“…In this type of markets, we study whether the econometrician can identify the search cost distribution nonparametrically using market shares data and knowing the utility distributions a large number of options provide to the decision-makers. We first show that such data from a single market do 1 See e.g., Mehta, Rajiv, and Srinivasan (2003), Hortaçsu and Syverson (2004), Hong and Shum (2006), Kim, Bronnenberg and Albuquerque (2009), Honka (2010), Koulayev (2010), Moraga-González, Sándor, and Wildenbeest (2010) and Seiler (2010). not provide sufficient information to identify the costs of simultaneous search in any reasonable interval.…”