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Dynamic Credit Risk Model for SMEs

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  • 발행기관
    한국재무학회 바로가기
  • 간행물
    재무연구 KCI 등재 바로가기
  • 통권
    제26권 제4호 (2013.11)바로가기
  • 페이지
    pp.485-526
  • 저자
    Changwoo Nam
  • 언어
    영어(ENG)
  • URL
    https://www.earticle.net/Article/A238236

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원문정보

초록

영어
This paper develops a new credit risk model for small and medium-sized enterprises (SMEs) based on the DSW model of stochastic default intensity and the dynamics of underlying time-varying covariates. In particular, our model incorporates the default probability with the probability of initial public offerings (IPOs) in the framework of a censored stopping-time model. Default stopping time comprises of such variables as total borrowings/total assets in the stability, ROA in the profitability, account payable/sales in the activity, and financial expenses/total cost in the etc. As for the IPO stopping time, the natural log of total assets in the stability, net income/net sales in the profitability, and cash flows from operating activities/ net sales in the etc. are significant for the IPO stopping time. It is found that our model based on DSW model outperforms the multi-period logit model consistently and robustiously according to various prediction horizons and lag orders of VAR for macro-variates because the continuous stopping-time framework emphasizing on the stochastic default intensity accurately calculates the default probability superior to the discrete-time model equivalently computing the survival and default probability. In addition, it captures countercyclically monthly-frequency movement of capital requirements in compliance with the new Basel Accord. The implication is that our model as the early warning system may help the financial supervisory authority to predict the expected loss due to the sudden collapse of economic fundamentals such as rapid transfer of debtors' credit risks.

목차

Abstract
 Ⅰ. Introduction
 Ⅱ. Reviews of Research Literature
  1. Default Prediction Studies
  2. IPO Studies
  3. SME Studies under Basel Accords
 Ⅲ. Default Prediction Model for SMEs
  1. Econometric Methodology
  2. SME Model Development
 Ⅳ. Capital Requirements for SMEs According to Basel Accord
  1. Internal Ratings-Based (IRB) Approach
  2. Countercyclical Capital Requirements for SMEs
 V. Conclusion
 References

키워드

Small and Medium-Sized Business Credit Risk Model Financial Risk and Risk Management Ratings and Ratings Agencies Basel Ⅲ

저자

  • Changwoo Nam [ Research Fellow, Department of Financial Policy, Korea Development Institute ]

참고문헌

자료제공 : 네이버학술정보

간행물 정보

발행기관

  • 발행기관명
    한국재무학회 [The Korean Finance Association]
  • 설립연도
    1988
  • 분야
    사회과학>경영학
  • 소개
    본 회는 재무학 및 이와 관련되는 분야를 발전시키며 회원 상호간의 친목 도모를 목적으로 한다.

간행물

  • 간행물명
    재무연구 [Asian Review of Financial Research]
  • 간기
    계간
  • pISSN
    1229-0351
  • eISSN
    2713-6531
  • 수록기간
    1988~2026
  • 등재여부
    KCI 등재,SCOPUS
  • 십진분류
    KDC 325 DDC 330

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