Before revision:  We introduce novel nonparametric estimators for sharp and fuzzy designs based on the bandwidth-free isotonic regression .
After revision:  We introduce novel nonparametric estimators for sharp and fuzzy designs based on the isotonic regression which is robust to the inference after the model selection problem .