Statistical Analysis of Assigning a Corporate Credit Rating with Regard to the Sovereign Rating in the Russian Federation
Abstract
The paper presents the results of a statistical study of the formation of a corporate credit rating, with regard to the sovereign rating. The research is based on the data from 19 non–financial companies in Russia’s leading industries for 2014–2018. It is shown that the sovereign credit rating, despite the relaxation of the sovereign “ceiling” rule by Fitch, Moody’s and S&P rating agencies in 1997, remains closely correlated to the risk level of Russian companies. The obtained results related to macroeconomic and idiosyncratic risk indicators denote the peculiarities of credit rating formation for Russian companies. In particular, in contrast to the results of similar studies, it reveals the negative effect of certain profitability and liquidity variables, as well as the country’s foreign trade turnover on the corporate rating. It also demonstrates that a
credit rating has a “short memory” – its current value is historically determined only by the level in the previous period.
This paper is of practical relevance for private and institutional investors and lenders that use credit ratings to form their own perception of the default risk level in the corporate sector.
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References
Karminsky A.M., Polozov A.A. Encyclopedia of ratings: Economics, society, sport. Moscow: Forum; 2016. 448 p. (In Russ.).
Huhne C. How the rating agencies blew it on Korea. The International Economy. 1998;(12):46-63.
Ferri G., Liu L.-G., Stiglitz J.E. The procyclical role of rating Agencies: Evidence from the East Asian crisis. Economic Notes. 1999;28(3):335–355. https://doi.org/10.1111/1468-0300.00016 DOI: https://doi.org/10.1111/1468-0300.00016
Reisen H., von Maltzan J. Boom and bust and sovereign ratings. International Finance. 1999;2(2):273-293. https://doi.org/10.1111/1468-2362.00028 DOI: https://doi.org/10.1111/1468-2362.00028
Reisen H. Ratings since the Asian crisis. OECD Development Centre Working Paper. 2003;(214). https://doi.org/10.1787/746001826505 DOI: https://doi.org/10.1057/9781403990099_7
Rigobon R. Contagion: How to measure it? NBER Working Paper. 2001;(8118). https://doi.org/10.3386/w8118 DOI: https://doi.org/10.3386/w8118
Standard_and_Poors_Все_что_нужно_знать_о_рейтингах.pdf (mos.ru)
Borensztein E., Cowan K., Valenzuela P. Sovereign ceilings “lite”? The impact of sovereign ratings on corporate ratings. Journal of Banking & Finance. 2013;37(11):4014-4024. https://doi.org/10.1016/j.jbankfin.2013.07.006 DOI: https://doi.org/10.1016/j.jbankfin.2013.07.006
Standard & Poor’s. 1997. Less credit risk for borrowers in dollarized economies. Credit Week. New York: Standard and Poor’s, April 30
Varma P. Sovereign bond defaults, rating transitions, and recoveries (1985-2002). Special Comment. New York: Moody’s; 2003. 24 p. URL: https://www.iiiglobal.org/sites/default/files/Sovereign_Bond_Defaults_Levey%283%29.pdf
Corporate and government ratings that exceed the sovereign rating. Standard and Poor’s. Dec. 18, 2012. URL: https://www.spglobal.com/ratings/en/research/articles/200507-corporate-and-government-ratings-that-exceed-the-sovereign-rating-7647208
Standard & Poor’s. (2014). Sovereign Rating Methodology. Standard and Poor’s, 23 December.
Sovereign-Rating-Methodology.pdf (enterprise.press)
Sovereign rating methodology. Standard and Poor’s. Oct. 12, 2017.
S&P кредитные рейтинги КНИГА.pdf (hse.ru)
Durbin E., Ng D. The sovereign ceiling and emerging market corporate bond spreads. Journal of International Money and Finance. 2005;24(4):631-649. https://doi.org/10.1016/j.jimonfin.2005.03.005 DOI: https://doi.org/10.1016/j.jimonfin.2005.03.005
Peter M., Grandes M. How important is sovereign risk in determining corporate default premia? The case of South Africa. IMF Working Paper. 2005;(217). URL: https://www.imf.org/external/pubs/ft/wp/2005/wp05217.pdf DOI: https://doi.org/10.5089/9781451862362.001
Ferri G., Liu L.-G., Majnoni G. The role of rating agency assessments in less developed countries: Impact of the proposed Basel guidelines. Journal of Banking & Finance. 2001;25(1):115-148. https://doi.org/10.1016/S0378-4266(00)00119-9 DOI: https://doi.org/10.1016/S0378-4266(00)00119-9
Ferri G., Liu L.-G. Do global credit rating agencies think globally? The information content of firm ratings around the world. 2002. URL: http://repec.org/res2002/Ferri.pdf
Mohapatra S., Nose M., Ratha D. Impacts of sovereign creditworthiness on sub-sovereign debt ratings in emerging and developing economies. Policy Research Working Paper. 2016;(7618). URL: https://openknowledge.worldbank.org/bitstream/handle/10986/24160/Impacts0of0sov0developing0economies.pdf?sequence=5&isAllowed=y
Packer F. Credit ratings and the Japanese corporate bond market. In: Levich R.M., Majnoni G., Reinhart C.M., eds. Ratings, rating agencies and the global financial system. Boston, MA: Springer-Verlag; 2002:139-158. (The New York University Salomon Center Series on Financial Markets and Institutions. Vol. 9). https://doi.org/10.1007/978-1-4615-0999-8_9 DOI: https://doi.org/10.1007/978-1-4615-0999-8_9
Cantor R., Packer F. Determinants and impact of sovereign credit ratings. Economic Policy Review. 1996;2(2):37-54. URL: https://www.newyorkfed.org/medialibrary/media/research/epr/96v02n2/9610cant.pdf
Kisgen D.J., Strahan P.E. Do regulations based on credit ratings affect a firm’s cost of capital? The Review of Financial Studies. 2010;23(12):4324-4347. https://doi.org/10.1093/rfs/hhq077 DOI: https://doi.org/10.1093/rfs/hhq077
Baghai R.P., Servaes H., Tamayo A. Have rating agencies become more conservative? Implications for capital structure and debt pricing. The Journal of Finance. 2014;69(5):1961-2005. https://doi.org/10.1111/jofi.12153 DOI: https://doi.org/10.1111/jofi.12153
Sufi A. The real effects of debt certification: Evidence from the introduction of bank loan ratings. The Review of Financial Studies. 2009;22(4):1659-1691. https://doi.org/10.1093/rfs/hhm061 DOI: https://doi.org/10.1093/rfs/hhm061
Tang T.T. Information asymmetry and firms’ credit market access: Evidence from Moody’s credit rating format refinement. Journal of Financial Economics. 2009;93(2):325-351. https://doi.org/10.1016/j.jfineco.2008.07.007 DOI: https://doi.org/10.1016/j.jfineco.2008.07.007
Lemmon M., Roberts M.R. The response of corporate financing and investment to changes in the supply of credit. Journal of Financial and Quantitative Analysis. 2010;45(3):555-587. https://doi.org/10.1017/S0022109010000256 DOI: https://doi.org/10.1017/S0022109010000256
Chernenko S., Sunderam A. The real consequences of market segmentation. The Review of Financial Studies. 2012;25(7):2041-2069. https://doi.org/10.1093/rfs/hhr143 DOI: https://doi.org/10.1093/rfs/hhr143
Harford J., Uysal V.B. Bond market access and investment. Journal of Financial Economics. 2014;112(2):147-163. https://doi.org/10.1016/j.jfineco.2014.01.001 DOI: https://doi.org/10.1016/j.jfineco.2014.01.001
Almeida H., Cunha I., Ferreira M.A., Restrepo F. The real effects of credit ratings: The sovereign ceiling channel. The Journal of Finance. 2017;72(1):249-290. https://doi.org/10.1111/jofi.12434 DOI: https://doi.org/10.1111/jofi.12434
Graham J., Leary M.T., Roberts M.R. How does government borrowing affect corporate financing and investment? NBER Working Paper. 2014;(20581). https://doi.org/10.3386/w20581 DOI: https://doi.org/10.3386/w20581
Kisgen D.J. Do firms target credit ratings or leverage levels? Journal of Financial and Quantitative Analysis. 2009;44(6):1323-1344. https://doi.org/10.1017/S002210900999041X DOI: https://doi.org/10.1017/S002210900999041X
Multiple Equilibria, Contagion, and the Emerging Market Crises - WP/99/164 (imf.org)
Lewis M. Boomerang: Travels in the New Third World. New York: W.W. Norton & Company; 2012. 240 p.
Amato J.D., Furfine C.H. Are credit ratings procyclical? BIS Working Paper. 2003;(129). URL: https://www.bis.org/publ/work129.pdf DOI: https://doi.org/10.2139/ssrn.384080
COVID-19 pandemic: Financial stability implications and policy measures taken. Basel: Financial Stability Board; 2020. 14 p. URL: https://www.fsb.org/wp-content/uploads/P150420.pdf
Karminsky A.M. Ranking models for industrial companies. Upravlenie finansovymi riskami = Financial Risk Management Journal. 2009;(3):228-243. (In Russ.).
Karminsky A.M. Corporate rating models for emerging markets. Korporativnye finansy = Journal of Corporate Finance Research. 2011;5(3):19-29. (In Russ.). https://doi.org/10.17323/j.jcfr.2073-0438.5.3.2011.19-29 DOI: https://doi.org/10.17323/j.jcfr.2073-0438.5.3.2011.19-29
Karminsly A.M., Kiselev V.Yu., Kolesnichenko A.S. Models of sovereign ratings and their possibilities. Finansovaya analitika: problemy i resheniya = Financial Analytics: Science and Experience. 2011;(41):2-12. (In Russ.).
Karminsky A.M. The synergy of rating agencies’ efforts: Russian experience. In: Bera A., Ivliev S., Lillo F., eds. Financial econometrics and empirical market microstructure. Cham: Springer-Verlag; 2015:93-109. https://doi.org/10.1007/978-3-319-09946-0_8 DOI: https://doi.org/10.1007/978-3-319-09946-0_8
Kuchiev A.Z., Kuchieva I.H. Organization and credit rating methods for corporate customers applicable. Terra Economicus. 2013;11(3-3):65-68. (In Russ.).
Karminsky A., Peresetsky A. Models of banks ratings. Prikladnaya ekonometrika = Applied Econometrics. 2007;(1):3-19. (In Russ.).
Wilson R.S., Fabozzi F.J. Corporate bonds: Structure and analysis. New York: John Wiley & Sons; 1996. 384 p.
Karminsky A.M., Petrov A.E. Dynamic financial stability ratings for banks and SMEs. Kontrolling = Controlling. 2004;(3):26-39. (In Russ.).
Hausman J.A., Taylor W.E. Panel data and unobservable individual effects. Journal of Econometrics. 1981;16(1):155. https://doi.org/10.1016/0304-4076(81)90085-3 DOI: https://doi.org/10.1016/0304-4076(81)90085-3
Diggle P.J., Heagerty P., Liang K.-Y., Zeger S.L. Analysis of longitudinal data. Oxford: Oxford University Press; 2002. 379 p. https://doi.org/10.1002/sim.1701 DOI: https://doi.org/10.1093/oso/9780198524847.001.0001
Beck N., Katz J.N. What to do (and not to do) with time-series cross-section data. American Political Science Review. 1995;89(3):634-647. https://doi.org/10.2307/2082979 DOI: https://doi.org/10.2307/2082979
Huber P.J. The behavior of maximum likelihood estimates under non-standard conditions. In: Le Cam L.M., Neyman J., eds. Proc. 5th Berkeley symp. on mathematical statistics and probability. Vol. 1: Statistics. Berkeley, CA: University of California Press; 1967:221-233.
White H. A heteroskedasticity-consistent covariance matrix estimator and a direct test for heteroskedasticity. Econometrica. 1980;48(4):817-838. https://doi.org/10.2307/1912934 DOI: https://doi.org/10.2307/1912934
Arellano M., Bond S. Some tests of specification for panel data: Monte Carlo evidence and an application to employment equations. The Review of Economic Studies. 1991;58(2):277-297. https://doi.org/10.2307/2297968 DOI: https://doi.org/10.2307/2297968
Cavallo E.A., Valenzuela P. The determinants of corporate risk in emerging markets: An option-adjusted spread analysis. International Journal of Finance & Economics. 2010;15(1):59-74. https://doi.org/10.1002/ijfe.398 DOI: https://doi.org/10.1002/ijfe.398
Shchurina S.V., Mikhailova M.V. Company’s financial sustainability: Problems and solutions. Finansy i kredit = Finance and Credit. 2016;(42):43-60. (In Russ.).
Kazantseva E.G. Development of Russian oligopolistic markets. Novye tekhnologii = New Technologies. 2016;(1):73-80. (In Russ.).
Baker H.K. Dividends and dividend policy. Hoboken, NJ: John Wiley & Sons, Inc.; 2009. 560 p. DOI: https://doi.org/10.1002/9781118258408
Raheman A., Nasr M. Working capital management and profitability: Case of Pakistan firms. International Review of Business Research Papers. 2007;3(1):279-300. URL: https://www.researchgate.net/publication/228727444_Working_capital_management_and_profitability-case_of_Pakistani_Firms
Garanina T.A., Petrova O.E. Relationship between liquidity, cash conversion cycle and returns of Russian companies. Korporativnye finansy = Journal of Corporate Finance Research. 2015;9(1):5-21. (In Russ.). https://doi.org/10.17323/j.jcfr.2073-0438.9.1.2015.5-21 DOI: https://doi.org/10.17323/j.jcfr.2073-0438.9.1.2015.5-21
Phuong D.H., Su J.-T. The relationship between working capital management and profitability: A Vietnam case. International Research Journal of Finance and Economics. 2010;(49):62-71.
Bhunia A., Bagachi B., Khamrui B. The impact of liquidity on profitability: A case study of FMCG companies in India. Research and Social Practices in Social Sciences. 2012;7(2):44-58.
Volkov D.L., Nikulin E.D. Operating efficiency and fundamental value of equity of the organization. Vestnik Sankt-Peterburgskogo universiteta. Seriya 8: Menedzhment = Vestnik of Saint Petersburg University. Management Series. 2009;(1):63-92. (In Russ.).
Salmin P.S., Salmina N.A. Parametric modelling of leverage effect. Ekonomicheskii analiz: teoriya i praktika = Economic Analysis: Theory and Practice. 2014;(27):27-34. (In Russ.).
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