Corporate Default and Asset Pricing in Stock Market

Document Type : Research Paper

Authors

1 Ph.D. of Finance, Department of Finance and Banking, Allameh Tabatabaei University, Tehran, Iran.

2 Professor of Industrial Management, Department of Operations Management and Information Technology, Allameh Tabatabaei University, Tehran, Iran.

3 Ph.D. Candidate of Finance, Science and Research Branch, Islamic Azad University, Tehran, Iran.

4 Ph.D. Candidate of Accounting, Central Tehran Branch, Islamic Azad University, Tehran, Iran.

10.22103/jak.2023.21254.3868

Abstract

Objective: The main objective of this research is to study the relationship between corporate default and key investment strategies in the Iranian stock market. These strategies are value strategies and continuation of past performance (momentum). The concept of market anomalies, including value, size, and momentum premium, has been studied mainly in the stock exchange of the United States or other countries. Research focusing exclusively on the Tehran Stock Exchange is limited and related to the past years. Considering Iran's influential role in the region's economy and its damage from the recent global crises, it will be important to answer whether there are abnormal returns resulting from value premium, size premium and continuation of past returns on the Tehran Stock Exchange. Another goal of this research is to establish and investigate the theoretical relationship between corporate default and investment strategies.
Method: In this research, using four corporate default indicators, including the probability of default calculated by Campbell, Hilscher and Szilagyi (2008) (named as CHS score), the criterion based on Merton model (1974) (named as M score), Altman's Z score (1968) and Ohlson's O score (1980), the role of this factor in pricing capital assets, as well in explaining the profitability of investment strategies known as value premium, size premium and momentum premium, is investigated and analyzed. In this way, a total of 10 models are used and tested: (1) Fama-French three-factor model (1993), (2) Carhart four-factor model (1997), (3) augmented Fama-French model including CHS score, (4) augmented Carhart model including CHS score, (5) augmented Fama-French model including Z score, (6) augmented Carhart model including Z score, (7) augmented Fama-French model including O score, (8) augmented Carhart model including O score, (9) augmented Fama-French model including M score, and (10) augmented Carhart model including M score. This research uses data from 168 companies listed on the Tehran Stock Exchange and Iran Over the Counter Market over 114 months.
Results: According to this research, including the corporate default factor in the Fama-French three-factor model (1993) and Carhart four-factor model (1997) improves the performance of these models in pricing stocks. In the meantime, the indicator of the probability of default calculated by Campbell, Hilscher and Szilagyi (2008) has the greatest contribution to increasing the explanatory power of the mentioned models. After that, Ohlson's O score (1980) and Altman's Z score (1968) are ranked second and third, and the measure based on Merton's model (1974) stands at the last place. Additionally, it is found that value premium, while indifferent to the presence or absence of the corporate default factor in asset pricing models, is mainly seen among small and big value stocks. After augmenting these models with the corporate default factor, the significance of the size effect disappears among big value stocks. However, this variable still maintains its influence in explaining the fluctuations of returns of three other stock portfolios, including small value stocks, small growth stocks and big growth stocks. In addition, the findings show that the excess returns of none of the stock portfolios contain momentum premiums. More importantly, the research results suggest that the probability of corporate default and the excess returns of stock portfolios are significantly negatively correlated.
Conclusion: According to the results, the first hypothesis of the research, “the corporate default factor explains the stock returns of firms listed on the Tehran Stock Exchange and Iran Fara Bourse,” is confirmed. The second hypothesis of the research, based on which “including the corporate default factor improves the performance of Fama-French three-factor model (1993) and Carhart four-factor model (1997) in the pricing of capital assets”, is also confirmed. The third hypothesis of the research, according to which “the corporate default factor changes the effect of risk factors related to size, book value to market value and momentum in Fama-French three-factor model (1993) and Carhart four-factor model (1997)”, is confirmed about size and value effects. Still, there is no evidence that with the inclusion of the corporate default factor in Carhart's four-factor model (1997), the impact of the momentum variable on the excess returns of stock portfolios will increase or decrease. The fourth research hypothesis, that “market-based corporate default criteria have more power in explaining the profitability of value premium, size premium, and momentum premium, compared to the criteria based on accounting data”, is not fully confirmed or rejected. According to the above findings, the effects of value, size, and momentum are not compensation for corporate default risk. It is suggested that individual and institutional investors in the stock market pay attention to the financial health of the firm, its size, and its book to market ratio, respectively, instead of focusing on the past performance of its stocks.

Keywords


بولو، قاسم و احمدوند، میثم (1398). الگویی برای پیش‌بینی نکول شرکتی در بورس اوراق بهادار تهران. مجله دانش حسابداری، (1)10، 38-1 https://jak.uk.ac.ir/ article_2262.html.
راعی، رضا و بستان‌آرا، مهدی (1398). جستجو برای ساختار بهینه مدل قیمت‌گذاری فاما و فرنچ و کارهارت در بازار سرمایه ایران. راهبرد مدیریت مالی، (24)7، 70-41 https://journal.alzahra.ac.ir/article_3881.html.
صراف، فاطمه؛ هاشمی‌نژاد، شبنم و سودی، گیتا (1400). نوسان‌پذیری بازار، تمایلات سرمایه‌گذاران و استراتژی مومنتوم. مطالعات حسابداری و حسابرسی، (38)10، 68-53 https://www.iaaaas.com/article_134544.html.
فدائی‌نژاد، محمداسماعیل؛ شهریاری، سارا و سلیم، فرشاد (1394). تجزیه و تحلیل رابطه ریسک درماندگی مالی و بازده سهام. بررسی‌های حسابداری و حسابرسی، (2)22، 262-243 https://acctgrev.ut.ac.ir/article_54972.html.
فدائی‌نژاد، محمداسماعیل؛ شهریاری، سارا و سلیم، فرشاد (1394). معمای رابطه ریسک درماندگی مالی با بازده سهام - مطالعه تجربی در بورس اوراق بهادار تهران. مدیریت دارایی و تأمین مالی، (2)3، 54-33 https://amf.ui.ac.ir/article_19912.html.
فلاح شمس، میرفیض؛ احمدوند، میثم و خواجه‌زاده دزفولی، هادی (1397). آزمون رابطه ریسک نکول و اثر شتاب: با استناد به شواهدی از بورس اوراق بهادار تهران. دانش مالی تحلیل اوراق بهادار، (37)11، 118-103 https://journals.srbiau.ac.ir/article_11516.html.
References
Abinzano, I., Muga, L., & Santamaria, R. (2014). Is default risk the hidden factor in momentum returns? Some empirical results. Accounting & Finance, 54(3), 671-698 https://doi.org/10.1111/acfi.12021.
Agarwal, V., & Taffler, R. (2008). Does financial distress risk drive the momentum anomaly? Financial Management, 37(3), 461-484 https://www.jstor.org/stable/20486664.
Altman, E.I. (1968). Financial ratios, discriminant analysis and the prediction of corporate bankruptcy. The Journal of Finance, 23(4), 589-609 https://doi.org/10.1111/j.1540-6261.1968.tb00843.x.
Avramov, D., Chordia, T., Jostova, G., & Philipov, A. (2007). Momentum and credit rating. The Journal of Finance, 62(5), 2503-2520 https://www.jstor.org/stable/4622342.
Banerjee, A., De, A., & Bandyopadhyay, G. (2018). Momentum effect, value effect, risk premium and predictability of stock returns- A study on Indian market. Asian Economic and Financial Review, 8(5), 669-681 https://doi.org/ 10.18488/journal.aefr.2018.85.669.681.
Bas, T., Elgammal, M.M., Gough, O., Shah, N.S., & Van Dellen, S. (2016). Do financial distress and liquidity crises affect value and size premiums? Applied Economics, 48(39), 3734-3751 https://doi.org/10.1080/00036846.2016.1145345.
Bolo, Gh., & Ahmadvand, M. (2019). A model for predicting corporate default in Tehran Stock Exchange. Journal of Accounting Knowledge, 10(1), 1-38 https://jak.uk.ac.ir/article_2262.html?lang=en [In Persian].
Campbell, J.Y., Hilscher, J., & Szilagyi, J. (2008). In search of distress risk. The Journal of Finance, 63, 2899-2939 https://scholar.harvard.edu/files/campbell/files/campbellhilscherszilagyi_jf2008.pdf.
Carhart, M.M. (1997). On persistence in mutual fund performance. The Journal of Finance, 52, 57-82 https://www.jstor.org/ stable/2329556.
Chan, H., Faff, R., & Kofman, P. (2011). Is default risk priced in Australian equity? Exploring the role of the business cycle. Australian Journal of Management, 36(2), 217-246 https://doi.org/10.1177/0312896211407528.
Chan, K.C., & Chen, N.F. (1991). Structural and return characteristics of small and large firms. The Journal of Finance, 46(4), 1467-1484 https://www.jstor.org/stable/2328867.
Chen, C.M., & Lee, H.H. (2013). Default risk, liquidity risk, and equity returns: Evidence from the Taiwan market. Emerging Markets Finance and Trade, 49(1), 101-129 https://www.jstor.org/stable/23437617.
Chen, N.F., & Zhang, F. (1998). Risk and return of value stocks. Journal of Business, 71, 501-35 https://www.jstor.org/ stable/10.1086/209755.
Cheng, Z., Fang, J., & Zhang, Y. (2022). The dual effect of financial distress on stock pricing and realized return. Available at SSRN, https,//ssrn.com/abstract=4058257 (Retrieved May, 2022)
Dichev, I.D. (1998). Is the risk of bankruptcy a systematic risk? The Journal of Finance, 53(3), 1131-1147 https://www.jstor.org /stable/117389.
Dimson, E., Nagel, S., & Quigley, G. (2003). Capturing the value premium in the United Kingdom. Financial Analysts Journal, 59(6), 35-45 https://www.jstor.org/stable/4480526.
Dove, H. (2018). Distress risk, financial crisis and investment strategies: Evidence from the United Kingdom. Durham Theses, Durham University http://etheses.dur.ac.uk/12755.
Fadaeinejad, M.E., Shahriary, S., & Salim, F. (2015). An analysis of the relationship between financial distress risk and equity returns. Journal of the Accounting and Auditing Review, 22(2), 243-262 https://acctgrev.ut.ac.ir/ article_54972.html?lang=en [In Persian].
Fadaeinejad, M.E., Shahriary, S., & Salim, F. (2015). A relation of the distress risk and equity returns puzzle- Empirical evidence from Tehran Stock Exchange. Journal of Asset Management and Financing, 3(2), 33-54 https://amf.ui.ac.ir/article_19912.html?lang=en [In Persian].
Fallah Sham, M.F., Ahmadvand, M., & Khajezadeh Dezfuli, H. (2018). Studying the relationship between default risk and momentum effect: Based on evidence from firms listed on Tehran Stock Exchange. Financial Knowledge of Securities Analysis, 11(37), 103-118 https://journals.srbiau.ac.ir/article_11516.html?lang=en [In Persian].
Fama, E. F., & French, K.R. (1992). The cross-section of expected stock returns. The Journal of Finance, 47, 427-465 https://www.jstor.org/stable/2329112.
Fama, E.F., & French, K.R. (1993). Common risk factors in the returns on stocks and bonds. Journal of Financial Economics, 33, 3-56 https://doi.org/10.1016/0304-405X(93)90023-5.
Fama, E.F., & French, K.R. (1996). Multifactor explanations of asset pricing anomalies. The Journal of Finance, 51(1), 55-84 https://doi.org/10.1111/j.1540-6261.1996.tb05202.x.
Fama, E.F., & French, K.R. (1998). Value versus growth: The international evidence. The Journal of Finance, 53(6), 1975-1998 https://www.jstor.org/stable/117458.
Fama, E.F., & French, K.R. (2015). A five-factor asset pricing model. Journal of Financial Economics, 116(1), 1-22 https://doi.org/10.1016/j.jfineco.2014.10.010.
Gharghori, P., Chan, H., & Faff, R. (2007). Are the Fama-French factors proxying default risk? Australian Journal of Management, 32(2), 223-249 https://doi.org/10.1177/031289620703200204.
Griffin. J.M., & Lemmon. M.L. (2002). Book-to-market equity, distress risk, and stock returns. The Journal of Finance, 57(5), 2317-2336 https://www.jstor.org/stable/3094513.
Idrees, S., & Qayyum, A. (2018). The impact of financial distress risk on equity returns: A case study of non-financial firms of Pakistan Stock Exchange. Journal of Economics Bibliography, 5(2), 49-59 http://www.kspjournals.org/ index.php/JEB/article/view/1623.
Jegadeesh, N., & Titman, S. (1993). Returns to buying winners and selling losers: Implications for stocks market efficiency. The Journal of Finance, 48(1), 65-91 https://www.jstor.org/stable/2328882.
Kakinuma, Y. (2020). Return premium of financial distress and negative book value: Emerging market case. Journal of Asian Finance, Economics and Business, 7(8), 25-31 DOI: 10.13106/jafeb.2020.vol7.no8.025.
Kang, C., & Kang, H, G. (2009). The effect of credit risk on stock returns. Journal of Economic Research, 14, 49-67 https://ssrn.com/abstract=1419963.
Khan, U.E., & Iqbal, J. (2021). The relationship between default risk and asset pricing: Empirical evidence from Pakistan. Journal of Asian Finance, Economics and Business, 8(3), 717-729 https://koreascience.kr/article/JAKO202106438543519.pdf.
Kim, D. (2016). Size premium, distress risk and distress anomaly. Working Paper.
Lakonishok, J., Shleifer, A., & Vishny, R.W. (1994). Contrarian investment, extrapolation, and risk. The Journal of Finance, 64(5), 1541-1578 https://www.jstor.org/stable/2329262.
Leland, H.E., & Toft, K.B. (1996). Optimal capital structure, endogenous bankruptcy, and the term structure of credit spreads. The Journal of Finance, 51(3), 987-1019 https://www.jstor.org/stable/2329229.
Li, H., Lai, S., Conover, J.A., Wu, F., & Li, B. (2018). Stock returns and financial distress risk: Evidence from the AsianPacific markets. Research in Finance, 33, 123-158 DOI: 10.1108/S0196-382120170000033007.
Longstaff, F., & Schwartz, E.S. (1995). A simple approach to valuing risky fixed and floating rate debt. The Journal of Finance, 50(3), 789-819 https://www.jstor.org/stable/2329288.
Merton, R.C. (1974). On the pricing of corporate debt: The risk structure of interest rates. The Journal of Finance, 29(2), 449-470 https://www.jstor.org/stable/2978814.
Ohlson, J.A. (1980). Financial ratios and the probabilistic prediction of bankruptcy. Journal of Accounting Research, 18(1), 109-131 https://www.jstor.org/stable/2490395.
Phalippou, L. (2007). Investing in private equity funds: A survey. https,//ssrn.com/abstract=980243 (Retrieved May, 2022).
Pope, P.F. (2010). Bridging the gap between accounting and finance. British Accounting Review, 42(1), 88-102 https://doi.org/10.1016/j.bar.2010.03.001.
Raei, R., & Bostanara, M. (2019). In pursuit of the optimal combination of Fama-French and Carhart models for Iranian capital market. Journal of Financial Management Strategy, 7(24), 41-70 https://journal.alzahra.ac.ir/ article_3881.html?lang=en [In Persian].
Sarraf, F., Hashemi Nejad, Sh., & Soodi, G. (2021). Market volatility, investors sentiment and momentum strategy. Journal of Accounting and Auditing Studies, 10(38), 53-68 https://www.iaaaas.com/article_134544.html?lang=en [In Persian].
Vassalou, M., & Xing, Y. (2004). Default risk in equity returns. The Journal of Finance, 59, 831-868 https://www.jstor.org/ stable/3694915