Auction models have proved to be attractive to structural econometricians who, since the late 1980s, have made substantial progress in identifying and estimating these rich game-theoretic models of bidder behavior. We provide a guide to the literature in which we contrast the various informational structures (paradigms) commonly assumed by researchers and uncover the evolution of the field. We highlight major contributions within each paradigm and benchmark modifications and extensions to these core models. Lastly, we discuss special topics that have received substantial attention among auction researchers in recent years, including auctions for multiple objects, auctions with risk averse bidders, testing between common and private value paradigms, unobserved auction-specific heterogeneity, and accounting for an unobserved number of bidders as well as endogenous entry.Keywords: auctions, structural econometrics. JEL Classification Numbers: C01, D44. * We were all students of Harry J. Paarsch and would like to express our sincere gratitude and appreciation to him. Harry was not only a pioneer of this literature, but he introduced each of us to the field and continues to inspire us today. We would also like to thank two anonymous referees for helpful suggestions. Any errors are our own.