Before revision:  Our method yields an estimator that is easy to compute and that can be used in markets with a large number of alternatives. We apply our method to a dataset on property insurance purchases .
After revision:  Our method yields an estimator that is easy to compute and that can be used in markets with large choice sets. We illustrate its properties using a dataset on property insurance purchases .