The Role of Earnings Quality in Estimating Credit Risk

Document Type : Research Paper

Authors

1 PhD Student in Accounting, Faculty of Humanities, Islamic Azad University, Neishabour Branch, Iran

2 Assistant Prof. Islamic Azad University of Sabzevar

3 Associate Prof. Islamic Azad University of neyshabour

Abstract

The purpose of this research is to compare the four indicators of earnings quality that use only accounting data in order to determine the quality of profit and determine their impact on the degree of credit risk of listed companies in Tehran Stock Exchange.
In so doing, the data related to 156 companies were gathered between 2008 and 2017. In keeping with, 20 financial indicators were used to determine the risk of credit and then their ranking by data envelopment analysis method. The significant relationship between the indices with the credit rating of each company was also tested. Likewise, four indicators of earnings quality including sustainability and predictability features, profit / cash relationship, accruals, and, finally, earnings response coefficient and adjusted earnings response coefficient were used. First, the relationship of the 20 financial ratios applied with the credit rating determined by the data envelopment analysis method was verified in the form of a regression model tested and validated by the model. Then, the significant relationship between the four indicators of earnings quality with the credit rating of each company was tested.
The results showed that companies with lower credit risk enjoyed higher earnings quality. Likewise, with a decrease in the quality of profit indicators, their credit risk will also increase. Based on the findings in the research, it can be concluded that there is a significant relationship between credit risk of listed companies in Tehran Stock Exchange and their main indicators of earnings quality. In this research, credit rating is the amount of credit risk calculated and ranked by data envelopment analysis method.
 

Keywords


ارضاء، امیرحسین؛ پیمانی، مسلم و صیفی، فرناز.(1396). محاسبه ریسک اعتباری و تأثیر آن بر بازدهی در بورس اوراق بهادار تهران. مطالعات تجربی حسابداری مالی، 14(55)، صص. 169-196.
امیری، مقصود؛ بکی حسکوئی، مرتضی و بیگلری کامی، مهدی.(۱۳۹۲). رتبه‌بندی شرکت‌های تولیدی در بورس اوراق بهادار تهران با استفاده از مدل‌های تصمیم‌گیری با معیارهای چندگانه و شبکه عصبی مصنوعی. دانش سرمایه‌گذاری، 12(7)، صص. 25-41.
جمالیان پور، مظفر و ثقفی، علی.(1392). اقلام تعهدی غیرمنتظره، انحراف پایداری سود و بحران مالی. دانش حسابداری، 4 (12)، صص. 7-33.
دستگیر، محسن؛ حسین زاده، علی حسین، خدادادی، ولی و واعظ، سید علی.(1391). کیفیت سود در شرکت‌های درمانده مالی. پژوهش‌های حسابداری مالی، 4(1)، صص. 1-16.
دمودران، آسوات.(۱۳۹۲). مالی شرکتی پیشرفته، رویکرد کاربردی. ترجمه سازمان بورس اوراق بهادار، تهران، نشر نص.
راعی، رضا و ابوذر، سروش.(1391). اعتبارسنجی مشتریان حقوقی کوچک و متوسط بانک‌ها با استفاده از مدل‌های لوجیت و پروبیت. پژوهشنامه اقتصادی (رویکرد اسلامی ایران)، 12(44)، صص. 131-145.
راموز، نجمه و محمودی، مریم.(1396). پیش‌بینی ریسک و ورشکستگی با استفاده از مدل ترکیبی در بورس اوراق بهادار تهران. راهبرد مدیریت مالی، 5(16)، صص.51-75.
شاهرخی، سمانه و مشایخ، شهناز.(1395). شناسایی شاخص‌های تعیین‌کننده رتبه اعتباری شرکت‌ها. دانش سرمایه‌گذاری، 5(19)، صص. 25-51.
صالحی، مهدی و بذرگر، حمید.(1394). رابطة بین کیفیت سود و ورشکستگی. راهبرد مدیریت مالی، 3(8)، صص.113-140.
صفری، سعید؛ ابراهیمی شقاقی، مرضیه و شیخ، محمدجواد.(۱۳۸۹). مدیریت ریسک اعتباری مشتریان حقوقی در بانک‌های تجاری با رویکرد تحلیل پوششی داده‌ها (رتبه‌بندی اعتباری). پژوهش‌های مدیریت در ایران، 4 (4)، صص. ۱۳۷– ۱۶۴.
ظریف فرد، احمد.(1378). شناسایی و تحلیل عوامل مرتبط با ارزیابی کیفیت سود بنگاه‌های اقتصادی ایران، پایان‌نامه دکتری دانشگاه تهران.
کمیته نظارت بر بانکداری (سپتامبر 2000). اصول مدیریت ریسک اعتباری. ترجمه: رنجبر مطلق، لیدا. تهران، نشر بانک مرکزی جمهوری اسلامی ایران.
محمودآبادی حمید و غیوری مقدم، علی.(1390). رتبه‌بندی اعتباری از لحاظ توان مالی پرداخت اصل‌وفرع بدهی‌ها با استفاده از شیوه تحلیل پوششی داده. دانش حسابداری، 1(4)، صص. 125-145.
مشایخ، شهناز و شاهرخی، سمانه.(1394). نظام رتبه‌بندی اعتباری شرکت‌ها در دنیا، پژوهش حسابداری، 5(16)، صص. 131-148.
منصور، نخعی و مهرانی، کاوه.(1393). رابطه کیفیت سود و ریسک نقد شوندگی. پژوهش‌های تجربی حسابداری، 1(3)، صص. 37-53.
Amiri, M, Beki Hascoei, Morteza & Biglari Kami, M (2013). Ranking of Manufacturing Companies in Tehran Stock Exchange Using Multiple Decision Making Models and Artificial Neural Network. Journal of Investment Knowledge, 12(7), pp.25-41. (In Persian)
Author's Collection (2006). Principles of Credit Risk Management, Publication of Banking Supervision Committee of the International Settlement Bank, Translation of the Central Bank of the Islamic Republic of Iran. (In Persian)
Barton, J. & Simko, P.J. (2002). The balance sheet as an earnings management constraint. The Accounting Review, (77)4, pp.1-27.
Basel committee on Banking. (2006). Studies on the Validation of Internal Rating Systems. Working paper.
Braua, A. (2006). Using the FASB's qualitative characteristics in earnings quality measures. LSU Doctoral Dissertations. 2671.
Cheng EWL. Chaing, YH & Tang, BS (2007). Alternative approach to credit Rating by DEA: evaluating borrowers with respect to PFI project. Journal of Building and Environment, 42(4), pp.1752-1760
Damasceno, D. L. Artes, R. & Minardi, A. M. A. F. (2008). Estimating credit rating of Brazilian companies using accounting ratios. Revista de Administração, 43(4), pp.344-355.
Dastgir, M, Hosseinzadeh, AH, Khodadadi, Vali & Vaez, A (2012). Quality of profit in financially helpless financial companies. Financial accounting research, 4(1), pp.1-16. (In Persian)
Demoders, Aswat (2013). Advanced financial company, practical approach, publishers. Securities and Exchange Organization. Credit Rating Institute. Ir.seo website. (In Persian)
Emel, A. B. Oral, M. A. Reisman Ve & O. R. Yalaln (2003). A Credit Scorning Methodolgy for the Commercial Banking Sector. Socio Economic Planning Sciences, 37(2), pp. 103-123.
Erza, A H, Peymani, M & Saifi, F (2017). Calculation of Credit Risk and its Effect on Return on Tehran Stock Exchange. Journal of Empirical Financial Accounting Studies, 14 (55), pp.169-196. (In Persian)
European Securities & Markets Authority (2013). Credit rating agencies, Annual Report.
Fitch Ratings (2006). Corporate Ratings Methodology. Corporate finance criteria report. pp.1-7.
 Information website: www.moodys.com/methodologies
Gray, S. Mirkovic, A. & Ragunathan, V. (2006). The determinants of credit ratings: Australian evidxnce. Australian Journal of Management, 13(2), pp.333– 354.
Jamaliyanpour, M & Saghafi, A (2013). Unexpected Accruals, Profitability Deviation and Financial Crisis. Journal of Accounting Knowledge, 4 (12), pp.7-33. (In Persian)
Jllinea, S.J, Tanlu, L & Winn, A (2014). Evaluating proposed remedies for credit rating agency failures. The AccountingReview, 89(4), pp.1399-1412.
Khaled ElMoatasem, A (2005). Measuring the quality of earnings. Managerial Auditing Journal, 20 (9), pp.1001-1015.
 Koh, Y. Lee, S. & Boo, S.Y. (2009). Does franchising help restaurant firm value? International Journal of Hospitality Management, 28(2), pp.289–296.
Leuz,C, Nanda, D. & Wysocki, P.(2003).Earning Management and Investor Protection: an International Comparison. Journal of Financial Economics, 69, pp.505-527
Li, F. Abeysekera, I. & Ma, S. (2011). Earnings management and the effect of earnings quality in relation to stress level and bankruptcy level of Chinese listed firms. Corporate Ownership and Control, 9 (1), pp.366-391.
Liang, G.S; Liu, C.F. Lin, W.C. anx Yeh. C.x. (2006). A data envelopment analysis of shipping industry bond rating. Tamhang Journal of Science and Engineering, 9(4), pp.403-408.
Mahmoud Abadi, H & Ghayouri Moghadam, A (2011), Credit Rating in terms of financial power of debt payment, using the data envelopment analysis method. Journal of Accounting Knowledge, 1(4), pp.125-145. (In Persian)
Nakheli, M & Mehrani, K (2013). The Relationship between Quality of Profit and Liquidity Risk. Empirical Accounting Research, 1(3), pp.37-53. (In Persian)
Marcin Tomasz Krzysztofik School (2009). Application of Data Envelopment Analysis in Credit Scoring. Master’s Thesis in Financial Mathematics. Technical Report.
Mashayekh, SH & Shahrokhi, S (2015). Credit rating system of companies in the world. Accounting research, 5(16), pp. 131-148. (In Persian)
Matousek, R. & Stewart, C. (2009). A note on ratings of international banksJournal of Financial Regulation and Compliance, 17(2), pp.146-155. 
Min, JH & Lee. Y-Ch (2008). A practical approach to credit scoring.Expert Systems with Applications. 35, pp.1762–1770
Moody’s Investor Service (2004), Special Report: Annual Default Study Addendum.Global Corporate Rating Transition Rates.
Murcia, Flávia Cruz de Souza & et al (2014). The determinants of credit rating: Brazilian evidence. BAR - Brazilian Administration Review,11(2), pp.188-209.
Ng, J. (2011). The effect of information quality on liquidity risk. Journal of Accounting & Economics, 52, pp.126–143.
Papaikonomou, V. L. (2010). Credit rating agencies and global financial crisis: need for a paradigm shift in financial market regulation. Studies in Economics and Finance, 27(2), pp.161-174.
Park, S.Y. & Lee, S. (2009). Financial rewards for social responsibility: a mixed picture for restaurant companies. Cornell Hospitality Quarterly, 50(2), pp.168–179.
Pastor, L & Stambaugh, R. (2003). Liquidity risk and expected stock returns. Journal of Political Economy 111, pp.642–685.
Penman, S. (2001). Financial Statement Analysis and Security Valuation. New York: McGraw Hill/Irwin.
Raei, R & Abuzar, S (2012). Validation of small and medium-sized legal clients by banks using Logite and Probit models. Journal of Economic Research, 12 (44), pp.131-145. (In Persian)
RAM Rating (2008). Rating Methodology: Corporate Credit Ratings, Rating Agency Malaysia Merhad, Rating Agencies, Annual Report.
Ramoz, N & Mahmoudi, M (2017). Risk and Bankruptcy Expectations Using the Hybrid Model in Tehran Stock Exchange. Journal of Financial Management Strategy, 5(16), pp.51-75. (In Persian)
Rousseau, Stéphane, (2006). Enhancing the Accountability of Credit Rating Agencies: The Case for a Disclosure-Based Approach. McGill Law Journal 51(4), pp.617-621.
Ruihao, K. (2012). Predicting financial distress in debt contracting. University ofCalifornia, Los Angeles.
Safari, S, Ebrahimi Shaghaghi, M & Sheikh, MJ (2010). Credit Risk Management of Legal Customers in Commercial Banks with Data Envelopment Analysis Approach (Credit Rating). Management Research in Iran, 4(4), pp.137-164. (In Persian)
Salehi, M & Bazrgar, H (2015). The Relationship Between Quality of Earnings and Bankruptcy. Journal of Financial Management Strategy, 3 (8), pp.113-140. (In Persian)
Shahrokhi, S & Mashayekh, SH (2015). Identification of Indicators Determining Credit Rating Companies. Journal of Investment Knowledge, 5(19), pp.25-51. (In Persian)
Standard & Poor’s (2001). Rating Methodology: Evaluating the Issuer. Corporate Rating Criteria. New York: Standard & Poor’s.
Sung C. Bae. (2009). On the interactions of financing and investment decisions. Managerial Finance, 35 (8), pp.691-699.
Tansel, Y. &Yardakul, M. (2010). Development of a quick credibility scoring decision support system using fuzzy topsis. https://www.sciencedirect.com/journal/expert-systems-with-applications1, 37, pp.567–574.
Tsai, H. & Gu, Z. (2007). Institutional ownership and firm performance: empirical evidence from U.S.-based publicly traded restaurant firms. Journal of Hospitality & Tourism Research, 31(1), pp.19–38.
Zarif Fard, A (1999). Identification and Analysis of Factors Related to the Estimation of the Profit Quality of Iranian Enterprises, Ph.D thesis, Tehran University. (In Persian)