Partial Identification of the Distribution of Treatment Effects with an Application to the Knowledge Is Power Program (KIPP) / Brigham R. Frandsen, Lars J. Lefgren.

Format:

Book

Author/Creator:

Frandsen, Brigham R.

Contributor:

National Bureau of Economic Research.

Lefgren, Lars J.

Series:

Working Paper Series (National Bureau of Economic Research) no. w24616.

NBER working paper series no. w24616

Language:

English

Physical Description:

1 online resource: illustrations (black and white);

Other Title:

Partial Identification of the Distribution of Treatment Effects with an Application to the Knowledge Is Power Program

Place of Publication:

Cambridge, Mass. National Bureau of Economic Research 2018.

Summary:

We bound the distribution of treatment effects under plausible and testable assumptions on the joint distribution of potential outcomes, namely that potential outcomes are mutually stochastically increasing. We show how to test the empirical restrictions implied by those assumptions. The resulting bounds substantially sharpen bounds based on classical inequalities. We apply our method to estimate bounds on the distribution of effects of attending a Knowledge is Power Program (KIPP) charter school on student academic achievement, and find that a substantial majority of students' math achievement benefitted from attendance, especially those who would have fared poorly in a traditional classroom.

Notes:

Print version record

May 2018.