We study what two -stage least squares (2SLS) identifies in models with multiple treatments under treatment effect heterogeneity. Two conditions are shown to be necessary and sufficient for the 2SLS to identify positively weighted sums of agent -specific effects of each treatment: average conditional monotonicity and no cross effects . Our identification analysis allows for any number of treatments, any number of continuous or discrete instruments, and the inclusion of covariates. We provide testable implications and present characterizations of choice behavior implied by our identification conditions.
机构:
Southeast Univ, Sch Transportat, Nanjing, Peoples R China
Jiangsu Key Lab Urban ITS, Nanjing, Peoples R China
Jiangsu Prov Collaborat Innovat Ctr Modern Urban T, Nanjing, Peoples R ChinaSoutheast Univ, Sch Transportat, Nanjing, Peoples R China
Zhang, Yingheng
Li, Haojie
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Southeast Univ, Sch Transportat, Nanjing, Peoples R China
Jiangsu Key Lab Urban ITS, Nanjing, Peoples R China
Jiangsu Prov Collaborat Innovat Ctr Modern Urban T, Nanjing, Peoples R ChinaSoutheast Univ, Sch Transportat, Nanjing, Peoples R China
Li, Haojie
Ren, Gang
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Southeast Univ, Sch Transportat, Nanjing, Peoples R China
Jiangsu Key Lab Urban ITS, Nanjing, Peoples R China
Jiangsu Prov Collaborat Innovat Ctr Modern Urban T, Nanjing, Peoples R ChinaSoutheast Univ, Sch Transportat, Nanjing, Peoples R China
机构:
Icahn Sch Med Mt Sinai, Dept Populat Hlth Sci & Policy, New York, NY 10029 USAIcahn Sch Med Mt Sinai, Dept Populat Hlth Sci & Policy, New York, NY 10029 USA
Hu, Liangyuan
Gu, Chenyang
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Anal Grp Inc, Los Angeles, CA 90071 USAIcahn Sch Med Mt Sinai, Dept Populat Hlth Sci & Policy, New York, NY 10029 USA
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Shanghai Normal Univ, Dept Math, Shanghai, Peoples R ChinaShanghai Normal Univ, Dept Math, Shanghai, Peoples R China
Fang, Yuexin
Tan, Xiangyong
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Jiangxi Univ Finance & Econ, Sch Stat & Data Sci, Nanchang, Peoples R China
Jiangxi Univ Finance & Econ, Key Lab Data Sci Finance & Econ, Nanchang, Peoples R ChinaShanghai Normal Univ, Dept Math, Shanghai, Peoples R China
Tan, Xiangyong
Li, Qian
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Nanjing Univ Posts & Telecommun, Sch Econ, Nanjing, Peoples R ChinaShanghai Normal Univ, Dept Math, Shanghai, Peoples R China
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Korea Univ, Dept Stat, 145 Anam Ro, Seoul 136713, South KoreaKorea Univ, Dept Stat, 145 Anam Ro, Seoul 136713, South Korea
Choi, Sangbum
Kim, Chaewon
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Korea Univ, Sch Ind Management Engn, 145 Anam Ro, Seoul 02841, South KoreaKorea Univ, Dept Stat, 145 Anam Ro, Seoul 136713, South Korea
Kim, Chaewon
Zhong, Hua
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NYU, Sch Med, Dept Populat Hlth, Div Biostat, 650 First Ave,Room 540, New York, NY 10016 USAKorea Univ, Dept Stat, 145 Anam Ro, Seoul 136713, South Korea
Zhong, Hua
Ryu, Eun-Seok
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机构:
Gachon Univ, Dept Comp Engn, 1342 Seongnam Daero, Seongnam Si 13120, Gyeonggi Do, South KoreaKorea Univ, Dept Stat, 145 Anam Ro, Seoul 136713, South Korea
Ryu, Eun-Seok
Han, Sung Won
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Korea Univ, Sch Ind Management Engn, 145 Anam Ro, Seoul 02841, South KoreaKorea Univ, Dept Stat, 145 Anam Ro, Seoul 136713, South Korea