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Stock liquidity and SMEs’ likelihood of bankruptcy: Evidence from the US market

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  • Kalak, Izidin El
  • Azevedo, Alcino
  • Hudson, Robert
  • Karim, Mohamad Abd

Abstract

We study the association between the stock liquidity of SMEs in the US and their likelihood of bankruptcy, using a dataset that comprises information on 5075 firms over the time period from 1984 to 2013 using the hazard model of Campbell et al. (2008). We find that less liquid stocks are associated with higher probability of bankruptcy, although there is substantial heterogeneity across industries regarding the predictive power of the liquidity measure on the likelihood of bankruptcy. Furthermore, the exchange where the SMEs are listed also affects the likelihood of bankruptcy. Classification performance tests conclude that adding a liquidity measure variable to the Campbell et al. (2008) model improves its predictive power.

Suggested Citation

  • Kalak, Izidin El & Azevedo, Alcino & Hudson, Robert & Karim, Mohamad Abd, 2017. "Stock liquidity and SMEs’ likelihood of bankruptcy: Evidence from the US market," Research in International Business and Finance, Elsevier, vol. 42(C), pages 1383-1393.
    • Handle: RePEc:eee:riibaf:v:42:y:2017:i:c:p:1383-1393
    DOI: 10.1016/j.ribaf.2017.07.077
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    as
    1. Atkins, Allen B & Dyl, Edward A, 1997. "Transactions Costs and Holding Periods for Common Stocks," Journal of Finance, American Finance Association, vol. 52(1), pages 309-325, March.
    2. John Y. Campbell & Jens Hilscher & Jan Szilagyi, 2008. "In Search of Distress Risk," Journal of Finance, American Finance Association, vol. 63(6), pages 2899-2939, December.
    3. Grossman, Sanford J & Miller, Merton H, 1988. " Liquidity and Market Structure," Journal of Finance, American Finance Association, vol. 43(3), pages 617-637, July.
    4. Alex Edmans, 2009. "Blockholder Trading, Market Efficiency, and Managerial Myopia," Journal of Finance, American Finance Association, vol. 64(6), pages 2481-2513, December.
    5. Bauer, Julian & Agarwal, Vineet, 2014. "Are hazard models superior to traditional bankruptcy prediction approaches? A comprehensive test," Journal of Banking & Finance, Elsevier, vol. 40(C), pages 432-442.
    6. Francisco Sogorb-Mira, 2005. "How SME Uniqueness Affects Capital Structure: Evidence From A 1994–1998 Spanish Data Panel," Small Business Economics, Springer, vol. 25(5), pages 447-457, December.
    7. Elizabeth R. Odders-White & Mark J. Ready, 2006. "Credit Ratings and Stock Liquidity," Review of Financial Studies, Society for Financial Studies, vol. 19(1), pages 119-157.
    8. Fang, Vivian W. & Noe, Thomas H. & Tice, Sheri, 2009. "Stock market liquidity and firm value," Journal of Financial Economics, Elsevier, vol. 94(1), pages 150-169, October.
    9. 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.
    10. Berger, Allen N. & Udell, Gregory F., 2004. "The institutional memory hypothesis and the procyclicality of bank lending behavior," Journal of Financial Intermediation, Elsevier, vol. 13(4), pages 458-495, October.
    11. Lesmond, David A & Ogden, Joseph P & Trzcinka, Charles A, 1999. "A New Estimate of Transaction Costs," Review of Financial Studies, Society for Financial Studies, vol. 12(5), pages 1113-1141.
    12. Butler, Alexander W. & Grullon, Gustavo & Weston, James P., 2005. "Stock Market Liquidity and the Cost of Issuing Equity," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 40(2), pages 331-348, June.
    13. Chai, Daniel & Faff, Robert & Gharghori, Philip, 2010. "New evidence on the relation between stock liquidity and measures of trading activity," International Review of Financial Analysis, Elsevier, vol. 19(3), pages 181-192, June.
    14. Amihud, Yakov, 2002. "Illiquidity and stock returns: cross-section and time-series effects," Journal of Financial Markets, Elsevier, vol. 5(1), pages 31-56, January.
    15. Chae Woo Nam & Tong Suk Kim & Nam Jung Park & Hoe Kyung Lee, 2008. "Bankruptcy prediction using a discrete-time duration model incorporating temporal and macroeconomic dependencies," Journal of Forecasting, John Wiley & Sons, Ltd., vol. 27(6), pages 493-506.
    16. Alexandros Gabrielsen & Massimiliano Marzo & Paolo Zagaglia, 2011. "Measuring market liquidity: An introductory survey," Papers 1112.6169, arXiv.org.
    17. Anderson, Raymond, 2007. "The Credit Scoring Toolkit: Theory and Practice for Retail Credit Risk Management and Decision Automation," OUP Catalogue, Oxford University Press, number 9780199226405, Decembrie.
    18. 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.
    19. El Kalak, Izidin & Hudson, Robert, 2016. "The effect of size on the failure probabilities of SMEs: An empirical study on the US market using discrete hazard model," International Review of Financial Analysis, Elsevier, vol. 43(C), pages 135-145.
    20. Alexander W. Butler & Hong Wan, 2010. "Stock Market Liquidity and the Long-run Stock Performance of Debt Issuers," Review of Financial Studies, Society for Financial Studies, vol. 23(11), pages 3966-3995, November.
    21. Florackis, Chris & Gregoriou, Andros & Kostakis, Alexandros, 2011. "Trading frequency and asset pricing on the London Stock Exchange: Evidence from a new price impact ratio," Journal of Banking & Finance, Elsevier, vol. 35(12), pages 3335-3350.
    22. Holmstrom, Bengt & Tirole, Jean, 1993. "Market Liquidity and Performance Monitoring," Journal of Political Economy, University of Chicago Press, vol. 101(4), pages 678-709, August.
    23. John R. Becker‐Blease & Donna L. Paul, 2006. "Stock Liquidity and Investment Opportunities: Evidence from Index Additions," Financial Management, Financial Management Association International, vol. 35(3), pages 35-51, September.
    24. Maria Vassalou & Yuhang Xing, 2004. "Default Risk in Equity Returns," Journal of Finance, American Finance Association, vol. 59(2), pages 831-868, April.
    25. Joel Hasbrouck, 2009. "Trading Costs and Returns for U.S. Equities: Estimating Effective Costs from Daily Data," Journal of Finance, American Finance Association, vol. 64(3), pages 1445-1477, June.
    26. Hwang, Ruey-Ching, 2012. "A varying-coefficient default model," International Journal of Forecasting, Elsevier, vol. 28(3), pages 675-688.
    27. Shin, G. Hwan & Kolari, James W., 2004. "Do some lenders have information advantages? Evidence from Japanese credit market data," Journal of Banking & Finance, Elsevier, vol. 28(10), pages 2331-2351, October.
    28. Ernst Maug, 1998. "Large Shareholders as Monitors: Is There a Trade-Off between Liquidity and Control?," Journal of Finance, American Finance Association, vol. 53(1), pages 65-98, February.
    29. Goyenko, Ruslan Y. & Holden, Craig W. & Trzcinka, Charles A., 2009. "Do liquidity measures measure liquidity?," Journal of Financial Economics, Elsevier, vol. 92(2), pages 153-181, May.
    30. Shumway, Tyler, 2001. "Forecasting Bankruptcy More Accurately: A Simple Hazard Model," The Journal of Business, University of Chicago Press, vol. 74(1), pages 101-124, January.
    31. John R. Becker-Blease & Donna L. Paul, 2006. "Stock Liquidity and Investment Opportunities: Evidence from Index Additions," Financial Management, Financial Management Association, vol. 35(3), Autumn.
    32. Sreedhar T. Bharath & Tyler Shumway, 2008. "Forecasting Default with the Merton Distance to Default Model," Review of Financial Studies, Society for Financial Studies, vol. 21(3), pages 1339-1369, May.
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    Cited by:

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    3. Yuan, Kunpeng & Chi, Guotai & Zhou, Ying & Yin, Hailei, 2022. "A novel two-stage hybrid default prediction model with k-means clustering and support vector domain description," Research in International Business and Finance, Elsevier, vol. 59(C).

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    More about this item

    Keywords

    Market liquidity; Liquidity measures; Bankruptcy; Hazard model;
    All these keywords.

    JEL classification:

    • G12 - Financial Economics - - General Financial Markets - - - Asset Pricing; Trading Volume; Bond Interest Rates
    • G14 - Financial Economics - - General Financial Markets - - - Information and Market Efficiency; Event Studies; Insider Trading

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