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If persistent unobservables are ignored, the estimates can be subject to a dynamic form of sample selection bias. We focus on single\u2010agent dynamic discrete\u2010choice models and dynamic games of incomplete information. We propose a full\u2010solution maximum likelihood procedure and a two\u2010step method and use them to estimate an extended version of the capital replacement model of Rust with the original data and in a Monte Carlo study. 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