Recent Developments in the Econometrics of Program Evaluation

Journal of Economic Literature - Tập 47 Số 1 - Trang 5-86 - 2009
Guido W. Imbens1, Jeffrey M. Wooldridge2
1Harvard University and NBER
2Michigan State University

Tóm tắt

Many empirical questions in economics and other social sciences depend on causal effects of programs or policies. In the last two decades, much research has been done on the econometric and statistical analysis of such causal effects. This recent theoretical literature has built on, and combined features of, earlier work in both the statistics and econometrics literatures. It has by now reached a level of maturity that makes it an important tool in many areas of empirical research in economics, including labor economics, public finance, development economics, industrial organization, and other areas of empirical microeconomics. In this review, we discuss some of the recent developments. We focus primarily on practical issues for empirical researchers, as well as provide a historical overview of the area and give references to more technical research.

Từ khóa


Tài liệu tham khảo

10.1198/016214502753479419

10.1016/S0304-4076(02)00201-4

10.1111/0034-6527.00321

10.1111/1468-0262.00270

10.1177/1536867X0400400307

10.1257/000282803321455188

10.1111/j.1468-0262.2006.00655.x

10.3982/ECTA6474

10.1111/1468-0262.00456

Angrist Joshua D, 1990, American Economic Review, 80, 313

10.2307/2998558

10.1111/j.0013-0133.2003.00195.x

10.1257/aer.96.3.847

10.1111/1467-937X.00141

10.1162/003465304323023679

10.1080/01621459.1995.10476535

10.1080/01621459.1996.10476902

10.1257/0002828043052169

10.1162/003355399556061

10.2307/1924332

10.2307/1924810

10.1111/j.1468-0262.2006.00668.x

10.1002/sim.3150

10.1002/sim.3243

10.1162/qjec.122.3.1235

10.1177/1536867X0200200403

Behncke Stefanie, 2006, University of St. Gallen Department of Economics Discussion Paper, 2006

10.1162/003355304772839588

10.1257/0002828042002561

10.1111/1468-0297.00578

10.1257/aer.96.4.988

10.2307/1937899

10.1162/003355399556070

10.1177/0193841X8400800205

10.2307/2999575

10.1111/j.1467-937X.2004.00299.x

10.1257/jep.9.2.63

10.1177/001979399004300205

10.1111/1468-0262.00237

10.1111/j.1468-0262.2005.00637.x

Card David, 1993, American Economic Review, 83, 85

Card David, 1994, American Economic Review, 84, 772

10.1016/0047-2727(94)90011-6

10.1177/001979399604900407

10.2307/1911698

10.1016/0304-4076(86)90038-2

10.1111/j.1468-0262.2004.00539.x

10.1086/427462

10.1016/j.jeconom.2007.05.016

10.1214/009053607000000947

10.1111/j.1468-0262.2005.00570.x

10.1111/j.1468-0262.2007.00794.x

10.1111/1468-0262.00454

10.2307/2528036

Cochran William G, 1973, Sankhya, 35, 417

10.1016/j.jeconom.2007.05.002

10.2307/3003461

10.1086/467738

10.1093/biomet/asn055

10.1162/rest.90.3.389

10.1198/073500102288618702

10.1016/j.jeconom.2004.04.012

10.1016/j.jeconom.2004.04.006

10.2307/2669919

10.1162/0033553042476189

10.1214/aos/1176342662

10.1162/rest.89.2.221

10.1257/aer.91.4.795

10.1093/qje/121.4.1311

10.1162/00335530360698432

10.2307/2946689

10.2307/1911990

10.1162/qjec.2008.123.2.703

10.1111/j.1468-0262.2007.00738.x

10.2307/145902

Friedlander Daniel, 1992, Evaluating Welfare Training Programs, ed. Charles F. Manski and Irwin Garfinkel, 143

Friedlander Daniel, 1995, American Economic Review, 85, 923

10.1162/003465304323023697

10.1081/ETC-120039608

Gill Richard D, 2001, Annals of Statistics, 29, 1785, 10.1214/aos/1015345962

10.2307/2946686

10.2307/1913472

10.2307/1913471

10.1111/j.1468-0262.2008.00850.x

Greenberg David, 1992, Evaluating Welfare and Training Programs, ed. Charles F. Manski and Irwin Garfinkel, 25

Gu X., 1993, Journal of Computational and Graphical Statistics, 2, 405

10.2307/1905714

10.2307/2998560

10.1111/1468-0262.00183

10.2307/2171928

Hamermesh Daniel S, 1994, American Economic Review, 84, 1174

10.1002/sim.3208

10.1016/j.jeconom.2006.10.009

10.1016/j.jeconom.2006.07.011

Heckman James J, 1990, American Economic Review, 80, 313

10.2307/2290059

10.2307/2999630

10.2307/2971733

10.1111/1467-937X.00044

10.1111/j.1475-5890.1999.tb00002.x

10.1162/003465304323023660

10.1017/CCOL0521304539.004

10.1257/jep.9.2.85

10.2307/2971729

10.1162/rest.88.3.389

10.1111/j.1468-0262.2005.00594.x

10.1002/sim.3245

10.1023/A:1020371312283

Hirano Keisuke, 2004, Applied Bayesian Modeling and Causal Inference from Incomplete-Data Perspectives, ed. Andrew Gelman and Xiao-Li Meng, 73

10.1111/1468-0262.00442

10.1093/biostatistics/1.1.69

10.2307/2289064

10.1080/01621459.2000.10473902

10.1080/01621459.1952.10483446

10.1086/505050

10.1016/j.jeconom.2004.04.009

10.2307/2971732

10.1093/biomet/87.3.706

10.1257/000282803321946921

10.1162/003465304323023651

10.2307/2951620

10.1016/j.jeconom.2007.05.001

10.1111/j.1468-0262.2004.00555.x

10.1214/aos/1034276631

10.2307/2971731

10.1257/aer.91.4.778

10.1162/003355303321675428

10.1093/oxfordjournals.aje.a010011

10.1111/j.1468-0262.2007.00733.x

10.1016/j.jeconom.2007.05.013

LaLonde Robert J, 1986, American Economic Review, 76, 604

10.2307/1392240

10.1007/978-3-642-57615-7_3

10.1162/003465302317411488

10.1111/1467-985X.0asp2

Lechner Michael, 2004, University of St. Gallen Department of Economics Discussion Paper, 2004

Lechner Michael, 2005, University of St. Gallen Department of Economics Discussion Paper, 2005

10.1016/j.jeconom.2007.05.004

10.1016/j.jeconom.2007.05.003

10.1162/0033553041502153

10.1016/j.jeconom.2007.05.014

10.1162/qjec.122.1.159

Manski Charles F, 1990, American Economic Review, 80, 319

10.2307/2298123

10.1257/jep.14.3.115

10.1016/S0304-4076(99)00045-7

10.1257/aer.91.2.103

10.1016/S0378-3758(01)00204-X

10.1111/j.1468-0262.2004.00530.x

10.1111/1468-0262.00144

10.2307/2290448

10.1111/1468-0262.00452

10.1016/j.jeconom.2007.05.005

10.1353/jhr.2008.0021

10.1093/biostatistics/5.2.207

Meyer Bruce D., W., 1995, American Economic Review, 85, 322

10.1111/j.1468-0262.2004.00481.x

10.2307/2109724

10.2307/1911059

10.1017/S0266466600008409

10.1017/S0266466600008203

10.1086/517935

10.2307/2530042

10.1016/S0304-4076(03)00157-X

10.1002/(SICI)1097-0258(19970215)16:3<285::AID-SIM535>3.0.CO;2-#

10.1080/01621459.1995.10476494

10.1080/01621459.1995.10476493

10.2307/1912705

Romano Joseph P, 2006, Stanford University Department of Statistics Technical Report, 2006

10.1080/01621459.1984.10478082

10.2307/2981697

10.1214/ss/1177013232

10.1080/01621459.1989.10478868

10.1214/ss/1042727942

Rosenbaum Paul R, 1983, Journal of the Royal Statistical Society: Series B (Statistical Methodology), 45, 212

10.1093/biomet/70.1.41

10.1080/01621459.1984.10478078

Rosenbaum Paul R, 1985, American Statistician, 39, 33, 10.1080/00031305.1985.10479383

10.1093/biomet/82.4.805

10.1093/oxfordjournals.oep.a041827

10.2307/2529684

Rubin Donald B, 1973, Biometrics, 29, 184

10.1037/h0037350

10.1093/biomet/63.3.581

10.3102/10769986002001001

10.1214/aos/1176344064

10.2307/2286330

10.1016/0378-3758(90)90077-8

10.7326/0003-4819-127-8_Part_2-199710151-00064

10.1214/aos/1176348671

10.1093/biomet/79.4.797

10.2307/2533160

10.1080/01621459.2000.10474233

10.1162/00335530151144131

10.2307/2669923

10.1080/01621459.1996.10476685

Seifert Burkhardt, 2000, Journal of Computational and Graphical Statistics, 9, 338

10.1257/aer.91.2.112

10.1016/j.jeconom.2004.04.011

10.1214/ss/1177012031

10.2307/2289944

10.1214/aos/1176343886

10.1002/sim.3207

10.1037/h0044319

10.1111/1468-2354.t01-1-00055

10.1016/j.jeconom.2007.05.007

10.1111/j.1467-9914.2008.00419.x

10.1111/1468-0262.00277

10.1111/1468-0262.00083

10.1017/S0266466605050516

10.1016/j.jeconom.2007.02.002

10.1162/003465304323023705