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    거시경제변수와 대출부도의 시간변화에 따른 상관관계 연구 = A Study on Time-varying Correlation Between Macroeconomc Variables and Loan Default

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    https://www.riss.kr/link?id=A60240937

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    다국어 초록 (Multilingual Abstract) kakao i 다국어 번역

    The financial authorities have raised concerns about the procyclicality effect due to the implementation of Basel Ⅱ. A large body of literature evidenced that the volume and credit risk of loan was closely related to the business cycle. That is, the default rate of loan increases during recessions and decreases during expansions. On the other hand, it is likely that lending financial institutions to firms expand during the upturns of business cycles and contracts during the downturns. Some researchers argue that high default rates during recessions are just realizations of the credit risk that is built up during expansions. The purpose of this article is to examine empirically dynamic links between macroeconomic development accompanied by strong credit growth and loan default. Methods used to accomplish such aim are cross-correlation and time-varying correlation GARCH model. In particular, we utilized a default data set of loan guaranteed by Korea Credit Guarantee Fund from 1977 to 2008. The main results of empirical analysis can be summarized as follows: First, empirical result confirms that banks tend to increase in lending activity during economic expansion and decrease during contraction. This is largely attributable to the fresh loans than the roll-over loans. Second, we find that loan growth in good times is followed by high loan default in about a year`s time. This finding supports the hypothesis that high default rate during economic slowdown results from credit risk built up during expansions. Third, there is a contemporaneous correlation between loan default and financial market indicators, such as interest rate and foreign exchange rate. Finally, we could also find out that a time-varying negative correlation between GDP growth rate and loan default rate is strengthened when volatility of GDP growth rate is largely high and the correlation between loan growth rate and loan default rate is unusually strongly negative during higher volatility of loan growth. From these findings, it may be safe to say that systematic risk factors are of more use to assess corporate credit risk than idiosyncratic risk factors when predicting adverse macroeconomic condition.
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    The financial authorities have raised concerns about the procyclicality effect due to the implementation of Basel Ⅱ. A large body of literature evidenced that the volume and credit risk of loan was closely related to the business cycle. That is, the...

    The financial authorities have raised concerns about the procyclicality effect due to the implementation of Basel Ⅱ. A large body of literature evidenced that the volume and credit risk of loan was closely related to the business cycle. That is, the default rate of loan increases during recessions and decreases during expansions. On the other hand, it is likely that lending financial institutions to firms expand during the upturns of business cycles and contracts during the downturns. Some researchers argue that high default rates during recessions are just realizations of the credit risk that is built up during expansions. The purpose of this article is to examine empirically dynamic links between macroeconomic development accompanied by strong credit growth and loan default. Methods used to accomplish such aim are cross-correlation and time-varying correlation GARCH model. In particular, we utilized a default data set of loan guaranteed by Korea Credit Guarantee Fund from 1977 to 2008. The main results of empirical analysis can be summarized as follows: First, empirical result confirms that banks tend to increase in lending activity during economic expansion and decrease during contraction. This is largely attributable to the fresh loans than the roll-over loans. Second, we find that loan growth in good times is followed by high loan default in about a year`s time. This finding supports the hypothesis that high default rate during economic slowdown results from credit risk built up during expansions. Third, there is a contemporaneous correlation between loan default and financial market indicators, such as interest rate and foreign exchange rate. Finally, we could also find out that a time-varying negative correlation between GDP growth rate and loan default rate is strengthened when volatility of GDP growth rate is largely high and the correlation between loan growth rate and loan default rate is unusually strongly negative during higher volatility of loan growth. From these findings, it may be safe to say that systematic risk factors are of more use to assess corporate credit risk than idiosyncratic risk factors when predicting adverse macroeconomic condition.

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    참고문헌 (Reference)

    1 김건우, "신용위험과 거시경제변수에 관한 연구" 한국재무학회 16 (16): 193-225, 2003

    2 조하현, "신용스프레드의 결정요인에 관한 실증연구" 한국경제의 분석패널 11 (11): 51-98, 2005

    3 진익, "신 바젤자기자본협약 도입에 따른 은행대출의 경기동행성 강화 현상과 정책과제" 한국은행 금융경제연구원 2004

    4 중소기업연구원, "불황기 중소기업 신용보증의 역할에 관한 연구" 중소기업연구원 2009

    5 김명직, "바젤Ⅱ 경기순응성 완화를 위한 보증정책수단에 대한 계량평가" 12 (12): 43-72, 2007

    6 신용상, "경기변동과 중소기업 자금조달간의 관계에 대한 연구" 한국금융연구원 2006

    7 Rajan, R. G, "Why Bank Credit Policies Fluctuate: A Theory and Some Evidence" 109 : 399-441, 1994

    8 Helwege, J, "Understanding Aggregate Default Rates of High-Yield Bonds" 7 : 55-61, 1997

    9 Berger, A. N, "The Institutional Memory Hypothesis and the Procyclicality of Bank Lending Behavior" 13 : 458-494, 2004

    10 Collin-Dufresne, P, "The Determinants of Credit Spread Changes" 56 : 2177-2207, 2001

    1 김건우, "신용위험과 거시경제변수에 관한 연구" 한국재무학회 16 (16): 193-225, 2003

    2 조하현, "신용스프레드의 결정요인에 관한 실증연구" 한국경제의 분석패널 11 (11): 51-98, 2005

    3 진익, "신 바젤자기자본협약 도입에 따른 은행대출의 경기동행성 강화 현상과 정책과제" 한국은행 금융경제연구원 2004

    4 중소기업연구원, "불황기 중소기업 신용보증의 역할에 관한 연구" 중소기업연구원 2009

    5 김명직, "바젤Ⅱ 경기순응성 완화를 위한 보증정책수단에 대한 계량평가" 12 (12): 43-72, 2007

    6 신용상, "경기변동과 중소기업 자금조달간의 관계에 대한 연구" 한국금융연구원 2006

    7 Rajan, R. G, "Why Bank Credit Policies Fluctuate: A Theory and Some Evidence" 109 : 399-441, 1994

    8 Helwege, J, "Understanding Aggregate Default Rates of High-Yield Bonds" 7 : 55-61, 1997

    9 Berger, A. N, "The Institutional Memory Hypothesis and the Procyclicality of Bank Lending Behavior" 13 : 458-494, 2004

    10 Collin-Dufresne, P, "The Determinants of Credit Spread Changes" 56 : 2177-2207, 2001

    11 Guha, D, "The Aggregate Credit Spread and the Business Cycle" 11 : 219-227, 2002

    12 Nickell, P, "Stability of Rating Transitions" 24 : 203-228, 2000

    13 Emery, K. M, "Relative Default Rates on Corporate Loans and Bonds" 29 : 1575-1584, 2005

    14 Bangia, A, "Ratings Migration and the Business Cycles with Application to Credit Portfolio Stress Testing" 26 : 445-474, 2002

    15 Borio, C, "Procyclicality of the Financial System and Financial Stability: Issues and Policy Options" 1 : 1-57, 2001

    16 Gordy, M. B, "Procyclicality in Basel Ⅱ : Can We Treat the Disease without killing the patient?" Federal Reserve Board 2004

    17 Bollerslev, T, "Modelling the Coherence in Short-term Nominal Exchange Rates: A Multivariate Generalized ARCH approach" 72 : 498-505, 1990

    18 Lindhe, L, "Macroeconomic Indicators of Credit Risk in Business Lending" Sveriges Riksbank Economic Review 1/2000 68-82, 2000

    19 Avery, R. B, "Loan Growth, Economic Activity and Bank Performance" Federal Reserve Board 1995

    20 Horvath, E, "Lending Booms, Credit Risk and the Dynamic Provisioning System. In: Studies on the Procyclical Behavior of Banks" 10 : 2002

    21 Jónsson, J. G, "Forecasting Default Rates on High-Yield Bonds" 6 : 69-77, 1996

    22 Altman, E. I, "Default Rates in the Syndicated Bank Loan Market : A Mortality Analysis" 24 : 229-253, 2000

    23 Fidrmuc, J, "Default Rates in the Loan Market for SMEs : Evidence from Slovakia" 854 : 2006

    24 Kashyap, A, "Cyclical Implications of the Basel Ⅱ Capital Standards" Economic Perspective, Federal Reserve Bank of Chicago 18-31, 2004

    25 Duffie, D, "Credit Risk: Pricing, Measurement, and Management" Prinston University Press 2003

    26 Bonfim, D, "Credit Risk Drivers: Evaluating the Contribution of Firm Level Information and of Macroeconomic Dynamics" 33 : 281-299, 2009

    27 Jiménez, G, "Credit Cycles, Credit Risk and Prudential Regulation" 65-98, 2006

    28 Bevan, A, "Corporate Bond Spreads and Business Cycle : Introducing GS-SPREAD" 9 : 8-18, 2000

    29 Pederzoli, C, "Capital Requirements and Business Cycle Regimes: Forward-looking Modelling of Default Probabilities" 29 : 3121-3140, 2005

    30 Tsay, R. S, "Analysis of Financial Time Series" John Wiley and Sons, Inc 2002

    31 Bollerslev, T, "A Capital-Asset Pricing Model with Time-Varying Covariances" 96 (96): 116-131, 1988

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