Before revision:   Simulations indicate that the proposed procedure has favorable finite sample performance  .
After revision:  Simulations indicate that the proposed procedure has favorable finite sample performance . Applying the proposed method to market share data for demand analysis, we obtain larger two-way cluster robust standard errors than non-robust ones .