Before revision:  Using returns to education as the third example, we show how indices constructed from survey responses can be used to control for unobserved heterogeneity in individuals when good instruments are not available .
After revision:  Using returns to education as the third example, we show how indices constructed from survey responses can be used in a subsequent analysis to estimate heterogeneous returns to education .