Probably because of their interpretability and transparent nature, synthetic controls have become widely applied in empirical research in economics and the social sciences. This article aims to provide practical guidance to researchers employing synthetic control methods. The article starts with an overview and an introduction to synthetic control estimation. The main sections discuss the advantages of the synthetic control framework as a research design, and describe the settings where synthetic controls provide reliable estimates and those where they may fail. The article closes with a discussion of recent extensions, related methods, and avenues for future research.
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MIT, Cambridge, MA 02139 USA
NBER, Cambridge, MA USAMIT, Cambridge, MA 02139 USA
Abadie, Alberto
Athey, Susan
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Athey, Susan
Imbens, Guido W.
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NBER, Cambridge, MA USA
Stanford Univ, Grad Sch Business, Stanford, CA 94305 USA
Stanford Univ, Dept Econ, Stanford, CA 94305 USAMIT, Cambridge, MA 02139 USA
Imbens, Guido W.
Wooldridge, Jeffrey M.
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Michigan State Univ, Dept Econ, E Lansing, MI 48824 USAMIT, Cambridge, MA 02139 USA
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Harvard Univ, John F Kennedy Sch Govt, Cambridge, MA 02138 USA
NBER, Cambridge, MA 02138 USAHarvard Univ, John F Kennedy Sch Govt, Cambridge, MA 02138 USA
Abadie, Alberto
Diamond, Alexis
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Int Finance Corp, Washington, DC 20433 USAHarvard Univ, John F Kennedy Sch Govt, Cambridge, MA 02138 USA
Diamond, Alexis
Hainmueller, Jens
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Stanford Univ, Dept Polit Sci, Stanford, CA 94305 USA
Stanford Univ, Grad Sch Business, Stanford, CA 94305 USAHarvard Univ, John F Kennedy Sch Govt, Cambridge, MA 02138 USA
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Harvard Univ, John F Kennedy Sch Govt, Cambridge, MA 02138 USA
NBER, Cambridge, MA 02138 USAHarvard Univ, John F Kennedy Sch Govt, Cambridge, MA 02138 USA
Abadie, Alberto
Imbens, Guido W.
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Harvard Univ, Dept Econ, Cambridge, MA 02138 USAHarvard Univ, John F Kennedy Sch Govt, Cambridge, MA 02138 USA
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MIT, Dept Econ, 77 Massachusetts Ave,Bldg E52,Room 446, Cambridge, MA 02142 USAMIT, Dept Econ, 77 Massachusetts Ave,Bldg E52,Room 446, Cambridge, MA 02142 USA
Acemoglu, Daron
Johnson, Simon
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MIT, Sloan Sch Management, 50 Mem Dr E62-420, Cambridge, MA 02142 USAMIT, Dept Econ, 77 Massachusetts Ave,Bldg E52,Room 446, Cambridge, MA 02142 USA
Johnson, Simon
Kermani, Amir
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Univ Calif Berkeley, Haas Sch Business, 545 Student Serv,Bldg 1900, Berkeley, CA 94720 USAMIT, Dept Econ, 77 Massachusetts Ave,Bldg E52,Room 446, Cambridge, MA 02142 USA
Kermani, Amir
Kwak, James
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Univ Connecticut, Sch Law, 55 Elizabeth St,Hosmer 118, Hartford, CT 06105 USAMIT, Dept Econ, 77 Massachusetts Ave,Bldg E52,Room 446, Cambridge, MA 02142 USA
Kwak, James
Mitton, Todd
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Brigham Young Univ, Marriott Sch Management, TNRB 640, Provo, UT 84602 USAMIT, Dept Econ, 77 Massachusetts Ave,Bldg E52,Room 446, Cambridge, MA 02142 USA
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Univ Calif Berkeley, Ctr Wage & Employment Dynam, Berkeley, CA 94720 USAUniv Calif Berkeley, Ctr Wage & Employment Dynam, Berkeley, CA 94720 USA
Allegretto, Sylvia
Dube, Arindrajit
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Univ Massachusetts Amherst, Amherst, MA 01003 USA
Inst Study Labor IZA, Bonn, GermanyUniv Calif Berkeley, Ctr Wage & Employment Dynam, Berkeley, CA 94720 USA
Dube, Arindrajit
Reich, Michael
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Reich, Michael
Zipperer, Ben
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Econ Policy Inst, Washington, DC USAUniv Calif Berkeley, Ctr Wage & Employment Dynam, Berkeley, CA 94720 USA
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MIT, Cambridge, MA 02139 USA
NBER, Cambridge, MA USAMIT, Cambridge, MA 02139 USA
Abadie, Alberto
Athey, Susan
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NBER, Cambridge, MA USA
Stanford Univ, Grad Sch Business, Stanford, CA 94305 USAMIT, Cambridge, MA 02139 USA
Athey, Susan
Imbens, Guido W.
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NBER, Cambridge, MA USA
Stanford Univ, Grad Sch Business, Stanford, CA 94305 USA
Stanford Univ, Dept Econ, Stanford, CA 94305 USAMIT, Cambridge, MA 02139 USA
Imbens, Guido W.
Wooldridge, Jeffrey M.
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Michigan State Univ, Dept Econ, E Lansing, MI 48824 USAMIT, Cambridge, MA 02139 USA
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Harvard Univ, John F Kennedy Sch Govt, Cambridge, MA 02138 USA
NBER, Cambridge, MA 02138 USAHarvard Univ, John F Kennedy Sch Govt, Cambridge, MA 02138 USA
Abadie, Alberto
Diamond, Alexis
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机构:
Int Finance Corp, Washington, DC 20433 USAHarvard Univ, John F Kennedy Sch Govt, Cambridge, MA 02138 USA
Diamond, Alexis
Hainmueller, Jens
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Stanford Univ, Dept Polit Sci, Stanford, CA 94305 USA
Stanford Univ, Grad Sch Business, Stanford, CA 94305 USAHarvard Univ, John F Kennedy Sch Govt, Cambridge, MA 02138 USA
机构:
Harvard Univ, John F Kennedy Sch Govt, Cambridge, MA 02138 USA
NBER, Cambridge, MA 02138 USAHarvard Univ, John F Kennedy Sch Govt, Cambridge, MA 02138 USA
Abadie, Alberto
Imbens, Guido W.
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NBER, Cambridge, MA 02138 USA
Harvard Univ, Dept Econ, Cambridge, MA 02138 USAHarvard Univ, John F Kennedy Sch Govt, Cambridge, MA 02138 USA
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MIT, Dept Econ, 77 Massachusetts Ave,Bldg E52,Room 446, Cambridge, MA 02142 USAMIT, Dept Econ, 77 Massachusetts Ave,Bldg E52,Room 446, Cambridge, MA 02142 USA
Acemoglu, Daron
Johnson, Simon
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MIT, Sloan Sch Management, 50 Mem Dr E62-420, Cambridge, MA 02142 USAMIT, Dept Econ, 77 Massachusetts Ave,Bldg E52,Room 446, Cambridge, MA 02142 USA
Johnson, Simon
Kermani, Amir
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Univ Calif Berkeley, Haas Sch Business, 545 Student Serv,Bldg 1900, Berkeley, CA 94720 USAMIT, Dept Econ, 77 Massachusetts Ave,Bldg E52,Room 446, Cambridge, MA 02142 USA
Kermani, Amir
Kwak, James
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Univ Connecticut, Sch Law, 55 Elizabeth St,Hosmer 118, Hartford, CT 06105 USAMIT, Dept Econ, 77 Massachusetts Ave,Bldg E52,Room 446, Cambridge, MA 02142 USA
Kwak, James
Mitton, Todd
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Brigham Young Univ, Marriott Sch Management, TNRB 640, Provo, UT 84602 USAMIT, Dept Econ, 77 Massachusetts Ave,Bldg E52,Room 446, Cambridge, MA 02142 USA
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Univ Calif Berkeley, Ctr Wage & Employment Dynam, Berkeley, CA 94720 USAUniv Calif Berkeley, Ctr Wage & Employment Dynam, Berkeley, CA 94720 USA
Allegretto, Sylvia
Dube, Arindrajit
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机构:
Univ Massachusetts Amherst, Amherst, MA 01003 USA
Inst Study Labor IZA, Bonn, GermanyUniv Calif Berkeley, Ctr Wage & Employment Dynam, Berkeley, CA 94720 USA
Dube, Arindrajit
Reich, Michael
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Univ Calif Berkeley, Berkeley, CA 94720 USAUniv Calif Berkeley, Ctr Wage & Employment Dynam, Berkeley, CA 94720 USA
Reich, Michael
Zipperer, Ben
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Econ Policy Inst, Washington, DC USAUniv Calif Berkeley, Ctr Wage & Employment Dynam, Berkeley, CA 94720 USA