<?xml version="1.0" encoding="UTF-8"?>
<!DOCTYPE article PUBLIC "-//NLM//DTD JATS (Z39.96) Journal Publishing DTD v1.3 20210610//EN" "JATS-journalpublishing1-3.dtd">
<article article-type="research-article" dtd-version="1.3" xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink" xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance" xml:lang="ru"><front><journal-meta><journal-id journal-id-type="publisher-id">ecr-journal</journal-id><journal-title-group><journal-title xml:lang="ru">Экономическая наука современной России</journal-title><trans-title-group xml:lang="en"><trans-title>Economics of Contemporary Russia</trans-title></trans-title-group></journal-title-group><issn pub-type="ppub">1609-1442</issn><issn pub-type="epub">2618-8996</issn><publisher><publisher-name>Regional Public Organization for Assistance to the Development of Institutions of the Department of Economics of the Russian Academy of Sciences</publisher-name></publisher></journal-meta><article-meta><article-id pub-id-type="doi">10.33293/1609-1442-2020-4(91)-99-117</article-id><article-id custom-type="elpub" pub-id-type="custom">ecr-journal-579</article-id><article-categories><subj-group subj-group-type="heading"><subject>Research Article</subject></subj-group><subj-group subj-group-type="section-heading" xml:lang="ru"><subject>ЭКОНОМИЧЕСКАЯ ПОЛИТИКА И ХОЗЯЙСТВЕННАЯ ПРАКТИКА</subject></subj-group><subj-group subj-group-type="section-heading" xml:lang="en"><subject>ECONOMICAL POLICY AND ECONOMICAL PRACTICE</subject></subj-group></article-categories><title-group><article-title>Стресс-тестирование как инструмент оценки рисков банков: обзор международной практики, методов и методологии</article-title><trans-title-group xml:lang="en"><trans-title>Stress Testing as a Banking Risk Assessment Tool: A Review of International Practice, Methods and Methodology</trans-title></trans-title-group></title-group><contrib-group><contrib contrib-type="author" corresp="yes"><contrib-id contrib-id-type="orcid">https://orcid.org/0000-0002-3668-1691</contrib-id><name-alternatives><name name-style="eastern" xml:lang="ru"><surname>Биджоян</surname><given-names>Давит Саакович</given-names></name><name name-style="western" xml:lang="en"><surname>Bidzhoyan</surname><given-names>Davit S.</given-names></name></name-alternatives><bio xml:lang="ru"><p>к. э. н., преподаватель</p></bio><email xlink:type="simple">bidzhoyan_david@mail.ru</email><xref ref-type="aff" rid="aff-1"/></contrib></contrib-group><aff-alternatives id="aff-1"><aff xml:lang="ru"><institution>Национальный исследовательский университет «Высшая школа экономики», Москва</institution><country>Россия</country></aff><aff xml:lang="en"><institution>National Research University “Higher School of Economics”, Moscow</institution><country>Russian Federation</country></aff></aff-alternatives><pub-date pub-type="collection"><year>2020</year></pub-date><pub-date pub-type="epub"><day>31</day><month>12</month><year>2020</year></pub-date><volume>0</volume><issue>4</issue><fpage>99</fpage><lpage>117</lpage><permissions><copyright-statement>Copyright &amp;#x00A9; Биджоян Д.С., 2020</copyright-statement><copyright-year>2020</copyright-year><copyright-holder xml:lang="ru">Биджоян Д.С.</copyright-holder><copyright-holder xml:lang="en">Bidzhoyan D.S.</copyright-holder><license xml:lang="ru" license-type="creative-commons-attribution" xlink:href="https://creativecommons.org/licenses/by/4.0/" xlink:type="simple"><license-p>Данная работа распространяется под лицензией Creative Commons Attribution 4.0.</license-p></license><license xml:lang="en" license-type="creative-commons-attribution" xlink:href="https://creativecommons.org/licenses/by/4.0/" xlink:type="simple"><license-p>This work is licensed under a Creative Commons Attribution 4.0 License.</license-p></license></permissions><self-uri xlink:href="https://www.ecr-journal.ru/jour/article/view/579">https://www.ecr-journal.ru/jour/article/view/579</self-uri><abstract><p>Стресс-тестирование представляет собой достаточно обширную область исследования, находящуюся на стыке множества дисциплин (финансы, банковское дело, эконометрика, макроэкономика, микроэкономика, математический анализ и др.), и представляет интерес как для ученых-теоретиков, так и практиков. Полезность данного подхода, ставшая очевидной после финансового кризиса 2007–2009 гг., побудила многих исследователей разрабатывать и постоянно совершенствовать методологии стресс-тестирования, с помощью которых можно достаточно точно прогнозировать поведение банков и финансового сектора в кризисные периоды, что позволит банкам оценивать масштаб потерь и свое­временно предпринимать необходимые меры, направленные на укрепление финансового состояния. На сегодняшний день экономическая наука обладает большим арсеналом методов стресс-тестирования, позволяющих оценить потенциальные потери банков при заданных изменениях в риск-факторах в кризисные периоды, которые соответствуют исключительным, но вероятным событиям. Методологии стресс-тестирования охватывает все важные виды рисков (кредитный, процентный риски, риск ликвидности и др.), а также риски спе­цифические. Наличие огромного числа методов стресс-тестирования подтверждает их многогранность. Эти методы вызваны попыткой создать поведенческую модель банков, а структура и функционал этих методов остаются сложными. Цель данного исследования – предложить сжатую и вместе с тем исчерпывающую классификацию методов стресс-тестирования, а также дать обзор существующих на сегодняшний день подходов к стресс-тестированию и его различных аспектов (например, разработке стрессовых сценариев), представленных учеными, международными организациями, центральными банками и другими заинтересованными лицами.Данная работа является введением в огромную область аналитики – стресс-тестирование. Она ориентирована на банковских и финансовых аналитиков, макроэкономистов, желающих либо ознакомиться со стресс-тестированием как инструментом оценки банковских рисков, либо систематизировать все накопленные знания в данной области с целью более глубокого понимания экономических процессов.</p><p> </p></abstract><trans-abstract xml:lang="en"><p>Stress testing is a broad research area, at the interference of many disciplines (finance, banking, econometrics, macroeconomics, microeconomics, mathematical analysis etc.), and is of interest to both theoretical scientists and practitioners. The usefulness of this approach became evident after the financial crisis of 2007–2009, which prompted many researchers to develop and constantly improve stress-testing methodologies, using which it is possible to accurately forecast the behavior of banks and the financial sector in crisis periods. It allows banks to assess the scale of losses and timely take the necessary measures to strengthen the financial condition. Today, economic science has the biggest arsenal of stress testing methods that allow us to assess potential losses in crisis periods that correspond to extreme but plausible events. The stress testing methodologies cover all-important types of risks (credit, interest rate risk, liquidity risk etc.), as well as specific risks. The presence of a huge number of stress testing methods guarantees its versatility and depth, which could be explained by the attempt using this methods to create a behavior model of banks, which are quite complex in structure and functionality. The purpose of this study is to provide a concise, but at the same time comprehensive classification of stress testing methods, as well as a review of the current approaches to stress testing or to solving its various aspects (for example, developing stress scenarios) presented by scientists, international organizations, central banks and other interested parties. This paper is an introduction to the vast field of analytics – stress testing, and is oriented to banking and financial analysts, macroeconomists who want either to familiarize themselves with stress testing as a tool for assessing banking risks, or to systematize all the accumulated knowledge in this area in order to better understand economic processes.</p></trans-abstract><kwd-group xml:lang="ru"><kwd>стресс-тестирование</kwd><kwd>финансовая устойчивость</kwd><kwd>риски банковской деятельности</kwd><kwd>классификация методов</kwd><kwd>центральные банки</kwd><kwd>международные организации</kwd><kwd>кредитный риск</kwd><kwd>рыночный риск</kwd><kwd>риск ликвидности</kwd><kwd>стрессовый сценарий</kwd></kwd-group><kwd-group xml:lang="en"><kwd>stress-testing</kwd><kwd>financial stability</kwd><kwd>banking risks</kwd><kwd>credit risk</kwd><kwd>interest rate risk of banking book</kwd><kwd>interest rate of trading book</kwd><kwd>liquidity risk</kwd><kwd>stress scenario</kwd></kwd-group><funding-group><funding-statement xml:lang="ru">Исследование выполнено при финансовой поддержке Российского фонда фундаментальных исследований в рамках научного проекта № 19-110-50234.</funding-statement><funding-statement xml:lang="en">The reported study was funded by Russian Foundation for Basic Research, project no. 19-110-50234.</funding-statement></funding-group></article-meta></front><back><ref-list><title>References</title><ref id="cit1"><label>1</label><citation-alternatives><mixed-citation xml:lang="ru">Банк России (2017). Концепция макропруденциального стресс-тестирования. Доклад для общественных консультаций.</mixed-citation><mixed-citation xml:lang="en">Bank of Russia (2017). The Concept of Macroprudential Stress Testing. Consultation paper (in Russian).</mixed-citation></citation-alternatives></ref><ref id="cit2"><label>2</label><citation-alternatives><mixed-citation xml:lang="ru">Биджоян Д. С., Богданова Т. К., Неклюдов Д. Ю. (2019). Стресс-тестирование кредитного риска кластера российских коммерческих банков // Бизнес-информатика. № 3 (13). С. 35–51. DOI: 10.17323/1998-0663.2019.3.35.51</mixed-citation><mixed-citation xml:lang="en">Bidzhoyan D, Bogdanova T., Neklyudov D. (2019). Credit Risk Stress Testing in a Cluster of Russian Commercial Banks. Journal Business-Informatics, no. 3 (13), pp. 35–51 (in Russian). DOI: 10.17323/1998-0663.2019.3.35.51</mixed-citation></citation-alternatives></ref><ref id="cit3"><label>3</label><citation-alternatives><mixed-citation xml:lang="ru">Данилова Е., Румянцев Е., Шевчук И. (2018). Обзор совместного семинара Банка России и МВФ «Последние новации в макропруденциальном стресс-тестировании» // Деньги и кредит. № 4. С. 60–83. DOI: 10.31477/rjmf.201804.60</mixed-citation><mixed-citation xml:lang="en">Danilova E., Rumyantsev E., Shevchuk I. (2018). Review of the Bank of Russia – ​IMF workshop ‘Recent Developments in Macroprudential Stress Testing’. Russian Journal of Money &amp; Finance, no. 77 (4), pp. 60–83 (in Russian). DOI: 10.31477/rjmf.201804.60</mixed-citation></citation-alternatives></ref><ref id="cit4"><label>4</label><citation-alternatives><mixed-citation xml:lang="ru">Acharya V., Engle R., Pierret D. (2014). Testing macroprudential stress tests: The risk of regulatory risk weights. Journal of Monetary Economics, no. 65, pp. 36–53.</mixed-citation><mixed-citation xml:lang="en">Acharya V., Engle R., Pierret D. (2014). Testing macroprudential stress tests: The risk of regulatory risk weights. Journal of Monetary Economics, no. 65, pp. 36–53.</mixed-citation></citation-alternatives></ref><ref id="cit5"><label>5</label><citation-alternatives><mixed-citation xml:lang="ru">Anand V., Engle R., Traclet V. (2014). Stress-testing the Canadian banking system: a system-wide approach. Bank of Canada, Financial System Review, pp. 61–68.</mixed-citation><mixed-citation xml:lang="en">Anand V., Engle R., Traclet V. (2014). Stress-testing the Canadian banking system: a system-wide approach. Bank of Canada, Financial System Review, pp. 61–68.</mixed-citation></citation-alternatives></ref><ref id="cit6"><label>6</label><citation-alternatives><mixed-citation xml:lang="ru">Bank of England (2019a). Stress testing the UK banking system: key elements of the 2019 annual cyclical scenario, рp. 16.</mixed-citation><mixed-citation xml:lang="en">Bank of England (2019a). Stress testing the UK banking system: key elements of the 2019 annual cyclical scenario, рp. 16.</mixed-citation></citation-alternatives></ref><ref id="cit7"><label>7</label><citation-alternatives><mixed-citation xml:lang="ru">Bank of England (2019b). Financial Stability Report.</mixed-citation><mixed-citation xml:lang="en">Bank of England (2019b). Financial Stability Report.</mixed-citation></citation-alternatives></ref><ref id="cit8"><label>8</label><citation-alternatives><mixed-citation xml:lang="ru">Bank of England (2019c). Life insurance stress test 2019. Scenario specification, Guidelines and Instructions.</mixed-citation><mixed-citation xml:lang="en">Bank of England (2019c). Life insurance stress test 2019. Scenario specification, Guidelines and Instructions.</mixed-citation></citation-alternatives></ref><ref id="cit9"><label>9</label><citation-alternatives><mixed-citation xml:lang="ru">Bank of England (2019d). Stress testing the UK banking system: 2019 guidance for participating banks and building societies.</mixed-citation><mixed-citation xml:lang="en">Bank of England (2019d). Stress testing the UK banking system: 2019 guidance for participating banks and building societies.</mixed-citation></citation-alternatives></ref><ref id="cit10"><label>10</label><citation-alternatives><mixed-citation xml:lang="ru">Bank of International Settlement (2000). Stress testing by large financial institutions: current practice and aggregation issues.</mixed-citation><mixed-citation xml:lang="en">Bank of International Settlement (2000). Stress testing by large financial institutions: current practice and aggregation issues.</mixed-citation></citation-alternatives></ref><ref id="cit11"><label>11</label><citation-alternatives><mixed-citation xml:lang="ru">Basel Committee on Banking Supervision (1996). Amendment to the capital accord to incorporate market risk.</mixed-citation><mixed-citation xml:lang="en">Basel Committee on Banking Supervision (1996). Amendment to the capital accord to incorporate market risk.</mixed-citation></citation-alternatives></ref><ref id="cit12"><label>12</label><citation-alternatives><mixed-citation xml:lang="ru">Basel Committee on Banking Supervision (2009). Principles for sound stress testing practices and supervision.</mixed-citation><mixed-citation xml:lang="en">Basel Committee on Banking Supervision (2009). Principles for sound stress testing practices and supervision.</mixed-citation></citation-alternatives></ref><ref id="cit13"><label>13</label><citation-alternatives><mixed-citation xml:lang="ru">Basel Committee on Banking Supervision (2018). Stress-testing principles.</mixed-citation><mixed-citation xml:lang="en">Basel Committee on Banking Supervision (2018). Stress-testing principles.</mixed-citation></citation-alternatives></ref><ref id="cit14"><label>14</label><citation-alternatives><mixed-citation xml:lang="ru">Baudino P. Goetschman R., Henry J., Taniguchi K., Weisha Zhu (2018). Stress-testing banks – ​a comparative analysis. Financial Stability Institute Insights on policy implementation, no. 12.</mixed-citation><mixed-citation xml:lang="en">Baudino P. Goetschman R., Henry J., Taniguchi K., Weisha Zhu (2018). Stress-testing banks – ​a comparative analysis. Financial Stability Institute Insights on policy implementation, no. 12.</mixed-citation></citation-alternatives></ref><ref id="cit15"><label>15</label><citation-alternatives><mixed-citation xml:lang="ru">Bidzhoyan D., Bogdanova T. (2018). Russian banks credit risk stress-testing based on the publicly available data. Advances in Intelligent Systems and Computing, no. 850, pp. 262–271.</mixed-citation><mixed-citation xml:lang="en">Bidzhoyan D., Bogdanova T. (2018). Russian banks credit risk stress-testing based on the publicly available data. Advances in Intelligent Systems and Computing, no. 850, pp. 262–271.</mixed-citation></citation-alternatives></ref><ref id="cit16"><label>16</label><citation-alternatives><mixed-citation xml:lang="ru">Blaschke W., Jones T., Magnoni G., Peria S.-M. (2001). Stress-testing of financial systems: an overview of issues, methodologies, and FSAP experience. IMF Working Paper. WP/01/88.</mixed-citation><mixed-citation xml:lang="en">Blaschke W., Jones T., Magnoni G., Peria S.-M. (2001). Stress-testing of financial systems: an overview of issues, methodologies, and FSAP experience. IMF Working Paper. WP/01/88.</mixed-citation></citation-alternatives></ref><ref id="cit17"><label>17</label><citation-alternatives><mixed-citation xml:lang="ru">Braouezec Y., Wagalath L. (2018). Risk-based capital requirements and optimal liquidation in a stress scenario. Review of finance, no. 22 (2), pp. 747–782.</mixed-citation><mixed-citation xml:lang="en">Braouezec Y., Wagalath L. (2018). Risk-based capital requirements and optimal liquidation in a stress scenario. Review of finance, no. 22 (2), pp. 747–782.</mixed-citation></citation-alternatives></ref><ref id="cit18"><label>18</label><citation-alternatives><mixed-citation xml:lang="ru">Breuer T., Csiszar I. (2013). Systematic stress test with entropic plausibility constraints. Journal of banking and finance, no. 37(5), pp. 1552–1559.</mixed-citation><mixed-citation xml:lang="en">Breuer T., Csiszar I. (2013). Systematic stress test with entropic plausibility constraints. Journal of banking and finance, no. 37(5), pp. 1552–1559.</mixed-citation></citation-alternatives></ref><ref id="cit19"><label>19</label><citation-alternatives><mixed-citation xml:lang="ru">Breuer T., Jandacka M., Reinberger K., Summer M. (2009). How to Find Plausible, Severe and Useful Stress Scenarios. International Journal of Central Banking, no. 5 (3), pp. 205–224.</mixed-citation><mixed-citation xml:lang="en">Breuer T., Jandacka M., Reinberger K., Summer M. (2009). How to Find Plausible, Severe and Useful Stress Scenarios. International Journal of Central Banking, no. 5 (3), pp. 205–224.</mixed-citation></citation-alternatives></ref><ref id="cit20"><label>20</label><citation-alternatives><mixed-citation xml:lang="ru">Breuer T., Jandacka M., Reinberger K., Summer M. (2009). How to find plausible, severe and useful stress scenarios. International Journal of Central Banking, no. 5 (3), pp. 205–224.</mixed-citation><mixed-citation xml:lang="en">Breuer T., Jandacka M., Reinberger K., Summer M. (2009). How to find plausible, severe and useful stress scenarios. International Journal of Central Banking, no. 5 (3), pp. 205–224.</mixed-citation></citation-alternatives></ref><ref id="cit21"><label>21</label><citation-alternatives><mixed-citation xml:lang="ru">Breuer T., Summer M. (2017). Solvency stress testing of banks: Current practice and novel options. Report for the Sveriges Riksbank and Finansinspektionen.</mixed-citation><mixed-citation xml:lang="en">Breuer T., Summer M. (2017). Solvency stress testing of banks: Current practice and novel options. Report for the Sveriges Riksbank and Finansinspektionen.</mixed-citation></citation-alternatives></ref><ref id="cit22"><label>22</label><citation-alternatives><mixed-citation xml:lang="ru">Breuer T., Krenn G. (1999). Stress testing. Guidelines on market risk. Oesterreichische National Bank, vol. 5.</mixed-citation><mixed-citation xml:lang="en">Breuer T., Krenn G. (1999). Stress testing. Guidelines on market risk. Oesterreichische National Bank, vol. 5.</mixed-citation></citation-alternatives></ref><ref id="cit23"><label>23</label><citation-alternatives><mixed-citation xml:lang="ru">Buncic D., Melecky M. (2013). Macroprudential stress testing of credit risk: A practical approach for policy makers. Journal of Financial Stability, no. 9 (3), pp. 347–370.</mixed-citation><mixed-citation xml:lang="en">Buncic D., Melecky M. (2013). Macroprudential stress testing of credit risk: A practical approach for policy makers. Journal of Financial Stability, no. 9 (3), pp. 347–370.</mixed-citation></citation-alternatives></ref><ref id="cit24"><label>24</label><citation-alternatives><mixed-citation xml:lang="ru">Busch R., Memmel C. (2015). Banks’ net interest margin and the level of interest rates. Deutsche Bundesbank Discussion Papers, no. 16.</mixed-citation><mixed-citation xml:lang="en">Busch R., Memmel C. (2015). Banks’ net interest margin and the level of interest rates. Deutsche Bundesbank Discussion Papers, no. 16.</mixed-citation></citation-alternatives></ref><ref id="cit25"><label>25</label><citation-alternatives><mixed-citation xml:lang="ru">Chengcheng H., Alam M. M., Carling K. (2010). Review of the literature of credit risk modelling: development of the past 10 years. Banks and Bank System, no. 5 (3), pp. 34.</mixed-citation><mixed-citation xml:lang="en">Chengcheng H., Alam M. M., Carling K. (2010). Review of the literature of credit risk modelling: development of the past 10 years. Banks and Bank System, no. 5 (3), pp. 34.</mixed-citation></citation-alternatives></ref><ref id="cit26"><label>26</label><citation-alternatives><mixed-citation xml:lang="ru">Cihák M. (2007). Introduction to applied stress testing. IMF Working Papers (7–59), pp. 1–74.</mixed-citation><mixed-citation xml:lang="en">Cihák M. (2007). Introduction to applied stress testing. IMF Working Papers (7–59), pp. 1–74.</mixed-citation></citation-alternatives></ref><ref id="cit27"><label>27</label><citation-alternatives><mixed-citation xml:lang="ru">Comprehensive Capital Analysis and Review 2019: Assessment Framework and Results. Board of Governors of The Federal Reserve System</mixed-citation><mixed-citation xml:lang="en">Comprehensive Capital Analysis and Review 2019: Assessment Framework and Results. Board of Governors of The Federal Reserve System</mixed-citation></citation-alternatives></ref><ref id="cit28"><label>28</label><citation-alternatives><mixed-citation xml:lang="ru">Cont R., Wagalath L. (2012). Fire sales forensics: Measuring endogenous risk. Mathematical finance, no. 26 (4), pp. 835–866.</mixed-citation><mixed-citation xml:lang="en">Cont R., Wagalath L. (2012). Fire sales forensics: Measuring endogenous risk. Mathematical finance, no. 26 (4), pp. 835–866.</mixed-citation></citation-alternatives></ref><ref id="cit29"><label>29</label><citation-alternatives><mixed-citation xml:lang="ru">Covas F. B., Rump B., Zarkajsek E. (2014). Stress-testing US bank holding companies: A dynamic quantile regression approach. International Journal of Forecasting, no. 30 (3), pp. 691–713.</mixed-citation><mixed-citation xml:lang="en">Covas F. B., Rump B., Zarkajsek E. (2014). Stress-testing US bank holding companies: A dynamic quantile regression approach. International Journal of Forecasting, no. 30 (3), pp. 691–713.</mixed-citation></citation-alternatives></ref><ref id="cit30"><label>30</label><citation-alternatives><mixed-citation xml:lang="ru">Curti F., Migueis M., Stewart R. (2019). Benchmarking operational risk stress testing models. Finance and Economics Discussion Series 2019–038. Washington: Board of Governors of the Federal Reserve System.</mixed-citation><mixed-citation xml:lang="en">Curti F., Migueis M., Stewart R. (2019). Benchmarking operational risk stress testing models. Finance and Economics Discussion Series 2019–038. Washington: Board of Governors of the Federal Reserve System.</mixed-citation></citation-alternatives></ref><ref id="cit31"><label>31</label><citation-alternatives><mixed-citation xml:lang="ru">Daniels T., Duijm Liedorp F., Mokas D. (2017). A top-down stress testing framework for the Dutch banking sector. Netherland Bank, Occasional Studies, no. 15 (3).</mixed-citation><mixed-citation xml:lang="en">Daniels T., Duijm Liedorp F., Mokas D. (2017). A top-down stress testing framework for the Dutch banking sector. Netherland Bank, Occasional Studies, no. 15 (3).</mixed-citation></citation-alternatives></ref><ref id="cit32"><label>32</label><citation-alternatives><mixed-citation xml:lang="ru">Dees S., Henry J., Martin R. (2017). STAMP€: stress-test analytics for macroprudential purposes in the euro area. European Central Bank.</mixed-citation><mixed-citation xml:lang="en">Dees S., Henry J., Martin R. (2017). STAMP€: stress-test analytics for macroprudential purposes in the euro area. European Central Bank.</mixed-citation></citation-alternatives></ref><ref id="cit33"><label>33</label><citation-alternatives><mixed-citation xml:lang="ru">Demekas D. (2015). Designing effective macroprudential stress tests: progress so far and the way forward. IMF Working paper WP/15/146.</mixed-citation><mixed-citation xml:lang="en">Demekas D. (2015). Designing effective macroprudential stress tests: progress so far and the way forward. IMF Working paper WP/15/146.</mixed-citation></citation-alternatives></ref><ref id="cit34"><label>34</label><citation-alternatives><mixed-citation xml:lang="ru">Dent K., Segoviano M., Westwood B. (2016). Stress testing of banks: an introduction. Bank of England Quarterly Bulletin Q3, pp. 130–143.</mixed-citation><mixed-citation xml:lang="en">Dent K., Segoviano M., Westwood B. (2016). Stress testing of banks: an introduction. Bank of England Quarterly Bulletin Q3, pp. 130–143.</mixed-citation></citation-alternatives></ref><ref id="cit35"><label>35</label><citation-alternatives><mixed-citation xml:lang="ru">Dodd-Frank Act Stress Test 2019: Supervisory stress test results. Board of Governors of The Federal Reserve System.</mixed-citation><mixed-citation xml:lang="en">Dodd-Frank Act Stress Test 2019: Supervisory stress test results. Board of Governors of The Federal Reserve System.</mixed-citation></citation-alternatives></ref><ref id="cit36"><label>36</label><citation-alternatives><mixed-citation xml:lang="ru">Dunstan A. (2016). Summary of the dairy portfolio stress testing exercise. Reserve Bank of New Zealand Bulletin, no. 79 (5), pp. 10.</mixed-citation><mixed-citation xml:lang="en">Dunstan A. (2016). Summary of the dairy portfolio stress testing exercise. Reserve Bank of New Zealand Bulletin, no. 79 (5), pp. 10.</mixed-citation></citation-alternatives></ref><ref id="cit37"><label>37</label><citation-alternatives><mixed-citation xml:lang="ru">Espinosa-Vega M.A., Sole J. (2014). A guide to IMF Stress Testing: Methods and Models. Chapter Introduction to the network analysis approach to stress testing. International Monetary Fund, pp. 205–209.</mixed-citation><mixed-citation xml:lang="en">Espinosa-Vega M.A., Sole J. (2014). A guide to IMF Stress Testing: Methods and Models. Chapter Introduction to the network analysis approach to stress testing. International Monetary Fund, pp. 205–209.</mixed-citation></citation-alternatives></ref><ref id="cit38"><label>38</label><citation-alternatives><mixed-citation xml:lang="ru">European Banking Authority (2011). 2011 EU-wide stress test: results.</mixed-citation><mixed-citation xml:lang="en">European Banking Authority (2011). 2011 EU-wide stress test: results.</mixed-citation></citation-alternatives></ref><ref id="cit39"><label>39</label><citation-alternatives><mixed-citation xml:lang="ru">European Banking Authority (2014). 2014 EU-wide stress test: results.</mixed-citation><mixed-citation xml:lang="en">European Banking Authority (2014). 2014 EU-wide stress test: results.</mixed-citation></citation-alternatives></ref><ref id="cit40"><label>40</label><citation-alternatives><mixed-citation xml:lang="ru">European Banking Authority (2016). 2016 EU-wide stress test: results.</mixed-citation><mixed-citation xml:lang="en">European Banking Authority (2016). 2016 EU-wide stress test: results.</mixed-citation></citation-alternatives></ref><ref id="cit41"><label>41</label><citation-alternatives><mixed-citation xml:lang="ru">European Banking Authority (2018). 2018 EU-wide stress test: results.</mixed-citation><mixed-citation xml:lang="en">European Banking Authority (2018). 2018 EU-wide stress test: results.</mixed-citation></citation-alternatives></ref><ref id="cit42"><label>42</label><citation-alternatives><mixed-citation xml:lang="ru">European Banking Authority (2020). 2020 EU-wide stress test: methodological note.</mixed-citation><mixed-citation xml:lang="en">European Banking Authority (2020). 2020 EU-wide stress test: methodological note.</mixed-citation></citation-alternatives></ref><ref id="cit43"><label>43</label><citation-alternatives><mixed-citation xml:lang="ru">European Central Bank (2010). Stress testing banks in crisis. Financial stability Review.</mixed-citation><mixed-citation xml:lang="en">European Central Bank (2010). Stress testing banks in crisis. Financial stability Review.</mixed-citation></citation-alternatives></ref><ref id="cit44"><label>44</label><citation-alternatives><mixed-citation xml:lang="ru">European Central Bank (2014). Comprehensive assessment stress test manual.</mixed-citation><mixed-citation xml:lang="en">European Central Bank (2014). Comprehensive assessment stress test manual.</mixed-citation></citation-alternatives></ref><ref id="cit45"><label>45</label><citation-alternatives><mixed-citation xml:lang="ru">European Central Bank (2018a). Euro area financial institutions. Financial stability Review, ch. 3.</mixed-citation><mixed-citation xml:lang="en">European Central Bank (2018a). Euro area financial institutions. Financial stability Review, ch. 3.</mixed-citation></citation-alternatives></ref><ref id="cit46"><label>46</label><citation-alternatives><mixed-citation xml:lang="ru">European Central Bank (2018b). ECB Guide to the Internal Liquidity Adequacy Assessment Process (ILAAP).</mixed-citation><mixed-citation xml:lang="en">European Central Bank (2018b). ECB Guide to the Internal Liquidity Adequacy Assessment Process (ILAAP).</mixed-citation></citation-alternatives></ref><ref id="cit47"><label>47</label><citation-alternatives><mixed-citation xml:lang="ru">Feldkircher M., Fenz G., Ferstl R., Krenn G., Neudorfer B., Puhr C., Reininger T., Schmitz S., Schneider M., Seibenbrunner C., Sigmund M., Spitzer R. (2013). ARNIE in action: the 2013 FSAP stress tests for the Austrian banking system. Central Bank of Republic of Austria, Financial Stability Report, pp. 100–118.</mixed-citation><mixed-citation xml:lang="en">Feldkircher M., Fenz G., Ferstl R., Krenn G., Neudorfer B., Puhr C., Reininger T., Schmitz S., Schneider M., Seibenbrunner C., Sigmund M., Spitzer R. (2013). ARNIE in action: the 2013 FSAP stress tests for the Austrian banking system. Central Bank of Republic of Austria, Financial Stability Report, pp. 100–118.</mixed-citation></citation-alternatives></ref><ref id="cit48"><label>48</label><citation-alternatives><mixed-citation xml:lang="ru">Foglia A. (2008). Stress Testing Credit Risk: A Survey of Authorities' Approaches. International Journal of Central Banking, no. 5 (3), pp. 9–45.</mixed-citation><mixed-citation xml:lang="en">Foglia A. (2008). Stress Testing Credit Risk: A Survey of Authorities' Approaches. International Journal of Central Banking, no. 5 (3), pp. 9–45.</mixed-citation></citation-alternatives></ref><ref id="cit49"><label>49</label><citation-alternatives><mixed-citation xml:lang="ru">Gianakopulos J. (2012). The leverage cycle. University of Chicago Press, 204, ch. 1, pp. 1–65.</mixed-citation><mixed-citation xml:lang="en">Gianakopulos J. (2012). The leverage cycle. University of Chicago Press, 204, ch. 1, pp. 1–65.</mixed-citation></citation-alternatives></ref><ref id="cit50"><label>50</label><citation-alternatives><mixed-citation xml:lang="ru">Hao C., Alam M. M., Carling K. (2010). Review of the literature of credit risk modelling: development of the past 10 years. Banks and Bank System, no. 5 (3), pp. 34.</mixed-citation><mixed-citation xml:lang="en">Hao C., Alam M. M., Carling K. (2010). Review of the literature of credit risk modelling: development of the past 10 years. Banks and Bank System, no. 5 (3), pp. 34.</mixed-citation></citation-alternatives></ref><ref id="cit51"><label>51</label><citation-alternatives><mixed-citation xml:lang="ru">Henry J., Kok C. (2013). A macro stress test framework for assessing systemic risks in the banking sector. ECB Occasional Paper Series, no. 152.</mixed-citation><mixed-citation xml:lang="en">Henry J., Kok C. (2013). A macro stress test framework for assessing systemic risks in the banking sector. ECB Occasional Paper Series, no. 152.</mixed-citation></citation-alternatives></ref><ref id="cit52"><label>52</label><citation-alternatives><mixed-citation xml:lang="ru">Husselman R., Wahrenburg M. (2018). How demanding and consistent is the 2018 stress test design in comparison to previous exercises? ECON committee.</mixed-citation><mixed-citation xml:lang="en">Husselman R., Wahrenburg M. (2018). How demanding and consistent is the 2018 stress test design in comparison to previous exercises? ECON committee.</mixed-citation></citation-alternatives></ref><ref id="cit53"><label>53</label><citation-alternatives><mixed-citation xml:lang="ru">Jobst A. A., Lian Ong Li, Schmieder C. (2017). Macroprudential liquidity stress testing in FSAPs for systematically important financial systems. IMF Working Paper, WP/17/102.</mixed-citation><mixed-citation xml:lang="en">Jobst A. A., Lian Ong Li, Schmieder C. (2017). Macroprudential liquidity stress testing in FSAPs for systematically important financial systems. IMF Working Paper, WP/17/102.</mixed-citation></citation-alternatives></ref><ref id="cit54"><label>54</label><citation-alternatives><mixed-citation xml:lang="ru">Jorge A., Chan-Lau (2017). Lasso regression in forecasting models in applied stress testing. IMF Working Paper WP/17/108.</mixed-citation><mixed-citation xml:lang="en">Jorge A., Chan-Lau (2017). Lasso regression in forecasting models in applied stress testing. IMF Working Paper WP/17/108.</mixed-citation></citation-alternatives></ref><ref id="cit55"><label>55</label><citation-alternatives><mixed-citation xml:lang="ru">Kapinos P., Mitnik O. (2015). A top-down approach to stress-testing of banks. Journal of Financial Services Research, no. 49 (2), рр. 229–264.</mixed-citation><mixed-citation xml:lang="en">Kapinos P., Mitnik O. (2015). A top-down approach to stress-testing of banks. Journal of Financial Services Research, no. 49 (2), рр. 229–264.</mixed-citation></citation-alternatives></ref><ref id="cit56"><label>56</label><citation-alternatives><mixed-citation xml:lang="ru">Kulakova A. (2019). Stress-testing of russian banking sector: contingent claim analysis approach. NEKN02 Master Essay I.</mixed-citation><mixed-citation xml:lang="en">Kulakova A. (2019). Stress-testing of russian banking sector: contingent claim analysis approach. NEKN02 Master Essay I.</mixed-citation></citation-alternatives></ref><ref id="cit57"><label>57</label><citation-alternatives><mixed-citation xml:lang="ru">Li Lian Ong (2014). A guide to IMF stress testing. Methods and models.</mixed-citation><mixed-citation xml:lang="en">Li Lian Ong (2014). A guide to IMF stress testing. Methods and models.</mixed-citation></citation-alternatives></ref><ref id="cit58"><label>58</label><citation-alternatives><mixed-citation xml:lang="ru">Louzis D. P., Vouldis A. T., Metaxas V. L. (2012). Macroeconomic and bank specific determinants of non-performing loans in Greece: A comparative study of mortgage, business and consumer loan portfolios. Journal of Banking and Finance, no. 36 (4), pp. 1012–1027.</mixed-citation><mixed-citation xml:lang="en">Louzis D. P., Vouldis A. T., Metaxas V. L. (2012). Macroeconomic and bank specific determinants of non-performing loans in Greece: A comparative study of mortgage, business and consumer loan portfolios. Journal of Banking and Finance, no. 36 (4), pp. 1012–1027.</mixed-citation></citation-alternatives></ref><ref id="cit59"><label>59</label><citation-alternatives><mixed-citation xml:lang="ru">Melecky M. and Podpiera A-M (2010) Macroprudential stress-testing practices of central banks in central and south eastern Europe: an overview and challenges ahead. Policy Research Working Paper WPS5434.</mixed-citation><mixed-citation xml:lang="en">Melecky M. and Podpiera A-M (2010) Macroprudential stress-testing practices of central banks in central and south eastern Europe: an overview and challenges ahead. Policy Research Working Paper WPS5434.</mixed-citation></citation-alternatives></ref><ref id="cit60"><label>60</label><citation-alternatives><mixed-citation xml:lang="ru">Meucci A. (2010). Fully flexible views: Theory and practice. Risk, no. 21 (10), pp. 97–102.</mixed-citation><mixed-citation xml:lang="en">Meucci A. (2010). Fully flexible views: Theory and practice. Risk, no. 21 (10), pp. 97–102.</mixed-citation></citation-alternatives></ref><ref id="cit61"><label>61</label><citation-alternatives><mixed-citation xml:lang="ru">Mokinski Feider (2017). A severity function approach selection. Deutsche Bundesbank Discussion Papers 34/2017.</mixed-citation><mixed-citation xml:lang="en">Mokinski Feider (2017). A severity function approach selection. Deutsche Bundesbank Discussion Papers 34/2017.</mixed-citation></citation-alternatives></ref><ref id="cit62"><label>62</label><citation-alternatives><mixed-citation xml:lang="ru">Nagpal K. M. (2017). Designing stress scenarios for portfolios. Risk Management. Risk Management, no. 19, pp. 323–349. DOI: 10.1057/s41283-017-0024-x.</mixed-citation><mixed-citation xml:lang="en">Nagpal K. M. (2017). Designing stress scenarios for portfolios. Risk Management. Risk Management, no. 19, pp. 323–349. DOI: 10.1057/s41283-017-0024-x.</mixed-citation></citation-alternatives></ref><ref id="cit63"><label>63</label><citation-alternatives><mixed-citation xml:lang="ru">Papadopoulos G., Papadopoulos S., Sager T. (2016). Credit risk stress testing of EU15 banks: a model combination approach. Bank of Greece Working Paper 203, pp. 1–41.</mixed-citation><mixed-citation xml:lang="en">Papadopoulos G., Papadopoulos S., Sager T. (2016). Credit risk stress testing of EU15 banks: a model combination approach. Bank of Greece Working Paper 203, pp. 1–41.</mixed-citation></citation-alternatives></ref><ref id="cit64"><label>64</label><citation-alternatives><mixed-citation xml:lang="ru">Paraschiv F., Mudry P.-A., Andries A. M. (2016). Stress-testing for portfolios of commodity futures with extreme value theory and copula functions. Economics and modelling, no. 50, pp. 9–18. DOI 10.1007/978-3-319-20430-7_3.</mixed-citation><mixed-citation xml:lang="en">Paraschiv F., Mudry P.-A., Andries A. M. (2016). Stress-testing for portfolios of commodity futures with extreme value theory and copula functions. Economics and modelling, no. 50, pp. 9–18. DOI 10.1007/978-3-319-20430-7_3.</mixed-citation></citation-alternatives></ref><ref id="cit65"><label>65</label><citation-alternatives><mixed-citation xml:lang="ru">Pritsker M. (2017). Choosing stress scenarios for systemic risk through dimension reduction. Federal Reserve Bank of Boston Working Paper. WP17-04.</mixed-citation><mixed-citation xml:lang="en">Pritsker M. (2017). Choosing stress scenarios for systemic risk through dimension reduction. Federal Reserve Bank of Boston Working Paper. WP17-04.</mixed-citation></citation-alternatives></ref><ref id="cit66"><label>66</label><citation-alternatives><mixed-citation xml:lang="ru">Shleifer A., Vishny R. (2011). Fire sales in finance and macroeconomics. Journal of economics perspective, no. 25 (1), pp. 29–48.</mixed-citation><mixed-citation xml:lang="en">Shleifer A., Vishny R. (2011). Fire sales in finance and macroeconomics. Journal of economics perspective, no. 25 (1), pp. 29–48.</mixed-citation></citation-alternatives></ref><ref id="cit67"><label>67</label><citation-alternatives><mixed-citation xml:lang="ru">Vazquez F., Tabak B. M., Souto M. (2012). A macro stress test model of credit risk for the Brazilian banking sector. Journal of Financial Stability, no. 8 (2), pp. 69–83.</mixed-citation><mixed-citation xml:lang="en">Vazquez F., Tabak B. M., Souto M. (2012). A macro stress test model of credit risk for the Brazilian banking sector. Journal of Financial Stability, no. 8 (2), pp. 69–83.</mixed-citation></citation-alternatives></ref></ref-list><fn-group><fn fn-type="conflict"><p>The authors declare that there are no conflicts of interest present.</p></fn></fn-group></back></article>
