GCG and other three variables control i.e DTA, CR and company category do not prove significantly to predict the probability of companies experiencing financial difficulties. NPM, the only variable that proved significantly distinguishing healthy firms and distress. In general, logit and probit models do not result in different conclusions. Both of the models confirm the goodness of fit of models and the results of hypothesis testing. In terms of classification accuracy, logit model proves more accurate predictions than the probit models.


Keywords


good corporate governance, financial distress, financial ratio, logistic regression, probit regression

References


Almilia, L. S. and Kristijadi. (2003). Financial Ratio Analysis To Predict Financial Distress Conditions in Manufacturing Company in Jakarta Stock Exchange. JAAI, 7(2), 183-210.

Almilia, Luciana S. (2004). Analysis of Factors Affecting Financial Condition Distress of Listed Company in Jakarta Stock Exchange Analisis. Jurnal Riset Akuntasi Indonesia, 7(1), 1-22.

Ashbaugh, H., Collins, D., and LaFond, R. (2004). Corporate Governance and the Cost of Equity Capital. Working Paper, 1-54.

Bastian, I. dan Suhardjono (2006). Accountancy of Bank, Book 2, 1st Edition, Jakarta: Salemba Empat.

Black, B., Jang, H., and Woochang, K. (2003). Does Corporate Governance Affect Firm Value? Evidence from Korea. Working paper, 1-31.

Beasly, M. S. (1996). An Empirical Analysis of the Relation between the Board of Director Composition and Financial Statement Fraud. The Accounting Review, 71(4), 443-465.

Bhojraj, S. and Sengupta, P. (2003). Effect of Corporate Governance on Bond Ratings and Yields: The Role of Institutional Investors and the Outside Directors. The Journal of Business, 76, 455-475.

Brigham, E. F. and Daves, P. R. (2003). Intermediete Financial Management. Eight Edition. USA: Thomson. South-Western

Byun, H., Kwak, S., and Hwang, L. (2008). The Implied Cost of Equity Capital and Corporate. Asia-Pacific Journal of Financial Studies, 37 (1), 139-184

Coombes, P. and Watson, M. (2000). Three Surveys on Corporate Governance. The McKinsey Quarterly, 4, 74-77.

Darmawati, D., Komsiyah, dan Rahayu, R. G. (2004). The Relationship of Corporate Governance and Financial Performance. Simposium Nasional Akuntansi VII.

DP. E. N. (2007). The Influence of Corporate Governance Implementation to the Company’s Financial Distress: An Empirical Study. Jurnal Bisnis dan Akuntansi, 9(1), 88-108.

Daily, C. M. and Dalton, D. R. (1994). Bankruptcy and Corporate Governance: The Impactof Board Composition and Structure. Academy of Management Journal, 37(6), 1603-1618.

Elloumi, F. and Gueyie, J. (2001). CEO Compensation, IOS and the Role of Corporate Governance. Corporate Governance, 1(2), 23-33.

Emery, D. R., Finnerty, J. D. and Stowe, J. D. (2007). Corporate financial management (3rd ed.). USA: Prentice Hall.

Fich, E. M. and Slezak, S. L. (2008). Can Corporate Governance Save Distressed Firms From Bankruptcy? An Empirical Analysis. Rev Quant Finan Acc, 30, 225-251.

Gitman, Lawrence J. (2003). Principles of Managerial Finance, Tenth Edition, San Fransisco: Addison Wesley

Gompers, P., Ishi, J. L., and Metrick, A. (2003), Corporate Governance and Equity Prices, Quarterly Journal of Economics, 118, 107-155.

Gujarati, N. D. (2004), Basic Econometrics, 3rd edition, McGraw Hill International editions

Hofer, C. W. (1980). Turnaround Strategies. Journal of Business Strategy, 1, 19-31.

Huang, H. and Zhao, J. (2008). Relationship between Corporate Governance and Financial Distress: An Empirical Study of Distressed Companies in China. International Journal of Management, 25(3). 654-778.

Iramani. (2008). Predicting Model of Financial Distress for Indonesia Listed Companies. Jurnal Aplikasi Manajemen, 6(1).

Morck, R., Shleifer, A., and Vishny, R. W. (1988). Management Ownership and Market Valuation an Empirical Analysis. Journal of Financial Economics, 20, 293-315.

Platt, H. D. and Platt, M. B. (2002). Predicting Corporate Financial Distress: Reflections on Choice-Based Sample Bias. Journal of Economics and Finance, 26(2), 184-199.

Ross, W. J. (2003). Fundamental of Corporate Finance. McGraw Hill.

Sengupta, R. and Faccio, M. (2011). Corporate Response to Distress: Evidence from the Asian Financial Crisis. Federal Reserve Bank of St.Louis Review, 93(2), 127-154.

Shleifer, A. and Vishny, R. (1997). Survey of Corporate Governance. Journal of Finance, 52, 737-783.

Sulistyanto, H. S. dan Prapti M. S. (2003). Good Corporate Governance: Could it increase social trust?. Ekonomi & Bisnis-Ekobis, 4(1).

Supatmi. (2007). Corporate Governance and Company’s Performance. Jurnal Bisnis dan Ekonomi, 14.

Ward, T. J. and Foster, B. P. (1997). A Note on Selecting a Response Measure for Financial Distress. Journal of Business Finance and Accounting, 24, 78-869.

Widarjo, W. dan Setiawan, D. (2009), The Influence of Financial ratio on Financial

Distress in Autumotive Companies, Jurnal Bisnis dan Akuntansi, 11(2), 107-119.

Whitaker, R. B. (1999). The Early Stages of Financial Distress. Journal of Economics and Finance, 23, 123-133.

Yin, H. Y. and Tsui, S. L. (2004). Corporate Governance and Financial Distress: Evidence from Taiwan. Corporate Governance: An International Review, 12(93), 378-388.


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