IDEAS home Printed from https://ideas.repec.org/a/eee/jbfina/v88y2018icp366-392.html
   My bibliography  Save this article

Subjectivity in sovereign credit ratings

Author

Listed:
  • De Moor, Lieven
  • Luitel, Prabesh
  • Sercu, Piet
  • Vanpée, Rosanne

Abstract

A sovereign creditrating is a function of hard and soft information that should reflect the creditworthiness and the probability of default of a country. We propose an alternative characterisation for the subjective component of a sovereign credit rating – the parts related to the ratee’s lobbying effort or its familiarity from a United States point of view – and apply it to S&P, Moody’s and Fitch ratings, using both traditional ordered-logit panel models and machine learning techniques. This subjective component turns out to be large, especially for the low-rated countries. Countries that are rated as investment grade tend to be positively influenced by it, and vice versa. Subjective judgment in credit ratings does have predictive value: it helps in identifying chances of sovereign defaults in the short-term. Still, the impact of subjectivity in sovereign ratings on borrowing costs is very limited on average.

Suggested Citation

  • De Moor, Lieven & Luitel, Prabesh & Sercu, Piet & Vanpée, Rosanne, 2018. "Subjectivity in sovereign credit ratings," Journal of Banking & Finance, Elsevier, vol. 88(C), pages 366-392.
  • Handle: RePEc:eee:jbfina:v:88:y:2018:i:c:p:366-392
    DOI: 10.1016/j.jbankfin.2017.12.014
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S037842661730300X
    Download Restriction: Full text for ScienceDirect subscribers only

    File URL: https://libkey.io/10.1016/j.jbankfin.2017.12.014?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    As the access to this document is restricted, you may want to search for a different version of it.

    References listed on IDEAS

    as
    1. Rajan, Uday & Seru, Amit & Vig, Vikrant, 2015. "The failure of models that predict failure: Distance, incentives, and defaults," Journal of Financial Economics, Elsevier, vol. 115(2), pages 237-260.
    2. Antonio Afonso & Pedro Gomes & Philipp Rother, 2009. "Ordered response models for sovereign debt ratings," Applied Economics Letters, Taylor & Francis Journals, vol. 16(8), pages 769-773.
    3. Borensztein, Eduardo & Cowan, Kevin & Valenzuela, Patricio, 2013. "Sovereign ceilings “lite”? The impact of sovereign ratings on corporate ratings," Journal of Banking & Finance, Elsevier, vol. 37(11), pages 4014-4024.
    4. Sumit Agarwal, 2010. "Distance and Private Information in Lending," Review of Financial Studies, Society for Financial Studies, vol. 23(7), pages 2757-2788, July.
    5. Luitel, Prabesh & Vanpée, Rosanne & De Moor, Lieven, 2016. "Pernicious effects: How the credit rating agencies disadvantage emerging markets," Research in International Business and Finance, Elsevier, vol. 38(C), pages 286-298.
    6. Eli M. Remolona & Michela Scatigna & Eliza Wu, 2008. "A ratings-based approach to measuring sovereign risk," International Journal of Finance & Economics, John Wiley & Sons, Ltd., vol. 13(1), pages 26-39.
    7. Reusens, Peter & Croux, Christophe, 2017. "Sovereign credit rating determinants: A comparison before and after the European debt crisis," Journal of Banking & Finance, Elsevier, vol. 77(C), pages 108-121.
    8. Gande, Amar & Parsley, David C., 2005. "News spillovers in the sovereign debt market," Journal of Financial Economics, Elsevier, vol. 75(3), pages 691-734, March.
    9. International Monetary Fund, 1998. "The Relative Importance of Political and Economic Variables in Creditworthiness Ratings," IMF Working Papers 1998/046, International Monetary Fund.
    10. Block, Steven A. & Vaaler, Paul M., 2004. "The price of democracy: sovereign risk ratings, bond spreads and political business cycles in developing countries," Journal of International Money and Finance, Elsevier, vol. 23(6), pages 917-946, October.
    11. Alexander W. Butler & Larry Fauver, 2006. "Institutional Environment and Sovereign Credit Ratings," Financial Management, Financial Management Association, vol. 35(3), Autumn.
    12. Marlene Amstad & Frank Packer, 2015. "Sovereign ratings of advanced and emerging economies after the crisis," BIS Quarterly Review, Bank for International Settlements, December.
    13. Qi, Min & Zhang, Xiaofei & Zhao, Xinlei, 2014. "Unobserved systematic risk factor and default prediction," Journal of Banking & Finance, Elsevier, vol. 49(C), pages 216-227.
    14. Canuto, Otaviano & Mohapatra, Sanket & Dilip Ratha, 2011. "Shadow Sovereign Ratings," World Bank - Economic Premise, The World Bank, issue 63, pages 1-6, August.
    15. Erdem, Orhan & Varli, Yusuf, 2014. "Understanding the sovereign credit ratings of emerging markets," Emerging Markets Review, Elsevier, vol. 20(C), pages 42-57.
    16. International Monetary Fund, 1996. "The Economic Content of Indicators of Developing Country Creditworthiness," IMF Working Papers 1996/009, International Monetary Fund.
    17. Ratha, Dilip & De, Prabal K. & Mohapatra, Sanket, 2011. "Shadow Sovereign Ratings for Unrated Developing Countries," World Development, Elsevier, vol. 39(3), pages 295-307, March.
    18. Michael Connolly, 2007. "Measuring the Effect of Corruption on Sovereign Bond Ratings," Journal of Economic Policy Reform, Taylor and Francis Journals, vol. 10(4), pages 309-323.
    19. Nadeem Ul Haque & Manmohan S. Kumar & Nelson Mark & Donald J. Mathieson, 1996. "The Economic Content of Indicators of Developing Country Creditworthiness," IMF Staff Papers, Palgrave Macmillan, vol. 43(4), pages 688-724, December.
    20. Alan Agresti & Ranjini Natarajan, 2001. "Modeling Clustered Ordered Categorical Data: A Survey," International Statistical Review, International Statistical Institute, vol. 69(3), pages 345-371, December.
    21. Feder, Gershon & Uy, Lily V., 1985. "The determinants of international creditworthiness and their policy implications," Journal of Policy Modeling, Elsevier, vol. 7(1), pages 133-156.
    22. Andreas Fuchs & Kai Gehring, 2017. "The Home Bias in Sovereign Ratings," Journal of the European Economic Association, European Economic Association, vol. 15(6), pages 1386-1423.
    23. Saini, Krishan G. & Bates, Philip S., 1984. "A survey of the quantitative approaches to country risk analysis," Journal of Banking & Finance, Elsevier, vol. 8(2), pages 341-356, June.
    24. Gerry McNamara & Paul M Vaaler, 2000. "The Influence of Competitive Positioning and Rivalry on Emerging Market Risk Assessment," Journal of International Business Studies, Palgrave Macmillan;Academy of International Business, vol. 31(2), pages 337-347, June.
    25. Jean-Claude Cosset & Jean Roy, 1991. "The Determinants of Country Risk Ratings," Journal of International Business Studies, Palgrave Macmillan;Academy of International Business, vol. 22(1), pages 135-142, March.
    26. Ozturk, Huseyin & Namli, Ersin & Erdal, Halil Ibrahim, 2016. "Modelling sovereign credit ratings: The accuracy of models in a heterogeneous sample," Economic Modelling, Elsevier, vol. 54(C), pages 469-478.
    27. Sax, Christoph & Steiner, Peter, 2013. "Temporal Disaggregation of Time Series," MPRA Paper 53389, University Library of Munich, Germany.
    28. Mr. Christian B. Mulder & Brieuc Monfort, 2000. "Using Credit Ratings for Capital Requirementson Lending to Emerging Market Economies: Possible Impact of a New Basel Accord," IMF Working Papers 2000/069, International Monetary Fund.
    29. Liping Zheng, 2012. "Are Sovereign Credit Ratings Objective? A Tale of Two Agencies," Journal of Applied Finance & Banking, SCIENPRESS Ltd, vol. 2(5), pages 1-3.
    30. António Afonso & Pedro Gomes & Philipp Rother, 2011. "Short‐ and long‐run determinants of sovereign debt credit ratings," International Journal of Finance & Economics, John Wiley & Sons, Ltd., vol. 16(1), pages 1-15, January.
    31. Constantin Mellios & Eric Paget-Blanc, 2006. "Which factors determine sovereign credit ratings?," The European Journal of Finance, Taylor & Francis Journals, vol. 12(4), pages 361-377.
    32. Bruner, Christopher M. & Abdelal, Rawi, 2005. "To Judge Leviathan: Sovereign Credit Ratings, National Law, and the World Economy," Journal of Public Policy, Cambridge University Press, vol. 25(2), pages 191-217, August.
    33. Guttler, Andre & Wahrenburg, Mark, 2007. "The adjustment of credit ratings in advance of defaults," Journal of Banking & Finance, Elsevier, vol. 31(3), pages 751-767, March.
    34. Suk Hun Lee, 1993. "Relative Importance of Political Instability and Economic Variables on Perceived Country Creditworthiness," Journal of International Business Studies, Palgrave Macmillan;Academy of International Business, vol. 24(4), pages 801-812, December.
    35. Mr. Roberto Perrelli & Mr. Christian B. Mulder, 2001. "Foreign Currency Credit Ratings for Emerging Market Economies," IMF Working Papers 2001/191, International Monetary Fund.
    36. Huseyin Ozturk*, 2014. "The origin of bias in sovereign credit ratings: reconciling agency views with institutional quality," Journal of Developing Areas, Tennessee State University, College of Business, vol. 48(4), pages 161-188, October-D.
    37. Hu, Yen-Ting & Kiesel, Rudiger & Perraudin, William, 2002. "The estimation of transition matrices for sovereign credit ratings," Journal of Banking & Finance, Elsevier, vol. 26(7), pages 1383-1406, July.
    38. Archer, Candace C. & Biglaiser, Glen & DeRouen, Karl, 2007. "Sovereign Bonds and the “Democratic Advantage†: Does Regime Type Affect Credit Rating Agency Ratings in the Developing World?," International Organization, Cambridge University Press, vol. 61(2), pages 341-365, April.
    39. Brewer, Thomas L & Rivoli, Pietra, 1990. "Politics and Perceived Country Creditworthiness in International Banking," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 22(3), pages 357-369, August.
    40. Antonio Afonso, 2003. "Understanding the determinants of sovereign debt ratings: Evidence for the two leading agencies," Journal of Economics and Finance, Springer;Academy of Economics and Finance, vol. 27(1), pages 56-74, March.
    41. G. Ferri & L.-G. Liu & J. E. Stiglitz, 1999. "The Procyclical Role of Rating Agencies: Evidence from the East Asian Crisis," Economic Notes, Banca Monte dei Paschi di Siena SpA, vol. 28(3), pages 335-355, November.
    42. Daniel R. Vernazza & Erik F. Nielsen, 2015. "The Damaging Bias of Sovereign Ratings," Economic Notes, Banca Monte dei Paschi di Siena SpA, vol. 44(2), pages 361-408, July.
    43. Richard Cantor & Frank Packer, 1996. "Determinants and impact of sovereign credit ratings," Economic Policy Review, Federal Reserve Bank of New York, vol. 2(Oct), pages 37-53.
    44. Michael Connolly, 2007. "Measuring the Effect of Corruption on Sovereign Bond Ratings," Journal of Economic Policy Reform, Taylor & Francis Journals, vol. 10(4), pages 309-323.
    Full references (including those not matched with items on IDEAS)

    Citations

    Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
    as


    Cited by:

    1. Oliver Takawira & John W. Muteba Mwamba, 2022. "Sovereign Credit Ratings Analysis Using the Logistic Regression Model," Risks, MDPI, vol. 10(4), pages 1-24, March.
    2. Patrycja Klusak & Matthew Agarwala & Matt Burke & Moritz Kraemer & Kamiar Mohaddes, 2023. "Rising Temperatures, Falling Ratings: The Effect of Climate Change on Sovereign Creditworthiness," Management Science, INFORMS, vol. 69(12), pages 7468-7491, December.
    3. Nguyen, Quan M.P. & Do, Hung Xuan & Molchanov, Alexander & Nguyen, Lily & Nguyen, Nhut H., 2023. "Political similarities in credit ratings," International Review of Financial Analysis, Elsevier, vol. 86(C).
    4. Anastasios Petropoulos & Vasilis Siakoulis & Evangelos Stavroulakis, 2022. "Towards an early warning system for sovereign defaults leveraging on machine learning methodologies," Intelligent Systems in Accounting, Finance and Management, John Wiley & Sons, Ltd., vol. 29(2), pages 118-129, April.
    5. repec:zbw:bofrdp:2019_013 is not listed on IDEAS
    6. Bart H. L. Overes & Michel Wel, 2023. "Modelling Sovereign Credit Ratings: Evaluating the Accuracy and Driving Factors using Machine Learning Techniques," Computational Economics, Springer;Society for Computational Economics, vol. 61(3), pages 1273-1303, March.
    7. Boumparis, Periklis & Milas, Costas & Panagiotidis, Theodore, 2019. "Non-performing loans and sovereign credit ratings," International Review of Financial Analysis, Elsevier, vol. 64(C), pages 301-314.
    8. Ambrocio, Gene & Hasan, Iftekhar, 2021. "Quid pro quo? Political ties and sovereign borrowing," Journal of International Economics, Elsevier, vol. 133(C).
    9. Ambrocio, Gene & Hasan, Iftekhar, 2019. "Friends for the benefits: The effects of political ties on sovereign borrowing conditions," Research Discussion Papers 13/2019, Bank of Finland.
    10. Cuadros-Solas, Pedro J. & Salvador, Carlos & Suárez, Nuria, 2021. "Am I riskier if I rescue my banks? Beyond the effects of bailouts," Journal of Financial Stability, Elsevier, vol. 56(C).
    11. Cuadros-Solas, Pedro Jesús & Salvador Muñoz, Carlos, 2022. "Disentangling the sources of sovereign rating adjustments: An examination of changes in rating policies following the GFC," Research in International Business and Finance, Elsevier, vol. 59(C).
    12. Lukasz Dopierala & Daria Ilczuk & Liwiusz Wojciechowski, 2020. "Sovereign credit ratings and CDS spreads in Emerging Europe," Equilibrium. Quarterly Journal of Economics and Economic Policy, Institute of Economic Research, vol. 15(3), pages 419-438, September.
    13. Ahmed, Shamima & Alshater, Muneer M. & Ammari, Anis El & Hammami, Helmi, 2022. "Artificial intelligence and machine learning in finance: A bibliometric review," Research in International Business and Finance, Elsevier, vol. 61(C).
    14. Slapnik, Ursula & Lončarski, Igor, 2021. "On the information content of sovereign credit rating reports: Improving the predictability of rating transitions☆," Journal of International Financial Markets, Institutions and Money, Elsevier, vol. 73(C).
    15. Anand, Arsh & Vanpée, Rosanne & Lončarski, Igor, 2023. "Sustainability and sovereign credit risk," International Review of Financial Analysis, Elsevier, vol. 86(C).
    16. Md Abdul Wasi & Thu Phuong Pham & Ralf Zurbruegg, 2023. "Bank systemic risk: An analysis of the sovereign rating ceiling policy and rating downgrades," Journal of Business Finance & Accounting, Wiley Blackwell, vol. 50(1-2), pages 411-440, January.
    17. Bart H. L. Overes & Michel van der Wel, 2021. "Modelling Sovereign Credit Ratings: Evaluating the Accuracy and Driving Factors using Machine Learning Techniques," Papers 2101.12684, arXiv.org, revised Jul 2021.
    18. Ambrocio, Gene & Hasan, Iftekhar, 2019. "Friends for the benefits: The effects of political ties on sovereign borrowing conditions," Bank of Finland Research Discussion Papers 13/2019, Bank of Finland.
    19. Billio, Monica & Dufour, Alfonso & Segato, Samuele & Varotto, Simone, 2023. "Complexity and the default risk of mortgage-backed securities," Journal of Banking & Finance, Elsevier, vol. 155(C).
    20. Šergo Zdravko & Gržinić Jasmina, 2018. "Does the International Tourism Industry Relax Sovereign Credit Ratings: The Case of Countries Most Reliant on Tourism," South East European Journal of Economics and Business, Sciendo, vol. 13(2), pages 100-111, December.

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Cuadros-Solas, Pedro Jesús & Salvador Muñoz, Carlos, 2022. "Disentangling the sources of sovereign rating adjustments: An examination of changes in rating policies following the GFC," Research in International Business and Finance, Elsevier, vol. 59(C).
    2. Teixeira, João C.A. & Silva, Francisco J.F. & Ferreira, Manuel B.S. & Vieira, José A.C., 2018. "Sovereign credit rating determinants under financial crises," Global Finance Journal, Elsevier, vol. 36(C), pages 1-13.
    3. El-Shagi, Makram & von Schweinitz, Gregor, 2017. "Why they keep missing: An empirical investigation of rational inattention of rating agencies," IWH Discussion Papers 1/2017, Halle Institute for Economic Research (IWH), revised 2017.
    4. Makram El‐Shagi & Gregor von Schweinitz, 2022. "Why they keep missing: An empirical investigation of sovereign bond ratings and their timing," Scottish Journal of Political Economy, Scottish Economic Society, vol. 69(2), pages 186-224, May.
    5. Luitel, Prabesh & Vanpée, Rosanne & De Moor, Lieven, 2016. "Pernicious effects: How the credit rating agencies disadvantage emerging markets," Research in International Business and Finance, Elsevier, vol. 38(C), pages 286-298.
    6. Bernal, Oscar & Girard, Alexandre & Gnabo, Jean-Yves, 2016. "The importance of conflicts of interest in attributing sovereign credit ratings," International Review of Law and Economics, Elsevier, vol. 47(C), pages 48-66.
    7. Zoran Ivanovic & Sinisa Bogdan & Suzana Baresa, 2015. "Modeling and Estimating Shadow Sovereign Ratings," Contemporary Economics, University of Economics and Human Sciences in Warsaw., vol. 9(3), September.
    8. P. Hammer & A. Kogan & M. Lejeune, 2011. "Reverse-engineering country risk ratings: a combinatorial non-recursive model," Annals of Operations Research, Springer, vol. 188(1), pages 185-213, August.
    9. Šergo Zdravko & Gržinić Jasmina, 2018. "Does the International Tourism Industry Relax Sovereign Credit Ratings: The Case of Countries Most Reliant on Tourism," South East European Journal of Economics and Business, Sciendo, vol. 13(2), pages 100-111, December.
    10. Zamira Oskonbaeva, 2020. "Determinants of credit ratings: evidence from panel discrete model," Economics and Business Letters, Oviedo University Press, vol. 9(3), pages 240-247.
    11. Yalta, A. Talha & Yalta, A. Yasemin, 2018. "Are credit rating agencies regionally biased?," Economic Systems, Elsevier, vol. 42(4), pages 682-694.
    12. Slapnik, Ursula & Lončarski, Igor, 2021. "On the information content of sovereign credit rating reports: Improving the predictability of rating transitions☆," Journal of International Financial Markets, Institutions and Money, Elsevier, vol. 73(C).
    13. Oliver Takawira & John W. Muteba Mwamba, 2022. "Sovereign Credit Ratings Analysis Using the Logistic Regression Model," Risks, MDPI, vol. 10(4), pages 1-24, March.
    14. Oliver Takawira & John W. Muteba Mwamba, 2020. "Determinants of Sovereign Credit Ratings: An Application of the Naïve Bayes Classifier," Eurasian Journal of Economics and Finance, Eurasian Publications, vol. 8(4), pages 279-299.
    15. Choy, Swee Yew & Chit, Myint Moe & Teo, Wing Leong, 2021. "Sovereign credit ratings: Discovering unorthodox factors and variables," Global Finance Journal, Elsevier, vol. 48(C).
    16. Huong Dang, 2014. "How dimensions of national culture and institutional characteristics influence sovereign rating migration dynamics," ZenTra Working Papers in Transnational Studies 42 / 2014, ZenTra - Center for Transnational Studies.
    17. Ozturk, Huseyin & Namli, Ersin & Erdal, Halil Ibrahim, 2016. "Modelling sovereign credit ratings: The accuracy of models in a heterogeneous sample," Economic Modelling, Elsevier, vol. 54(C), pages 469-478.
    18. Dang, Huong & Partington, Graham, 2020. "Sovereign ratings and national culture," Pacific-Basin Finance Journal, Elsevier, vol. 60(C).
    19. Nicolas Jannone Bellot, MaLuisa Marti Selva, Leandro Garcia Menendez, 2017. "Herding Behaviour among Credit Rating Agencies," Journal of Finance and Economics Research, Geist Science, Iqra University, Faculty of Business Administration, vol. 2(1), pages 56-83, March.
    20. A. Talha Yalta & Yasemin Yalta, 2018. "Are the Credit Rating Agencies Biased Against MENA Countries?," Working Papers 1274, Economic Research Forum, revised 19 Dec 2018.

    More about this item

    Keywords

    Credit ratings; Rating agencies; Artificial intelligence;
    All these keywords.

    JEL classification:

    • G24 - Financial Economics - - Financial Institutions and Services - - - Investment Banking; Venture Capital; Brokerage
    • G15 - Financial Economics - - General Financial Markets - - - International Financial Markets
    • O16 - Economic Development, Innovation, Technological Change, and Growth - - Economic Development - - - Financial Markets; Saving and Capital Investment; Corporate Finance and Governance

    Statistics

    Access and download statistics

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:eee:jbfina:v:88:y:2018:i:c:p:366-392. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: Catherine Liu (email available below). General contact details of provider: http://www.elsevier.com/locate/jbf .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.