In theory, free entry can lead to social inefficiency. We study the radio i
ndustry in a first attempt to quantify this inefficiency. Using cross-secti
onal data on advertising prices, the number of stations, and radio listenin
g, we estimate the parameters of listeners' decisions and of firms' profits
. Relative to the social optimum, our estimates imply that the welfare loss
(to firms and advertisers) of free entry is 45% of revenue. However, the f
ree entry equilibrium would be optimal if the marginal value of programming
to listeners were about three times the value of marginal listeners to adv
ertisers.