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The role of Value at Risk and Expected Shortfall in Credit Risk Management . A comparative analysis of Basel guidelines and through a Beta Mixture Model application.

Davide Borda Bossana

The role of Value at Risk and Expected Shortfall in Credit Risk Management . A comparative analysis of Basel guidelines and through a Beta Mixture Model application.

Rel. Patrizia Semeraro. Politecnico di Torino, Corso di laurea magistrale in Ingegneria Gestionale (Engineering And Management), 2024

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Abstract:

This thesis examines the differences between Value at Risk (VaR) and Expected Shortfall (ES) in legal, regulatory and in the context of static credit portfolios, where the emphasis is on modelling the dependency between borrower defaults. Basel II, III and IV provide guidelines for risk management, introducing VaR and ES as methods for credit risk management. The study will therefore analyse that, despite their similarities, VaR and ES produce different results in capturing extreme market events and tail risks. The study employs a Beta Mixture model to capture the dependence between defaults, which is crucial for accurately assessing portfolio credit risk. By evaluating three portfolios with different default probabilities, the thesis tests the robustness of VaR and ES under extreme scenarios. The results suggest that VaR and ES give different results, particularly when correlations between debtors are moderate, impacting credit risk management decisions.

Relatori: Patrizia Semeraro
Anno accademico: 2024/25
Tipo di pubblicazione: Elettronica
Numero di pagine: 96
Soggetti:
Corso di laurea: Corso di laurea magistrale in Ingegneria Gestionale (Engineering And Management)
Classe di laurea: Nuovo ordinamento > Laurea magistrale > LM-31 - INGEGNERIA GESTIONALE
Aziende collaboratrici: NON SPECIFICATO
URI: http://webthesis.biblio.polito.it/id/eprint/34230
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