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研究生: 李芷安
Lee, Chih-An
論文名稱: Z-Score與多因子模型在美股的實證
An Empirical Study of Z-Score and Multi-Factor Models in US Stock Market
指導教授: 顏盟峯
Yen, Meng-Feng
學位類別: 碩士
Master
系所名稱: 管理學院 - 財務金融研究所
Graduate Institute of Finance
論文出版年: 2022
畢業學年度: 110
語文別: 中文
論文頁數: 36
中文關鍵詞: 違約風險Altman Z-Score五因子模型美國股市
外文關鍵詞: Default risk, Altman Z-Score, five-factor model, US stock market
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  • 本研究主要探討違約風險於美國股市報酬率的影響,研究期間為 2000 年至2021 年,排除 S&P 500 最大跌幅月份 2008 年 9 月及 2020 年 3 月,共 262 筆月報酬資料。研究公司之財務資料取自 Compustat North America 資料庫,個股月報酬取自 CRSP 資料庫,各因子數值來源為 Kenneth R. French - Data Library。以 Altman ZScore Plus
    (2012)衡量上市公司違約風險,並以兩大事件:2008 金融海嘯以及2020 新冠疫情作為分界點,分期檢視在納入 Fama and French 五因子(2015)以及Carhart(1997)動量因子後,違約風險因子是否仍對美股報酬有顯著解釋力。再進一步根據 Vassalou and Xing(2004)之研究設計,檢視控制規模及淨值市價比後,美股報酬是否具有違約風險效果。
    依據我們的實證結果,研究發現:一、美國股市在信貸環境惡化時,違約風險與報酬率成顯著正相關,信貸週期良好時則呈顯著負相關。二、Fama and French(2015)的市場因子、規模因子與投資因子不受景氣波動影響,在各期與股價報酬均呈顯著正相關;帳市值比因子與獲利性因子則隨景氣擴張與收縮出現改變。三、控制規模因子後,只有在市值規模最小的組別(前 20%),違約風險較低的公司有顯著較高報酬。其餘組別則是違約風險較高的公司有顯著較高報酬。四、控制 BM因子後,在 BM 比率最高的組別內,違約風險較高的公司有顯著較高報酬,而在BM 比率第三高、次低及最低的組別中,則是財務穩健、違約風險較低的企業有顯著優勢。

    This study examines the effect of default risk on US equity returns for the period 2000 to 2021, excluding the largest decline of the S&P 500 in September 2008 and March 2020 for a total of 262 months of return data. We get financial information for the companies studied from the Compustat North America database, monthly stock returns obtained from the CRSP database, and the values of momentum factor and Fama&French 5 factors are obtained from the data library of Kenneth R. French. We use the Altman Z-Score Plus (2012) to measure default risk for listed companies. The whole study period is segmented by two significant economic events: the 2008 financial crisis and the 2020 COVID-19 pandemic. We further examine the default risk effect on US stock returns after controlling for size and book-to-market (BM) ratio based on Vassalou and Xing (2004). Our empirical results are twofold. Firstly, default risk is significantly and positively correlated with equity returns under a deteriorating credit environment but negatively correlated during a benign credit cycle. Secondly, the market factor, size factor, and investment factor of Fama and French (2015) are always significantly and positively correlated with stock returns, which is not affected by the US business cycle. On the contrary, the relationships of BM ratio and profitability factors with the equity returns change across economic expansion and contraction. Our results also show that the relationships between the default risk and equity returns are not consistent across the five company sizes or the five BM ratios.

    摘要 I Abstract II 誌謝 V 目錄 VI 表目錄 VII 圖目錄 VIII 第壹章 緒論 1 第壹節 研究背景與動機 1 第貳節 研究目的 4 第參節 研究架構 5 第貳章 文獻探討與回顧 6 第壹節 違約風險與股票報酬 6 第貳節 Altman Z-Score Family of Models 7 第參節 Fama and French 五因子模型 9 第肆節 信用評級與金融海嘯 11 第伍節 新冠疫情前後的信貸市場 13 第參章 研究方法與設計 17 第壹節 資料來源說明 17 第貳節 研究方法 18 第肆章 實證結果 23 第壹節 違約風險因子對美股報酬之影響 23 第貳節 規模、淨值市價比與違約風險效果之關聯性 24 第伍章 結論 31 參考文獻 34

    Aharoni, G., Grundy, B., and Zeng, Q. 2013. “Stock returns and the Miller Modigliani valuation formula: Revisiting the Fama French analysis,” Journal of Financial Economics, 110, pp. 347-357.
    Altman, E. I. 1968. “Financial ratios, discriminant analysis and the prediction of corporate bankruptcy,” Journal of Finance, 23, pp. 589-609.
    Altman, E. I., Marco, G., and Varetto, F. 1994. “Corporate distress diagnosis: Comparisons using linear discriminant analysis and neural networks,” Journal of Banking and Finance, 18, pp. 505-529.
    Altman, E. I. 2018. “A fifty-year retrospective on credit risk models, the Altman Z-Score family of models and their applications to financial markets and managerial strategies,” Journal of Credit Risk, 14, pp. 1-34.
    Altman, E. I., Hotchkiss, E., and Wang, W. 2019. Corporate Financial Distress,
    Restructuring, and Bankruptcy: Analyze Leveraged Finance, Distressed Debt, and
    Bankruptcy, 4th Edition, John Wiley & Sons, Inc., New York.
    Altman, E. I. 2020. “Covid-19 and the credit cycle,” Journal of Credit Risk, 16, pp. 1-28.
    Altman, E. I. 2021. “Covid-19 and the credit cycle: 2020 revisited and 2021 outlook,” Journal of Credit Risk, 17, pp. 1-13.
    Amato, J. D., and Furfine, C. H. 2004. “Are credit ratings procyclical?,” Journal of
    Banking and Finance, 28, pp. 2641-2677.
    Amihud, Y. 2002. “Illiquidity and stock returns: Cross-section and time-series effects,” Journal of Financial Markets, 5, pp. 31-56.
    Ang, A., Hodrick, R. J., Xing, Y., and Zhang, X. 2006. “The cross-section of volatility and expected returns,” Journal of Finance, 61, pp. 259-299.
    Avramov, D., Chordia, T., Jostova, G., and Philipov, A. 2009. “Credit ratings and the crosssection of stock returns,” Journal of Financial Markets, 12, pp. 469-499.
    Bolton, P., Freixas, X., and Shapiro, J. 2012. “The credit ratings game,” Journal of Credit Risk, 67, pp. 85-111.
    Campbell, J. Y., Hilscher, J., and Szilagyi, J. 2008. “In search of distress risk,” Journal of Finance, 63, pp. 2899-2939.
    Carhart, M. M. 1997. “On persistence in mutual fund performance,” Journal of Finance, 52, pp. 57-82.
    Celik, S., Demirtas, G., and Isaksson, M. 2020. “Corporate Bond Market Trends, Emerging Risks and Monetary Policy,” OECD Capital Markets Series, Paris.
    Chava, S., and Purnanandam, A. 2010. “Is default risk negatively related to stock returns?,”Review of Financial Studies, 23, pp. 2523-2559.
    Dichev, I. D. 1998. “Is the risk of bankruptcy a systematic risk?,” Journal of Finance, 53, pp. 1131-1147.
    Fama, E. F., and French, K. R. 1992. “The cross-section of expected stock returns,”
    Journal of Finance, 47, pp. 427-465.
    Fama, E. F., and French, K. R. 1993. “Common risk factors in the returns on stocks and bonds,” Journal of Financial Economics, 33, pp. 3-56.
    Fama, E. F., and French, K. R. 1996. “Multifactor explanations of asset pricing anomalies,” Journal of Finance, 51, pp. 55-84.
    Fama, E. F., and French, K. R. 2015. “A five-factor asset pricing model,” Journal of
    Financial Economics, 116, pp. 1-22.
    Friewald, N., Wagner, C., and Zechner, J. 2014. “The cross-section of credit risk premia and equity returns,” Journal of Finance, 69, pp. 2419-2469.
    Gao, P., Parsons, C. A., and Shen, J. 2018. “Global relation between financial distress and equity returns,” Review of Financial Studies, 31, pp. 239-277.
    Garlappi, L., Shu, T., and Yan, H. 2008.“Default risk, shareholder advantage, and stock returns,” Review of Financial Studies, 21, pp. 2743-2778.
    Goldstein, I., and Huang, C. 2020. “Credit rating inflation and firms' investments,”
    Journal of Finance, 75, pp. 2929-2972.
    Griffin JM, Nickerson J, and Tang DY. 2013. “Rating shopping or catering? An
    examination of the response to competitive pressure for CDO credit ratings,” Review of Financial Studies, 26, pp. 2270-2310.
    Kisgen, D. J., and Strahan, P. E. 2010. “Do regulations based on credit ratings affect a firm cost of capital?,” Review of Financial Studies, 23, pp. 4324-4347.
    Merton, Robert C. 1974. “On the pricing of corporate debt: The risk structure of interest rates,” Journal of Finance, 29, pp. 449-470.
    Novy-Marx, R. 2013. “The other side of value: The gross profitability premium,” Journal of Financial Economics, 108, pp. 1-28.
    Reisz, A. S., and Perlich, C. 2007. “A market-based framework for bankruptcy prediction,”Journal of Financial Stability, 3, pp. 85-131.
    S&P Global Ratings. 2021. “Default, transition, and recovery: 2020 annual global
    corporate default and rating transition study”.
    Vassalou, M., and Xing, Y. 2004. “Default risk in equity returns.” Journal of Finance, 59, pp. 831-868.

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