Angrist, Joshua D.; Hull, Peter; Pathak, Parag A.; … - 2021
students’ demographic characteristics and previous scores. This paper tests for VAM bias using a procedure that asks whether … model describing the joint distribution of school value-added, bias, and lottery compliance. We use this model to assess the … substantive importance of bias in conventional VAM estimates and to construct hybrid value-added estimates that optimally combine …