The Specification of Dynamic Discrete-Time Two-State Panel Data Models

ECONOMETRICS(2019)

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Abstract
This paper compares two approaches to analyzing longitudinal discrete-time binary outcomes. Dynamic binary response models focus on state occupancy and typically specify low-order Markovian state dependence. Multi-spell duration models focus on transitions between states and typically allow for state-specific duration dependence. We show that the former implicitly impose strong and testable restrictions on the transition probabilities. In a case study of poverty transitions, we show that these restrictions are severely rejected against the more flexible multi-spell duration models.
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Key words
panel data,transition data,binary response,duration analysis,event history analysis,dynamic models,censored data,initial conditions,random effects
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