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Detecting and ranking cash flow risk factors via artificial neural networks technique

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  • Namazi, Mohammad
  • Shokrolahi, Ahmad
  • Sadeghzadeh Maharluie, Mohammad

Abstract

Jensen (1986) predicts that managers with more free cash flows (FCF) available show an opportunistic behavior, which leads to the emergence of the FCF risk. Consequently, determining the relative importance of factors affecting the FCF risks is vital. The major purpose of this article is testing Jensen's assertion by identifying relative significance of the factors influencing FCF risks via artificial neural network (ANN). In effect, seven independent variables relating to FCF risks including debt policy, ownership concentration, ownership level, managerial ownership, state ownership, size of the firm, and profitability draw on the literature. The study collects 1224 company-year data from Tehran Stock Exchange (TSE) for the period 2001–2010. The study applies the Pearson's correlation and a three layer ANN. The results of testing the hypotheses show that, among the preceding 7 factors, profitability is the most important factor in determining FCF risks. Following profitability, the second and third most important factors are the debt policy and size of the company. Consequently, this finding posits a great implication for the stock markets and contradicts Jensen's (1986) study.

Suggested Citation

  • Namazi, Mohammad & Shokrolahi, Ahmad & Sadeghzadeh Maharluie, Mohammad, 2016. "Detecting and ranking cash flow risk factors via artificial neural networks technique," Journal of Business Research, Elsevier, vol. 69(5), pages 1801-1806.
    • Handle: RePEc:eee:jbrese:v:69:y:2016:i:5:p:1801-1806
    DOI: 10.1016/j.jbusres.2015.10.059
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    as
    1. Kemp, Stanley J. & Zaradic, Patricia & Hansen, Frank, 2007. "An approach for determining relative input parameter importance and significance in artificial neural networks," Ecological Modelling, Elsevier, vol. 204(3), pages 326-334.
    2. Doukas, John A. & McKnight, Phillip J. & Pantzalis, Christos, 2005. "Security analysis, agency costs, and UK firm characteristics," International Review of Financial Analysis, Elsevier, vol. 14(5), pages 493-507.
    3. Rubin, Amir, 2007. "Ownership level, ownership concentration and liquidity," Journal of Financial Markets, Elsevier, vol. 10(3), pages 219-248, August.
    4. Guest, Paul M., 2008. "The determinants of board size and composition: Evidence from the UK," Journal of Corporate Finance, Elsevier, vol. 14(1), pages 51-72, February.
    5. Stulz, ReneM., 1990. "Managerial discretion and optimal financing policies," Journal of Financial Economics, Elsevier, vol. 26(1), pages 3-27, July.
    6. Jensen, Michael C, 1986. "Agency Costs of Free Cash Flow, Corporate Finance, and Takeovers," American Economic Review, American Economic Association, vol. 76(2), pages 323-329, May.
    7. Lang, Larry & Ofek, Eli & Stulz, Rene M., 1996. "Leverage, investment, and firm growth," Journal of Financial Economics, Elsevier, vol. 40(1), pages 3-29, January.
    8. Cornett, Marcia Millon & Marcus, Alan J. & Saunders, Anthony & Tehranian, Hassan, 2007. "The impact of institutional ownership on corporate operating performance," Journal of Banking & Finance, Elsevier, vol. 31(6), pages 1771-1794, June.
    9. Paul Gompers & Joy Ishii & Andrew Metrick, 2003. "Corporate Governance and Equity Prices," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 118(1), pages 107-156.
    10. Opler, Tim & Titman, Sheridan, 1993. "The Determinants of Leveraged Buyout Activity: Free Cash Flow vs. Financial Distress Costs," Journal of Finance, American Finance Association, vol. 48(5), pages 1985-1999, December.
    11. Chen, Kevin C. W. & Chen, Zhihong & Wei, K. C. John, 2011. "Agency Costs of Free Cash Flow and the Effect of Shareholder Rights on the Implied Cost of Equity Capital," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 46(1), pages 171-207, February.
    12. Céspedes, Jacelly & González, Maximiliano & Molina, Carlos A., 2010. "Ownership and capital structure in Latin America," Journal of Business Research, Elsevier, vol. 63(3), pages 248-254, March.
    13. Earnhart, Dietrich & Lizal, Lubomir, 2006. "Effects of ownership and financial performance on corporate environmental performance," Journal of Comparative Economics, Elsevier, vol. 34(1), pages 111-129, March.
    14. Velury, Uma & Jenkins, David S., 2006. "Institutional ownership and the quality of earnings," Journal of Business Research, Elsevier, vol. 59(9), pages 1043-1051, September.
    15. Chung, Richard & Firth, Michael & Kim, Jeong-Bon, 2005. "Earnings management, surplus free cash flow, and external monitoring," Journal of Business Research, Elsevier, vol. 58(6), pages 766-776, June.
    16. Boone, Audra L. & Casares Field, Laura & Karpoff, Jonathan M. & Raheja, Charu G., 2007. "The determinants of corporate board size and composition: An empirical analysis," Journal of Financial Economics, Elsevier, vol. 85(1), pages 66-101, July.
    17. James S. Ang & Rebel A. Cole & James Wuh Lin, 2000. "Agency Costs and Ownership Structure," Journal of Finance, American Finance Association, vol. 55(1), pages 81-106, February.
    18. Sajid, Gul & Muhammad, Sajid & Nasir, Razzaq & Farman, Afzal, 2012. "Agency cost, corporate governance and ownership structure: the case of Pakistan," MPRA Paper 42418, University Library of Munich, Germany.
    19. Bruton, Garry D. & Keels, J. Kay & Scifres, Elton L., 2002. "Corporate restructuring and performance: An agency perspective on the complete buyout cycle," Journal of Business Research, Elsevier, vol. 55(9), pages 709-724, September.
    20. D'Mello, Ranjan & Miranda, Mercedes, 2010. "Long-term debt and overinvestment agency problem," Journal of Banking & Finance, Elsevier, vol. 34(2), pages 324-335, February.
    21. Fleming, Grant & Heaney, Richard & McCosker, Rochelle, 2005. "Agency costs and ownership structure in Australia," Pacific-Basin Finance Journal, Elsevier, vol. 13(1), pages 29-52, January.
    22. Jayesh Kumar, 2004. "Does Ownership Structure Influence Firm Value? Evidence from India," Finance 0406008, University Library of Munich, Germany.
    23. Bejou, David & Wray, Barry & Ingram, Thomas N., 1996. "Determinants of relationship quality: An artificial neural network analysis," Journal of Business Research, Elsevier, vol. 36(2), pages 137-143, June.
    24. Jurkus, Anthony F. & Park, Jung Chul & Woodard, Lorraine S., 2011. "Women in top management and agency costs," Journal of Business Research, Elsevier, vol. 64(2), pages 180-186, February.
    25. Aiyesha Dey, 2008. "Corporate Governance and Agency Conflicts," Journal of Accounting Research, Wiley Blackwell, vol. 46(5), pages 1143-1181, December.
    26. Margaritis, Dimitris & Psillaki, Maria, 2010. "Capital structure, equity ownership and firm performance," Journal of Banking & Finance, Elsevier, vol. 34(3), pages 621-632, March.
    27. Salla Pöyry & Benjamin Maury, 2010. "Influential ownership and capital structure," Managerial and Decision Economics, John Wiley & Sons, Ltd., vol. 31(5), pages 311-324.
    28. Jaggi, Bikki & Gul, Ferdinand A, 1999. "An Analysis of Joint Effects of Investment Opportunity Set, Free Cash Flows and Size on Corporate Debt Policy," Review of Quantitative Finance and Accounting, Springer, vol. 12(4), pages 371-381, June.
    29. Henry, Darren, 2010. "Agency costs, ownership structure and corporate governance compliance: A private contracting perspective," Pacific-Basin Finance Journal, Elsevier, vol. 18(1), pages 24-46, January.
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