题名

企業財務危機前之媒體管理

并列篇名

Media Management Before Corporate Financial Distress

DOI

10.6552/JOAR.2015.61.3

作者

王明昌(Ming-Chang Wang)；鄭揚耀(Lee-Young Cheng)；柯建全(Chien-Chuan Ko)

关键词

媒體管理 ； 財務危機 ； 文辭探勘 ； 支援向量機 ； Media management ； Financial distress ； Text mining ； Support vector machine

期刊名称

會計評論

卷期/出版年月

61期（2015 / 07 / 01）

页次

77 - 119

内容语文

繁體中文
中文摘要

本文檢定企業之媒體管理與後續發生財務危機之相關性。以台灣50成份股為訓練樣本，使用支援向量機的演算法建立正負面新聞分類的依據。針對台灣證券市場在1995年至2010年所發生的財務危機公司為觀察公司及其配對的對照公司為研究樣本，檢定企業在爆發財務危機前是否會抑制公司負面新聞的揭露或者進行塑造正面形象的新聞報導等媒體管理。實證結果顯示財務危機事件日前一年，負面新聞會在各季持續揭露，然而，財務危機事件日前一季，企業也會進行塑造正面新聞報導。
英文摘要

This study examines the relationship between media management and subsequent corporate financial distress. Applying a Support Vector Machine algorithm to the component stocks on the TSEC Taiwan 50 index could establish a rule for classifying positive/negative news. By examining the behavior of these companies during periods of financial distress from 1995 to 2010 and that of control firms listed on the Taiwan Stock Exchange, we examine whether firms suppress negative news or whether they attempt to mold a positive image before exposing news of financial distress by means of media management. Our findings show that negative news would be continuously exposed in several quarters of the first year before financial distress occurs, but the positive image would be molded in the first quarter prior to the onset of financial distress.
主题分类 社會科學 > 財金及會計學
参考文献
  1. Altman, E. I.(1968).Financial ratios, discriminant analysis and the prediction of corporate bankruptcy.Journal of Finance,23(4),589-609.
  2. Antweiler, W.,Frank, M. Z.(2004).Is all that talk just noise? The information content of Internet stock message boards.Journal of Finance,59(59),1259-1294.
  3. Atiya, A. F.(2001).Bankruptcy prediction for credit risk using neural networks: A survey and new results.IEEE Transactions on Neural Networks,12(4),929-935.
  4. Barber, B. M.,Loeffler, D.(1993).The "dartboard" column: Second-hand information and price pressure.Journal of Financial and Quantitative Analysis,28(2),273-284.
  5. Barton, N. H.(2001).Adaptation at the edge of a species' range.Integrating Ecology and Evolution in a Spatial Context,Oxford, UK:
  6. Beaver, W. H.(1966).Financial ratios as predictors of failure.Journal of Accounting Research,4,71-111.
  7. Begley, J.,Ming, J.,Watts, S.(1996).Bankruptcy classification errors in the 1980s: An empirical analysis of Altman's and Ohlson's models.Review of Accounting Studies,1(4),267-284.
  8. Beneish, M. D.(1999).The detection of earnings manipulation.Financial Analysts Journal,55(5),24-36.
  9. Bennett, L. W.,Manheim, J. B.(1993).Taking the public by storm: Information, cuing and the democratic process in the Gulf conflict.Political Communication,10(4),331-351.
  10. Boorstin, D. J.(1978).The Image: A Guide to Pseudo-Events in America.New York, NY:Atheneum.
  11. Brazel, J. F.,Jones, K. L.,Zimbelman, M. F.(2009).Using nonfinancial measures to assess fraud risk.Journal of Accounting Research,47(5),1135-1166.
  12. Brezigar-Masten, A.,Masten, I.(2012).CART-based selection of bankruptcy predictors for the logit model.Expert Systems with Applications,39(11),10153-10159.
  13. Butler, A.,Gurun, U.(2012).Don't believe the hype: Local media slant, local advertising, and firm value.Journal of Finance,67(2),561-598.
  14. Cecchini, M.,Aytug, H.,Koehler, G. J.,Pathak, P.(2010).Detecting management fraud in public companies.Management Science,56(7),1146-1160.
  15. Cecchini, M.,Aytug, H.,Koehler, G. J.,Pathak, P.(2010).Making words work: Using financial text as a predictor of financial events.Decision Support Systems,50(1),164-175.
  16. Chan, L. K. C.,Jegadeesh, N.,Lakonishok, J.(1996).Momentum strategies.Journal of Finance,51(5),1681-1713.
  17. Chan, W. S.(2003).Stock price reaction to news and no-news: Drift and reversal after headlines.Journal of Financial Economics,70(2),223-260.
  18. Chen, M. Y.(2011).Predicting corporate financial distress based on integration of decision tree classification and logistic regression.Expert Systems with Applications,38(9),11261-11272.
  19. Chen, S.,Härdle, W. K.,Jeong, K.(2010).Forecasting volatility with support vector machine-based GARCH model.Journal of Forecasting,29(4),406-433.
  20. Chen, S.,Härdle, W. K.,Moro, R. A.(2011).Modeling default risk with support vector machines.Quantitative Finance,11(1),135-154.
  21. Chordia, T.,Shivakumar, L.(2006).Earnings and price momentum.Journal of Financial Economics,80(3),627-656.
  22. Chordia, T.,Shivakumar, L.(2005).Inflation illusion and the post-earnings announcement drift.Journal of Accounting Research,43(4),521-556.
  23. Coombs, W. T.(1995).Choosing the right words: The development of guidelines for the selection of the "appropriate" crisis response strategies.Management Communication Quarterly,8(4),447-476.
  24. Coombs, W. T.(1998).An analytic framework for crisis situations: Better responses from a better understanding of the situation.Journal of Public Relations Research,10(3),177-191.
  25. Coombs, W. T.(1999).Ongoing Crisis Communication: Planning, Managing, and Responding.Thousand Oaks, CA:Sage Publications.
  26. Cutler, D. M.,Poterba, J. M.,Summers, L. H.(1989).What moves stock prices?.Journal of Portfolio Management,15(3),4-12.
  27. Daily, C. M.,Dalton, D. R.(1994).Corporate governance and the bankrupt firm: An empirical assessment.Strategic Management Journal,15(8),643-654.
  28. Das, S. R.(2007).Yahoo! For Amazon: Sentiment extraction from small talk on the web.Management Science,53(9),1375-1388.
  29. Dechow, P. M.,Sloan, R. G.,Sweeney, A. P.(1996).Causes and consequences of earnings manipulation: An analysis of firms subject to enforcement actions by the SEC.Contemporary Accounting Research,13(1),1-36.
  30. Deephouse, D. L.(2000).Media reputation as a strategic resource: An integration of mass communication and resource-based theories.Journal of Communication,26(6),1091-1112.
  31. Dimitras, A. I.,Zanakis, S. H.,Zopounidis, C.(1996).A survey of business failures with an emphasis on prediction methods and industrial applications.European Journal of Operational Research,90(3),487-513.
  32. Dopuch, N.,Holthausen, R. W.,Leftwich, R. W.(1987).Predicting audit qualifications with financial and market variables.The Accounting Review,63(3),431-454.
  33. Dougal, C.,Engelberg, J. E.,García, D.(2012).Journalists and the stock market.Review of Financial Studies,25(3),639-679.
  34. Doumpos, M.,Gaganis, C.,Pasiourans, F.(2005).Explaining qualifications in audit reports using a support vector machine methodology.Intelligent Systems in Accounting, Finance and Management,13(4),197-215.
  35. Dyck, A.,Volchkova, N.,Zingales, L.(2008).The corporate governance role of the media: Evidence from Russia.Journal of Finance,63(3),1093-1135.
  36. Engelberg, J. E.,Parsons, C. A.(2011).The Causal impact of media in financial markets.Journal of Finance,66(1),67-96.
  37. Ericson, M.,Hanlon, M.,Maydew, E. L.(2006).Is there a link between executive equity incentives and accounting fraud?.Journal of Accounting Research,44(1),113-143.
  38. Fama, E. F.,Jensen, M. C.(1983).Separation of ownership and control.Journal of Law and Economics,26(2),301-325.
  39. Fang, L.,Peress, J.(2009).Media coverage and the cross-section of stock returns.Journal of Finance,64(5),2023-2052.
  40. Farber, D. B.(2005).Restoring trust after fraud: Does corporate governance matter?.The Accounting Review,80(2),539-561.
  41. Fombrun, C.,Shanley, M.(1990).What's in a name? Reputation building and corporate strategy.Academy of Management Journal,33(2),233-258.
  42. Frakes, W. B.,Baeza-Yates, R.(1992).Information Retrieval: Data Structures and Algorithms.Englewood Cliffs, NJ:Prentice Hall.
  43. Fred, R.(2010).Learning from corporate mistakes.Corporate Communications: An International Journal,15(2),169-180.
  44. Gamson, W. A.,Croteau, D.,Hoynes, W.,Sasson, T.(1992).Media images and the social construction of reality.Annual Review of Sociology,18(1),373-393.
  45. Garlappi, L.,Yan, H.(2011).Financial distress and the cross-section of equity returns.Journal of Finance,66(3),789-822.
  46. Gentzkow, M.,Shapiro, J. M.(2010).What drives media slant? Evidence from U.S. daily newspapers.Econometrica,78(1),35-71.
  47. Gentzkow, M.,Shapiro, J. M.(2006).Media bias and reputation.Journal of Political Economy,114(2),280-316.
  48. Gieber, W.,Johnson, W.(1961).The city Hall beat: A study of reporters and source roles.Journalism Quarterly,38(3),289-297.
  49. Griffin, J. M.,Hirschey, N. H.,Kelly, P. J.(2011).How important is the financial media in global markets?.Review of Financial Studies,24(12),3941-3992.
  50. Healy, P.,Palepu, K. G.(2001).Information asymmetry, corporate disclosure, and capital markets: A review of the empirical disclosure literature.Journal of Accounting and Economics,31(1-3),405-440.
  51. Hua, Z.,Wang, Y.,Xu, X.,Zhang, B.,Liang, L.(2007).Predicting corporate financial distress based on integration of support vector machine and logistic regression.Expert Systems with Applications,33(2),434-440.
  52. Huang, Z.,Chen, H.,Hsu, C. J.,Chen, W.,Wu, S.(2004).Credit rating analysis with support vector machines and neural networks: A market comparative study.Decision Support Systems,37(4),543-558.
  53. Kothari, S. P.,Shu, S.,Wysocki, P. D.(2009).Do managers withhold bad news?.Journal of Accounting Research,47(1),241-276.
  54. Kumar, D.(2001).Mass media, class, and democracy: The struggle over newspaper representation of the UPS strike.Critical Studies in Mass Communication,18(3),285-302.
  55. Lee, T. A.,Ingram, R. W.,Howard, T. P.(1999).The difference between earnings and operating cash flow as an indicator of financial reporting fraud.Contemporary Accounting Research,16(4),749-786.
  56. Lerbinger, O.(1997).The Crisis Manager: Facing Risk and Responsibility.Mahwah, NJ:Lawrence Erlbaum Associates.
  57. Li, H.,Sun, J.,Wu, J.(2010).Predicting business failure using classification and regression tree: An empirical comparison with popular classical statistical methods and top classification mining methods.Expert Systems with Applcations,37(8),5895-5904.
  58. Li, J.,Du, W.(2011).An empirical study on the corporate financial distress prediction based on logistic model: Evidence from China's manufacturing industry.International Journal of Digital Content Technology and its Applications,5(6),368-379.
  59. Lloyd, C.,Walton, P.(1999).Reporting corporate crime.Corporate Communications: An International Journal,4(1),43-48.
  60. Lu, Y. C.,Shen, C. H.,Wei, Y. C.(2013).Revisiting early warning signals of corporate credit default using linguistic analysis.Pacific-Basin Finance Journal,24,1-21.
  61. McNair, B.(1999).An Introduction to Political Communication.London:Routledge.
  62. Nagar, V.(1999).The role of manager's human capital in discretionary disclosure.Journal of Accounting Research,37,167-181.
  63. Ohlson, J. A.(1980).Financial ratios and the probabilistic prediction of bankruptcy.Journal of Accounting Research,18(1),109-131.
  64. Pollock, T. G.,Rindova, V. P.(2003).Media legitimation effects in the market for initial public offering.Academy of Management Journal,46(5),631-642.
  65. Reuter, J.,Zitzewitz, E.(2006).Do ads influence editors? Advertising and bias in the financial media.Quarterly Journal of Economics,121(1),197-227.
  66. Schudson, M.(1978).Discovering the News: A Social History of American Newspapers.New York, NY:Basic Books.
  67. Shin, K. S.,Lee, T. S.,Kim, H. J.(2005).An application of support vector machines in bankruptcy prediction model.Expert Systems with Applications,28(1),127-135.
  68. Shiri, M. M.,Amini, M. T.,Raftar, M. B.(2012).Data mining techniques and prediction corporate financial distress.Interdisciplinary Journal of Contemporary Research in Business,3(1),61-68.
  69. Shoemaker, P. J.(1991).Gatekeeping.Newbury Park, CA:Sage.
  70. Sinkey, J. F.(1975).A multivariate statistical analysis of the characteristics of problem banks.Journal of Finance,30(1),21-36.
  71. Sonnenfeld, S.(1994).Media policy: What media policy?.Harvard Business Review,72(4),18-32.
  72. Sullivan, D.(2001).Document Warehousing and Text Mining: Techniques for Improving Business Operations, Marketing, and Sales.New York, NY:John Wiley and Sons.
  73. Summers, S. L.,Sweeny, J. T.(1998).Fraudulent misstated financial statements and insider trading: An empirical analysis.The Accounting Review,73(1),131-146.
  74. Teoh, S. H.,Wong, T. J.(1993).Perceived auditor quality and the earnings response coefficient.The Accounting Review,68(2),346-366.
  75. Tetlock, P.(2007).Giving content to investor sentiment: The role of media in the stock market.Journal of Finance,62(3),1139-1168.
  76. Tetlock, P.,Saar-Tsechansky, M.,Macskassy, S.(2008).More than words: Quantifying language to measure firms' fundamentals.Journal of Finance,63(3),1437-1467.
  77. Trustorff, J. H.,Konrad, P. M.,Leker, J.(2011).Credit risk prediction using support vector machines.Review of Quantitative Finance and Accounting,36(4),565-581.
  78. Vapnik, V. N.(1995).The Nature of Statistical Learning Theory.New York, NY:Springer-Verlag.
  79. Verrecchia, R. E.(2001).Essays on disclosure.Journal of Accounting and Economics,32(1-3),97-180.
  80. Ward, T. J.,Foster, B. P.(1997).A note on selecting a response measure for financial distress.Journal of Business Finance and Accounting,24(6),869-879.
  81. Wolfsfeld, G.(1984).Yamit: Protest and the media.Jerusalem Quart,31,130-144.
  82. Zhou, H.,Koong, K. S.,Xiong, Y.(2007).Accounting standards and quality of earnings information evidence from an emerging economy.International Journal Electronic Finance,1(3),355-372.
  83. Zmijewski, M. E.(1984).Methodological issues related to the estimated of financial distress prediction models.Journal of Accounting Research,22(Supliment),59-82.
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