This paper studies entry in local real estate brokerage to investigate sources of potential cost inefficiency under free entry. Building upon recent empirical work on games of incomplete information, we construct a structural entry model and estimate the model using nested pseudo likelihood algorithms. Using data from 5% PUMS in 2000, we find direct evidence for two sources of cost inefficiency...