Treatment effect heterogeneity is frequently studied in regression discontinuity (RD) applications. This paper proposes, under the RD setup, formal tests for treatment effect heterogeneity among individuals with different observed pre-treatment characteristics. The proposed tests study whether a policy treatment (1) is beneficial for at least some subpopulations defined by pre-treatment covariate values, (2) has any impact on at least some subpopulations, and (3) has a heterogeneous impact across subpopulations. The empirical section applies the tests to study the impact of attending a better high school and discovers interesting patterns of treatment effect heterogeneity neglected by previous studies. (C) 2018 Elsevier B.V. All rights reserved.
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Peking Univ, Guanghua Sch Management, Dept Business Stat & Econometr, Beijing, Peoples R ChinaPeking Univ, Guanghua Sch Management, Dept Business Stat & Econometr, Beijing, Peoples R China
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Univ Michigan, Dept Econ, Ann Arbor, MI 48109 USA
Univ Michigan, Dept Stat, Ann Arbor, MI 48109 USAUniv Michigan, Dept Econ, Ann Arbor, MI 48109 USA
Cattaneo, Matias D.
Keele, Luke
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Penn State Univ, Dept Polit Sci, University Pk, PA 16802 USAUniv Michigan, Dept Econ, Ann Arbor, MI 48109 USA
Keele, Luke
Titiunik, Rocio
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Univ Michigan, Dept Polit Sci, Ann Arbor, MI 48109 USAUniv Michigan, Dept Econ, Ann Arbor, MI 48109 USA
Titiunik, Rocio
Vazquez-Bare, Gonzalo
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Univ Michigan, Dept Econ, Ann Arbor, MI 48109 USAUniv Michigan, Dept Econ, Ann Arbor, MI 48109 USA
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Boston Univ, Sch Med, Evans Ctr Implementat & Improvement Sci, Boston, MA 02118 USA
Boston Univ, Sch Med, Sect Pulm Allergy & Crit Care Med, Boston, MA 02118 USA
Boston Univ, Sch Publ Hlth, Dept Hlth Law Policy & Management, Boston, MA 02118 USABoston Univ, Sch Med, Evans Ctr Implementat & Improvement Sci, Boston, MA 02118 USA
Walkey, Allan J.
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Drainoni, Mari-Lynn
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Cordella, Nicholas
Bor, Jacob
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Boston Univ, Sch Publ Hlth, Dept Global Hlth, Boston, MA 02118 USA
Boston Univ, Sch Publ Hlth, Dept Epidemiol, Boston, MA 02118 USABoston Univ, Sch Med, Evans Ctr Implementat & Improvement Sci, Boston, MA 02118 USA