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Basic Problem: Heterogeneity - Box

Complications in Event History I: frailty Models Basic problem : Heterogeneity What is it? Usually thought of as unmeasured risk factors. Can be induced when a relevant covariate is not included in the model's specification. Maybe these factors are not measured (unmeasureable?) or are un- known to exist. Heterogeneity can lead to trouble insofar as parameter estimates can be inconsistent, standard errors can be wrong, and estimates of du- ration dependency can be misleading. Sometimes, the problem is manifested through negative duration dependency. (See ). 1. Figure 1: This figure illustrates the implication of mixing two distinct subpopulations.

Complications in Event History I: Frailty Models Basic Problem: Heterogeneity What is it? Usually thought of as unmeasured risk factors. Can be induced when a relevant covariate is not included in the

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