IDEAS home Printed from https://ideas.repec.org/a/sae/ausman/v38y2013i3p553-598.html
   My bibliography  Save this article

The use of financial ratio models to help investors predict and interpret significant corporate events

Author

Listed:
  • B Korcan Ak

    (The Haas School of Business, University of California, USA)

  • Patricia M Dechow

    (The Haas School of Business, University of California, USA)

  • Yuan Sun

    (School of Management, Boston University, USA)

  • Annika Yu Wang

    (The Haas School of Business, University of California, USA)

Abstract

A firm in a steady state generates predictable income and investors can generally agree on its valuation. However, when a significant corporate event occurs this creates greater uncertainty and disagreement about firm valuation, and investors could prefer to avoid holding such a stock. We examine research that has developed financial ratio models to: (a) predict significant corporate events; and (b) predict future performance after significant corporate events. The events we analyze include financial distress and bankruptcy, downsizing, raising equity capital, and material earnings misstatements. We find that financial ratio models generally help investors avoid stocks that are likely to have significant corporate events. We also find that, conditional on a significant event occurring, financial ratio models help investors distinguish good firms from bad. However, we find that research design choices often make it difficult to determine model predictive accuracy. We discuss the role of accounting rule changes and their impact over time on the predictive power of models, and provide suggestions for improving models based on our cross-event analysis.

Suggested Citation

  • B Korcan Ak & Patricia M Dechow & Yuan Sun & Annika Yu Wang, 2013. "The use of financial ratio models to help investors predict and interpret significant corporate events," Australian Journal of Management, Australian School of Business, vol. 38(3), pages 553-598, December.
  • Handle: RePEc:sae:ausman:v:38:y:2013:i:3:p:553-598
    DOI: 10.1177/0312896213510714
    as

    Download full text from publisher

    File URL: https://journals.sagepub.com/doi/10.1177/0312896213510714
    Download Restriction: no

    File URL: https://libkey.io/10.1177/0312896213510714?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. MacKie-Mason, Jeffrey K, 1990. "Do Taxes Affect Corporate Financing Decisions?," Journal of Finance, American Finance Association, vol. 45(5), pages 1471-1493, December.
    2. Stewart C. Myers & Nicholas S. Majluf, 1984. "Corporate Financing and Investment Decisions When Firms Have InformationThat Investors Do Not Have," NBER Working Papers 1396, National Bureau of Economic Research, Inc.
    3. Myers, Stewart C. & Majluf, Nicholas S., 1984. "Corporate financing and investment decisions when firms have information that investors do not have," Journal of Financial Economics, Elsevier, vol. 13(2), pages 187-221, June.
    4. Mark H. Lang & Russell J. Lundholm, 2000. "Voluntary Disclosure and Equity Offerings: Reducing Information Asymmetry or Hyping the Stock?," Contemporary Accounting Research, John Wiley & Sons, vol. 17(4), pages 623-662, December.
    5. John M. Griffin & Michael L. Lemmon, 2002. "Book‐to‐Market Equity, Distress Risk, and Stock Returns," Journal of Finance, American Finance Association, vol. 57(5), pages 2317-2336, October.
    6. Feng, Mei & Ge, Weili & Luo, Shuqing & Shevlin, Terry, 2011. "Why do CFOs become involved in material accounting manipulations?," Journal of Accounting and Economics, Elsevier, vol. 51(1), pages 21-36.
    7. 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.
    8. Shivakumar, Lakshmanan, 2000. "Do firms mislead investors by overstating earnings before seasoned equity offerings?," Journal of Accounting and Economics, Elsevier, vol. 29(3), pages 339-371, June.
    9. Patricia M. Dechow & Amy P. Hutton & Richard G. Sloan, 2000. "The Relation between Analysts' Forecasts of Long†Term Earnings Growth and Stock Price Performance Following Equity Offerings," Contemporary Accounting Research, John Wiley & Sons, vol. 17(1), pages 1-32, March.
    10. Ljungqvist, Alexander & Boehmer, Ekkehart, 2004. "On the decision to go public: Evidence from privately-held firms," Discussion Paper Series 1: Economic Studies 2004,16, Deutsche Bundesbank.
    11. Sudheer Chava & Amiyatosh Purnanandam, 2010. "Is Default Risk Negatively Related to Stock Returns?," Review of Financial Studies, Society for Financial Studies, vol. 23(6), pages 2523-2559, June.
    12. Jain, Bharat A & Kini, Omesh, 1994. "The Post-Issue Operating Performance of IPO Firms," Journal of Finance, American Finance Association, vol. 49(5), pages 1699-1726, December.
    13. Tim Loughran & Jay R. Ritter, 2002. "Why Don't Issuers Get Upset About Leaving Money on the Table in IPOs?," Review of Financial Studies, Society for Financial Studies, vol. 15(2), pages 413-444, March.
    14. 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.
    15. Merton, Robert C, 1974. "On the Pricing of Corporate Debt: The Risk Structure of Interest Rates," Journal of Finance, American Finance Association, vol. 29(2), pages 449-470, May.
    16. Ball, Ray & Shivakumar, Lakshmanan, 2008. "Earnings quality at initial public offerings," Journal of Accounting and Economics, Elsevier, vol. 45(2-3), pages 324-349, August.
    17. Robyn McLaughlin & Assem Safieddine & Gopala K. Vasudevan, 1996. "The Operating Performance of Seasoned Equity Issuers: Free Cash Flow and Post-Issue Performance," Financial Management, Financial Management Association, vol. 25(4), Winter.
    18. Siew Hong Teoh & T. J. Wong, 2002. "Why New Issues and High-Accrual Firms Underperform: The Role of Analysts' Credulity," Review of Financial Studies, Society for Financial Studies, vol. 15(3), pages 869-900.
    19. Patricia M. Dechow & Richard G. Sloan & Amy P. Sweeney, 1996. "Causes and Consequences of Earnings Manipulation: An Analysis of Firms Subject to Enforcement Actions by the SEC," Contemporary Accounting Research, John Wiley & Sons, vol. 13(1), pages 1-36, March.
    20. Graham, John R. & Harvey, Campbell R., 2001. "The theory and practice of corporate finance: evidence from the field," Journal of Financial Economics, Elsevier, vol. 60(2-3), pages 187-243, May.
    21. Jones, Jj, 1991. "Earnings Management During Import Relief Investigations," Journal of Accounting Research, Wiley Blackwell, vol. 29(2), pages 193-228.
    22. 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.
    23. Ohlson, Ja, 1980. "Financial Ratios And The Probabilistic Prediction Of Bankruptcy," Journal of Accounting Research, Wiley Blackwell, vol. 18(1), pages 109-131.
    24. 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.
    25. Da, Zhi & Gao, Pengjie, 2010. "Clientele Change, Liquidity Shock, and the Return on Financially Distressed Stocks," Journal of Financial and Quantitative Analysis, Cambridge University Press, vol. 45(1), pages 27-48, February.
    26. Merle Erickson & Michelle Hanlon & Edward L. Maydew, 2006. "Is There a Link between Executive Equity Incentives and Accounting Fraud?," Journal of Accounting Research, Wiley Blackwell, vol. 44(1), pages 113-143, March.
    27. Ritter, Jay R., 2003. "Investment banking and securities issuance," Handbook of the Economics of Finance, in: G.M. Constantinides & M. Harris & R. M. Stulz (ed.), Handbook of the Economics of Finance, edition 1, volume 1, chapter 5, pages 255-306, Elsevier.
    28. Patricia M. Dechow & Amy P. Hutton & Jung Hoon Kim & Richard G. Sloan, 2012. "Detecting Earnings Management: A New Approach," Journal of Accounting Research, Wiley Blackwell, vol. 50(2), pages 275-334, May.
    29. Beaver, Wh, 1966. "Financial Ratios As Predictors Of Failure - Reply," Journal of Accounting Research, Wiley Blackwell, vol. 4, pages 123-127.
    30. Fama, Eugene F & French, Kenneth R, 1995. "Size and Book-to-Market Factors in Earnings and Returns," Journal of Finance, American Finance Association, vol. 50(1), pages 131-155, March.
    31. James C. Brau & Stanley E. Fawcett, 2006. "Initial Public Offerings: An Analysis of Theory and Practice," Journal of Finance, American Finance Association, vol. 61(1), pages 399-436, February.
    32. Cohen, Daniel A. & Zarowin, Paul, 2010. "Accrual-based and real earnings management activities around seasoned equity offerings," Journal of Accounting and Economics, Elsevier, vol. 50(1), pages 2-19, May.
    33. Loughran, Tim & Ritter, Jay R, 1995. "The New Issues Puzzle," Journal of Finance, American Finance Association, vol. 50(1), pages 23-51, March.
    34. Piotroski, JD, 2000. "Value investing: The use of historical financial statement information to separate winners from losers," Journal of Accounting Research, Wiley Blackwell, vol. 38, pages 1-41.
    35. David Burgstahler & James Jiambalvo & Terry Shevlin, 2002. "Do Stock Prices Fully Reflect the Implications of Special Items for Future Earnings?," Journal of Accounting Research, Wiley Blackwell, vol. 40(3), pages 585-612, June.
    36. Roychowdhury, Sugata, 2006. "Earnings management through real activities manipulation," Journal of Accounting and Economics, Elsevier, vol. 42(3), pages 335-370, December.
    37. Lorenzo Garlappi & Tao Shu & Hong Yan, 2008. "Default Risk, Shareholder Advantage, and Stock Returns," Review of Financial Studies, Society for Financial Studies, vol. 21(6), pages 2743-2778, November.
    38. Jung, Kooyul & Yong-Cheol, Kim & Stulz, Rene M., 1996. "Timing, investment opportunities, managerial discretion, and the security issue decision," Journal of Financial Economics, Elsevier, vol. 42(2), pages 159-185, October.
    39. Agarwal, Vineet & Taffler, Richard, 2008. "Comparing the performance of market-based and accounting-based bankruptcy prediction models," Journal of Banking & Finance, Elsevier, vol. 32(8), pages 1541-1551, August.
    40. Teoh, Siew Hong & Welch, Ivo & Wong, T. J., 1998. "Earnings management and the underperformance of seasoned equity offerings," Journal of Financial Economics, Elsevier, vol. 50(1), pages 63-99, October.
    41. James C. Brau & Bill Francis & Ninon Kohers, 2003. "The Choice of IPO versus Takeover: Empirical Evidence," The Journal of Business, University of Chicago Press, vol. 76(4), pages 583-612, October.
    42. Altı, Aydoğan & Sulaeman, Johan, 2012. "When do high stock returns trigger equity issues?," Journal of Financial Economics, Elsevier, vol. 103(1), pages 61-87.
    43. Black, Fischer & Scholes, Myron S, 1973. "The Pricing of Options and Corporate Liabilities," Journal of Political Economy, University of Chicago Press, vol. 81(3), pages 637-654, May-June.
    44. Francis, J & Hanna, JD & Vincent, L, 1996. "Causes and effects of discretionary asset write-offs," Journal of Accounting Research, Wiley Blackwell, vol. 34, pages 117-134.
    45. Beaver, Wh, 1966. "Financial Ratios As Predictors Of Failure," Journal of Accounting Research, Wiley Blackwell, vol. 4, pages 71-111.
    46. Maria Vassalou & Yuhang Xing, 2004. "Default Risk in Equity Returns," Journal of Finance, American Finance Association, vol. 59(2), pages 831-868, April.
    47. Fei Leng & Ehsan H. Feroz & Zhiyan Cao & Sergio V. Davalos, 2011. "The Long-Term Performance and Failure Risk of Firms Cited in the US SEC's Accounting and Auditing Enforcement Releases," Journal of Business Finance & Accounting, Wiley Blackwell, vol. 38(7-8), pages 813-841, September.
    48. Patricia M. Dechow & Weili Ge & Chad R. Larson & Richard G. Sloan, 2011. "Predicting Material Accounting Misstatements," Contemporary Accounting Research, John Wiley & Sons, vol. 28(1), pages 17-82, March.
    49. Rowland K. Atiase & David E. Platt & Senyo Y. Tse, 2004. "Operational Restructuring Charges and Post†Restructuring Performance," Contemporary Accounting Research, John Wiley & Sons, vol. 21(3), pages 493-522, September.
    50. Sudheer Chava & Robert A. Jarrow, 2008. "Bankruptcy Prediction with Industry Effects," World Scientific Book Chapters, in: Financial Derivatives Pricing Selected Works of Robert Jarrow, chapter 21, pages 517-549, World Scientific Publishing Co. Pte. Ltd..
    51. Christopher S. Armstrong & Alan D. Jagolinzer & David F. Larcker, 2010. "Chief Executive Officer Equity Incentives and Accounting Irregularities," Journal of Accounting Research, Wiley Blackwell, vol. 48(2), pages 225-271, May.
    52. Chee Lim & Tiong Thong & David Ding, 2008. "Firm diversification and earnings management: evidence from seasoned equity offerings," Review of Quantitative Finance and Accounting, Springer, vol. 30(1), pages 69-92, January.
    53. Ritter, Jay R, 1991. "The Long-run Performance of Initial Public Offerings," Journal of Finance, American Finance Association, vol. 46(1), pages 3-27, March.
    54. Guo, Lin & Mech, Timothy S., 2000. "Conditional event studies, anticipation, and asymmetric information: the case of seasoned equity issues and pre-issue information releases," Journal of Empirical Finance, Elsevier, vol. 7(2), pages 113-141, August.
    55. Dambolena, Ismael G & Khoury, Sarkis J, 1980. "Ratio Stability and Corporate Failure," Journal of Finance, American Finance Association, vol. 35(4), pages 1017-1026, September.
    56. 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.
    57. Daniel A. Bens & Rick Johnston, 2009. "Accounting Discretion: Use or Abuse? An Analysis of Restructuring Charges Surrounding Regulator Action," Contemporary Accounting Research, John Wiley & Sons, vol. 26(3), pages 673-699, September.
    58. Ilia D. Dichev, 1998. "Is the Risk of Bankruptcy a Systematic Risk?," Journal of Finance, American Finance Association, vol. 53(3), pages 1131-1147, June.
    59. 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.
    60. Chaney, Paul K. & Hogan, Chris E. & Jeter, Debra C., 1999. "The effect of reporting restructuring charges on analysts' forecast revisions and errors," Journal of Accounting and Economics, Elsevier, vol. 27(3), pages 261-284, July.
    61. Bradshaw, Mark T. & Richardson, Scott A. & Sloan, Richard G., 2006. "The relation between corporate financing activities, analysts' forecasts and stock returns," Journal of Accounting and Economics, Elsevier, vol. 42(1-2), pages 53-85, October.
    62. Rajan, Raghuram & Servaes, Henri, 1997. "Analyst Following of Initial Public Offerings," Journal of Finance, American Finance Association, vol. 52(2), pages 507-529, June.
    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. Jacqueline Christensen & Pamela Kent & Tom Smith, 2016. "The decision to outsource risk management services," Accounting and Finance, Accounting and Finance Association of Australia and New Zealand, vol. 56(4), pages 985-1015, December.
    2. Douglas, Ella & Lont, David & Scott, Tom, 2014. "Finance company failure in New Zealand during 2006–2009: Predictable failures?," Journal of Contemporary Accounting and Economics, Elsevier, vol. 10(3), pages 277-295.
    3. Karen Benson & Peter M Clarkson & Tom Smith & Irene Tutticci, 2015. "A review of accounting research in the Asia Pacific region," Australian Journal of Management, Australian School of Business, vol. 40(1), pages 36-88, February.

    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. Andreou, Christoforos K. & Lambertides, Neophytos & Panayides, Photis M., 2021. "Distress risk anomaly and misvaluation," The British Accounting Review, Elsevier, vol. 53(5).
    2. Charitou, Andreas & Dionysiou, Dionysia & Lambertides, Neophytos & Trigeorgis, Lenos, 2013. "Alternative bankruptcy prediction models using option-pricing theory," Journal of Banking & Finance, Elsevier, vol. 37(7), pages 2329-2341.
    3. Kevin Aretz & Chris Florackis & Alexandros Kostakis, 2018. "Do Stock Returns Really Decrease with Default Risk? New International Evidence," Management Science, INFORMS, vol. 64(8), pages 3821-3842, August.
    4. Li, Chunyu & Lou, Chenxin & Luo, Dan & Xing, Kai, 2021. "Chinese corporate distress prediction using LASSO: The role of earnings management," International Review of Financial Analysis, Elsevier, vol. 76(C).
    5. Michael S. O'Doherty, 2012. "On the Conditional Risk and Performance of Financially Distressed Stocks," Management Science, INFORMS, vol. 58(8), pages 1502-1520, August.
    6. Assaf Eisdorfer & Amit Goyal & Alexei Zhdanov, 2018. "Distress Anomaly and Shareholder Risk: International Evidence," Financial Management, Financial Management Association International, vol. 47(3), pages 553-581, September.
    7. George, Thomas J. & Hwang, Chuan-Yang, 2010. "A resolution of the distress risk and leverage puzzles in the cross section of stock returns," Journal of Financial Economics, Elsevier, vol. 96(1), pages 56-79, April.
    8. 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.
    9. K. C. Kenneth Chu & W. H. Sophia Zhai, 2021. "Distress risk puzzle and analyst forecast optimism," Review of Quantitative Finance and Accounting, Springer, vol. 57(2), pages 429-460, August.
    10. Serrano-Cinca, Carlos & Gutiérrez-Nieto, Begoña & Bernate-Valbuena, Martha, 2019. "The use of accounting anomalies indicators to predict business failure," European Management Journal, Elsevier, vol. 37(3), pages 353-375.
    11. Duc Hong Vo & Binh Ninh Vo Pham & Chi Minh Ho & Michael McAleer, 2019. "Corporate Financial Distress of Industry Level Listings in Vietnam," JRFM, MDPI, vol. 12(4), pages 1-17, September.
    12. Kim, Dongcheol & Lee, Inro & Na, Haejung, 2019. "Financial distress, short sale constraints, and mispricing," Pacific-Basin Finance Journal, Elsevier, vol. 53(C), pages 94-111.
    13. Deniz Anginer & Çelim Yıldızhan, 2018. "Is There a Distress Risk Anomaly? Pricing of Systematic Default Risk in the Cross-section of Equity Returns [The risk-adjusted cost of financial distress]," Review of Finance, European Finance Association, vol. 22(2), pages 633-660.
    14. 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.
    15. 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.
    16. Koresh Galil & Neta Gilat, 2019. "Predicting Default More Accurately: To Proxy or Not to Proxy for Default?," International Review of Finance, International Review of Finance Ltd., vol. 19(4), pages 731-758, 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. Giesecke, Kay & Longstaff, Francis A. & Schaefer, Stephen & Strebulaev, Ilya, 2011. "Corporate bond default risk: A 150-year perspective," Journal of Financial Economics, Elsevier, vol. 102(2), pages 233-250.
    19. Ferreira Filipe, Sara & Grammatikos, Theoharry & Michala, Dimitra, 2016. "Pricing default risk: The good, the bad, and the anomaly," Journal of Financial Stability, Elsevier, vol. 26(C), pages 190-213.
    20. Mohammad Mahdi Mousavi & Jamal Ouenniche & Kaoru Tone, 2023. "A dynamic performance evaluation of distress prediction models," Journal of Forecasting, John Wiley & Sons, Ltd., vol. 42(4), pages 756-784, July.

    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:sae:ausman:v:38:y:2013:i:3:p:553-598. 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: SAGE Publications (email available below). General contact details of provider: http://www.agsm.edu.au .

    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.