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We present a framework for estimating multidimensional, dynamic group-level latent preferences, and leverage it to compare the ideological leanings of Spanish regions. Geographic variation in preferences is particularly relevant in cases such as Spain, where strong regional identities complicate individuals' evaluations of what the state ``should'' do. Post-stratified regional estimates of latent ideology for Spanish regions highlight how fully understanding preference structure in this context requires grappling with concerns related to policy scope as well policy content.