TY - JOUR
T1 - Selection bias and continuous-time duration models
T2 - Consequences and a proposed solution
AU - Boehmke, Frederick J.
AU - Morey, Daniel S.
AU - Shannon, Megan
PY - 2006/1
Y1 - 2006/1
N2 - This article analyzes the consequences of nonrandom sample selection for continuous-time duration analyses and develops a new estimator to correct for it when necessary. We conduct a series of Monte Carlo analyses that estimate common duration models as well as our proposed duration model with selection. These simulations show that ignoring sample selection issues can lead to biased parameter estimates, including the appearance of (nonexistent) duration dependence. In addition, our proposed estimator is found to be superior in root mean-square error terms when nontrivial amounts of selection are present. Finally, we provide an empirical application of our method by studying whether self-selectivity is a problem for studies of leaders' survival during and following militarized conflicts.
AB - This article analyzes the consequences of nonrandom sample selection for continuous-time duration analyses and develops a new estimator to correct for it when necessary. We conduct a series of Monte Carlo analyses that estimate common duration models as well as our proposed duration model with selection. These simulations show that ignoring sample selection issues can lead to biased parameter estimates, including the appearance of (nonexistent) duration dependence. In addition, our proposed estimator is found to be superior in root mean-square error terms when nontrivial amounts of selection are present. Finally, we provide an empirical application of our method by studying whether self-selectivity is a problem for studies of leaders' survival during and following militarized conflicts.
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U2 - 10.1111/j.1540-5907.2006.00178.x
DO - 10.1111/j.1540-5907.2006.00178.x
M3 - Article
AN - SCOPUS:33644987413
SN - 0092-5853
VL - 50
SP - 192
EP - 207
JO - American Journal of Political Science
JF - American Journal of Political Science
IS - 1
ER -