Title: Auctions vs Negotiations in Irregular Markets Abstract: The classic result of Bulow and Klemperer [BK96] says that recruiting one more bidder and running the Vickrey auction achieves higher revenue than running the optimal auction with the initial set of bidders. This result holds for the standard single item auction setting when bidders' values are drawn i.i.d from a distribution that satisfies a technical regularity condition. However distributions that violate the regularity condition are quite common and the i.i.d condition is quite restrictive. We give a version of Bulow and Klemperer's result for settings where bidders' values are drawn from non-i.i.d irregular distributions. Bulow and Klemperer's result says that it is better to run an advertising campaign to recruit one more bidder and run the Vickrey auction than to conduct market analysis and learn the distributions well to run the optimal auction. Our result says that for non-i.i.d irregular settings it is approximately optimal to conduct a targeted advertising campaign to recruit a few heterogeneous bidders and run the Vickrey auction. Joint work with Vasilis Syrgkanis from Cornell University. ------------------------------------------------