• A
  • A
  • A
  • АБВ
  • АБВ
  • АБВ
  • A
  • A
  • A
  • A
  • A
Обычная версия сайта
  • RU
  • EN
  • HSE University
  • Publications
  • Articles
  • Unaccounted model risk for Basel IRB models deemed acceptable by conventional validation criteria
  • RU
  • EN
Расширенный поиск
Высшая школа экономики
Национальный исследовательский университет
Priority areas
  • business informatics
  • economics
  • engineering science
  • humanitarian
  • IT and mathematics
  • law
  • management
  • mathematics
  • sociology
  • state and public administration
by year
  • 2028
  • 2027
  • 2026
  • 2025
  • 2024
  • 2023
  • 2022
  • 2021
  • 2020
  • 2019
  • 2018
  • 2017
  • 2016
  • 2015
  • 2014
  • 2013
  • 2012
  • 2011
  • 2010
  • 2009
  • 2008
  • 2007
  • 2006
  • 2005
  • 2004
  • 2003
  • 2002
  • 2001
  • 2000
  • 1999
  • 1998
  • 1997
  • 1996
  • 1995
  • 1994
  • 1993
  • 1992
  • 1991
  • 1990
  • 1989
  • 1988
  • 1987
  • 1986
  • 1985
  • 1984
  • 1983
  • 1982
  • 1981
  • 1980
  • 1979
  • 1978
  • 1977
  • 1976
  • 1975
  • 1974
  • 1973
  • 1972
  • 1971
  • 1970
  • 1969
  • 1968
  • 1967
  • 1966
  • 1965
  • 1964
  • 1963
  • 1958
  • More
Subject
News
September 7, 2026
Biologists Discover 'Molecular Fingerprint' of Preeclampsia
Researchers at HSE University employed a new method to model hypoxia in placental cells during pregnancies complicated by preeclampsia and identified molecular markers of tissue hypoxia. Since hypoxia is one of the key mechanisms underlying preeclampsia, these findings are important for a more accurate and timely diagnosis of the disease and for the development of effective treatment methods. The paper has been published in Placenta.
September 7, 2026
‘Speech, Facial Expressions, and Gestures Cannot Lie
Would you like to know whether a speaker’s trembling voice or an accidental gesture can give them away? At HSE University in Nizhny Novgorod, researchers are developing an algorithm that analyses speech, facial expressions, and gestures, and determines whether information is truthful with 92% accuracy. The project has applications ranging from forensic examination and bank recruitment to fundamental research. Anna Khomenko, head of the research group and Senior Research Fellow at the Centre for Language and Brain at the HSE Faculty of Humanities in Nizhny Novgorod, explains how students and researchers are working together to create a corpus of video recordings, train a classifier, and prepare to introduce computer vision technology.
September 4, 2026
Time to Showcase Your Research: Applications Are Now Open for Student Research Paper Competition 2026
Taking part in the Student Research Paper Competition (SRPC) gives you an opportunity to present your research to experts, receive an independent assessment, and determine the future direction of your work. The competition is open to students graduating in 2026 not only from HSE University but from universities in Russia and abroad. Papers may be submitted in Russian and English, and in some fields also in French, German, and Spanish.

 

Have you spotted a typo?
Highlight it, click Ctrl+Enter and send us a message. Thank you for your help!

Publications
  • Books
  • Articles
  • Chapters of books
  • Working papers
  • Report a publication
  • Research at HSE

?

Unaccounted model risk for Basel IRB models deemed acceptable by conventional validation criteria

Risk Management. 2023. Vol. 25. No. 4. P. 1–30.
Penikas H. I.

Validation procedures are designed to prevent IRB models with model risk from being used in day-to-day business operations. The models that do pass are expected to entail negligible model risk. However, no one has studied the magnitude of such risk. Moreover, most of the prior literature criticises the IRB models either for missing certain features (such as concentration) or for being overconservative due to reliance on the 99.9% confidence level. By simulating around 700 scenarios for the hypothetical loan book, we are able to demonstrate the materiality of the model risk of the accepted IRB models. In addition, we explain that the accuracy of the conservative margin adjusting model calibration cannot offset the underlying model risk when the discriminatory power is not perfect (which is almost always the case). Ultimately, we arrive at suggested risk-weight (RW) mark-ups which enable the revealed and previously unaccounted for IRB model risk to be captured.

Language: English
Full text
DOI
Text on another site
Keywords: Базель IIBasel IIПВРIRB
Similar publications
Теоретическая модель определения макропруденциальных надбавок по валютным кредитам
Penikas H. I., Вопросы экономики 2024 № 12 С. 69–85
Предложено развитие модели Мертона-Васичека для учета валютных кредитов в портфеле ссуд и определения величины валютных макронадбавок к риск-весам в нормативе достаточности капитала. Показано, как величины надбавок зависят от волатильности обменного курса, и от соотношения валютных активов и пассивов типичных заемщиков в таком портфеле ссуд. Дополнительно обоснована целесообразность аддитивного, а не мультипликативного учета валютного курса в ...
Added: November 17, 2024
Эффект переноса ключевой ставки Банка России на ставки по вкладам в период 2020–2022 гг.
Penikas H. I., Деньги и кредит 2022 Т. 81 № 2 С. 20–48
Банк России снижал ключевую ставку для поддержки экономики в 2020–2021 гг. и поднимал ее для противодействия инфляции и последстви- ям санкций в 2021–2022 гг. Для оценки эффекта, оказанного изменениями на ставки по вкладам, в настоящей работе используются уникальные для Рос- сии помесячные данные за два года о предложениях ставок российских бан- ков по вкладам. Около ...
Added: July 28, 2023
PD-LGD correlation for the banking lending segment: Empirical evidence from Russia
Penikas H. I., Model Assisted Statistics and Applications 2022 Vol. 17 No. 1 P. 27–39
The Bank of Russia is one of the unique banking regulators in the world as it discloses granular reporting information per the existing credit institutions with the available historical track record. Same time the number of banks dramatically declined from above two and a half thousands in 1990s to one thousand in 2010 and to ...
Added: July 28, 2023
How do Investors Prefer for Banks to Transition to Basel Internal Models: Mandatorily or Voluntarily?
Penikas H. I., Surkov M., Скареднова А. Э., Quarterly Journal of Finance 2023
The recently finalised Basel Framework continues to allow banks to use internal data and models to define risk estimates and use them to compute their capital adequacy ratios. Globally, there are more than two thousand banks running Basel internal models. However, there are countries that have no such banks. They face the dilemma of which ...
Added: July 28, 2023
Факторы ценообразования розничных кредитов в России
Penikas H. I., Вопросы экономики 2023 Т. 6 С. 36–61
Впервые рассмотрен уникальный массив данных о предложении ставок по кредитам с февраля по август 2022 г. Обосновано, что такие предложения, содержащие информацию о ставке и дополнительных условиях (срок, сумма и т. д.), чаще дают более крупные банки. Проанализированы слагаемые как кредитного риска ссуды, так и риск-аппетита банка. Показано, что банки, оценивающие кредитный риск для нормативов ...
Added: June 9, 2023
ЭМПИРИЧЕСКИЙ АНАЛИЗ ПРЕДЕЛЬНЫХ УРОВНЕЙ ДЕФОЛТА ДЛЯ ПРИЗНАНИЯ ПОДХОДА НА ОСНОВЕ ВНУТРЕННИХ РЕЙТИНГОВ СОМНИТЕЛЬНЫМ ПРИ ОЦЕНКЕ КРЕДИТНОГО РИСКА
Pomazanov M. V., Управление финансовыми рисками 2023 Т. 73 № 1 С. 18–29
The article examines the stability of indicators of rating models’ discriminatory power (in particular, Gini index) in the context of usefulness of Internal Ratings-Based Approach for credit risk assessment. The author considers the drop in discriminatory power, when it makes sense to abandon this approach, builds a macro model for predicting the Default Rate, and ...
Added: March 20, 2023
IRB Asset and Default Correlation: Rationale for the Macroprudential Mark-Ups to the IRB Risk-Weights
Penikas H. I., Risk Management 2023 Vol. 25 P. 1–27
There is a vast amount of literature criticizing the Basel Committee approach to the credit risk regulation, more specifically, the Internal Ratings-Based (IRB), as an excessively conservative one. However, the novelty of the current paper is that we identify when the IRB approach is too lax, i.e., we are able to present cases with the ...
Added: January 9, 2023
Automation of the Approach to Replicating Data When the Control Group Is Depleted in The Difference-In-Differences Method: Application to IRB Implementation Data Samples
Penikas H. I., Скареднова А. Э., Surkov M. et al., Procedia Computer Science 2022 Vol. 199 P. 231–237
Internal-Ratings Based (IRB) approach is one of the founding blocks in the modern credit risk management and regulation. Its implementations by the banks world-wide incentivizes researchers, central bankers and investors to evaluate the outcome versus the non-IRB banks, i.e., the treatment effect. However, there are obstacles in such evaluation. From one side, all the banks ...
Added: February 21, 2022
Natural Monopoly Regulation Principles' Application to Reduce Systemic Risk in Banking
Penikas H. I., Финансы и бизнес 2021 Vol. 17 No. 3 P. 50–61
The objective of the current paper is to justify how the natural monopoly regulation principles are worth applying in banking. Tirole required that the natural monopolies gradually reduce their tariffs throughout the years. In relationship tobanking his principle means that the systemically important banks should be required to gradually reduce the risk taken, i.e., to decrease the risk-weights used for the capital adequacy ratio. Such a regulation delivers ...
Added: October 13, 2021
Stress-testing and credit risk revisited: a shipping sector application
Merika A., Negkakis I., Penikas H. I., International Journal of Banking, Accounting and Finance 2021 Vol. 12 No. 4 P. 347–367
Conventional stress-testing in credit risk management may considerably underestimate economic losses associated with the most negative scenarios. In this paper, we show that in order to properly stress-test credit risk, we need to derive initially the default correlation among assets or companies. Then a risk measure needs to be applied to the stressed default rate ...
Added: September 14, 2021
IRB PD Model Accuracy Validation in the Presence of Default Correlation: a Twin Confidence Interval Approach
Borzykh D., Penikas H. I., Risk Management 2021 Vol. 23 No. 4 P. 282–300
The BIS indicated in July 2020 an unprecedented rise in default risk correlation as a result of pandemics-induced credit risks’ accumulation. A third of the world banking assets credit risk measurement depends on the Basel internal-ratings-based (IRB) models. To ensure financial stability, we wish IRB models to be accurate in default probability (PD) forecasting. There ...
Added: July 23, 2021
How Do Investors Prefer Banks to Transit to Basel Internal Models: Mandatorily or Voluntarily?
Penikas H. I., Skarednova A., Surkov M., / Series Доклады об экономических исследованиях "WORKING PAPER SERIES". 2021. No. 74.
The recently finalized Basel Framework continues allowing banks to use internal data and models to define risk estimates and use them for the capital adequacy ratio computation. World-wide there are above two thousand banks running the Basel internal models. However, there are countries that have none of such banks. For them there exists a dilemma. ...
Added: July 17, 2021
  • About
  • About
  • Key Figures & Facts
  • Sustainability at HSE University
  • Faculties & Departments
  • International Partnerships
  • Faculty & Staff
  • HSE Buildings
  • HSE University for Persons with Disabilities
  • Public Enquiries
  • Studies
  • Admissions
  • Programme Catalogue
  • Undergraduate
  • Graduate
  • Exchange Programmes
  • Summer University
  • Summer Schools
  • Semester in Moscow
  • Business Internship
  • Research
  • International Laboratories
  • Research Centres
  • Research Projects
  • Monitoring Studies
  • Conferences & Seminars
  • Academic Jobs
  • Yasin (April) International Academic Conference on Economic and Social Development
  • Media & Resources
  • Publications by staff
  • HSE Journals
  • Publishing House
  • iq.hse.ru: commentary by HSE experts
  • Library
  • Economic & Social Data Archive
  • Video
  • HSE Repository of Socio-Economic Information
  • HSE1993–2026
  • Contacts
  • Copyright
  • Privacy Policy
  • Site Map
Edit