Before revision:  We illustrate our approach on the well-known dataset of Lee (2008), estimating the  incumbency effect in the U.S. House elections  .
After revision:  We find in Monte Carlo experiments that shape restrictions can improve dramatically the finite-sample performance of unrestricted estimators. To illustrate the incumbency effect in the U.S. House elections .