A Comparative Study of CreditPortfolio View and Credit Cycle Index Models

碩士 === 國立交通大學 === 經營管理研究所 === 94 === The purpose of this study is to investigate the impact on credit migration matrix by changes in business cycle, and calculate the related default probabilities. Credit migration matrix plays a crutial role in many credit risk models We modify Wilson (1997,CreditP...

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Bibliographic Details
Main Authors: Ta-Ann Liu, 劉大安
Other Authors: Cheng-Few Lee
Format: Others
Language:zh-TW
Published: 2006
Online Access:http://ndltd.ncl.edu.tw/handle/35922091416209663392
Description
Summary:碩士 === 國立交通大學 === 經營管理研究所 === 94 === The purpose of this study is to investigate the impact on credit migration matrix by changes in business cycle, and calculate the related default probabilities. Credit migration matrix plays a crutial role in many credit risk models We modify Wilson (1997,CreditPortfolio View) and Kim (1999,Credit Cycle Index) using TCRI credit rating data and various macroeconomic variables from 1970 to 2004, to estimate the transition matrix conditional on economic status. AR(1)-GARCH(1,1) model is proposed to simulate the macroeconomic model and to adjust the unconditional credit migration probabilities. The major empirical results include: when business is in expansion, Credit Cycle Index model is more consistent with the expected decline in default probabilities for speculative classes; while during recession periods, PortfolioView model can provide higher default probabilities for risky firms In particular, lower rating firms exhibit higher volatility in default probability.