2013
DOI: 10.1093/pan/mpt001
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Modeling Dynamic Preferences: A Bayesian Robust Dynamic Latent Ordered Probit Model

Abstract: Much politico-economic research on individuals' preferences is cross-sectional and does not model dynamic aspects of preference or attitude formation. I present a Bayesian dynamic panel model, which facilitates analysis of repeated preferences using individual-level panel data. My model deals with three problems. First, I explicitly include feedback from previous preferences taking into account that available survey measures of preferences are categorical. Second, I model individuals' initial conditions when e… Show more

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Cited by 39 publications
(25 citation statements)
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References 88 publications
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“…Specification (1) allows for a flexible nonparametric random effects distribution via Dirichlet Process priors (for recent political science applications see, e.g., Kyung et al 2011;Stegmueller 2013b). The model is estimated in a Bayesian framework, which also provides an additional robustness check for our multilevel specification (cf.…”
Section: Robustness Checksmentioning
confidence: 99%
“…Specification (1) allows for a flexible nonparametric random effects distribution via Dirichlet Process priors (for recent political science applications see, e.g., Kyung et al 2011;Stegmueller 2013b). The model is estimated in a Bayesian framework, which also provides an additional robustness check for our multilevel specification (cf.…”
Section: Robustness Checksmentioning
confidence: 99%
“…While the idea of pocketbook voting continues to dominate political discourse, there is surprisingly little empirical evidence to support it and the possible reasons that underlie this type of voting remain opaque. The consensus in the economic voting literature has long been that while voters do base their party support on retrospective economic evaluations, it is primarily their assessment of the nation's economic condition that matters, so-called sociotropic voting (see Fiorina 1981;Kiewiet 1979, 1981;Lewis-Beck 1988;Lewis-Beck and Stegmaier 2000, 2013).…”
mentioning
confidence: 99%
“…The form of the likelihood is given in the supplementary materials. The latent autoregression model for equally spaced measurements on a univariate ordinal response can be estimated using maximum simulated likelihood (Pudney, 2008) or Bayesian methods (Stegmueller, 2013). We use Bayesian estimation via MCMC, extending Stegmueller's approach to handle unequally spaced multivariate repeated measures.…”
Section: Estimationmentioning
confidence: 99%