TY - JOUR
T1 - Additive Intensity Regression Models in Corporate Default Analysis
AU - Lando, David
AU - Medhat, Mamdouh
AU - Nielsen, Mads Stenbo
AU - Nielsen, Søren Feodor
PY - 2013/6
Y1 - 2013/6
N2 - We consider additive intensity (Aalen) models as an alternative to the multiplicative intensity (Cox) models for analyzing the default risk of a sample of rated, nonfinancial U.S. firms. The setting allows for estimating and testing the significance of time-varying effects. We use a variety of model checking techniques to identify misspecifications. In our final model, we find evidence of time-variation in the effects of distance-to-default and short-to-long term debt. Also we identify interactions between distance-to-default and other covariates, and the quick ratio covariate is significant. None of our macroeconomic covariates are significant.
AB - We consider additive intensity (Aalen) models as an alternative to the multiplicative intensity (Cox) models for analyzing the default risk of a sample of rated, nonfinancial U.S. firms. The setting allows for estimating and testing the significance of time-varying effects. We use a variety of model checking techniques to identify misspecifications. In our final model, we find evidence of time-variation in the effects of distance-to-default and short-to-long term debt. Also we identify interactions between distance-to-default and other covariates, and the quick ratio covariate is significant. None of our macroeconomic covariates are significant.
KW - Aalen's additive regression model
KW - Default risk modeling
KW - Martingale residual processes
KW - Default risk modeling
KW - Aalen’s additive regression model
KW - Martingale residual processes
U2 - 10.1093/jjfinec/nbs018
DO - 10.1093/jjfinec/nbs018
M3 - Journal article
SN - 1479-8409
VL - 11
SP - 443
EP - 485
JO - Journal of Financial Econometrics
JF - Journal of Financial Econometrics
IS - 3
ER -