Identification, Instruments, Omitted Variables, and Rudimentary Models: Fallacies in the ‘Experimental Approach’ to Econometrics
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- Keane, Michael P., 2010. "Structural vs. atheoretic approaches to econometrics," Journal of Econometrics, Elsevier, vol. 156(1), pages 3-20, May.
- Anderson, T.W., 2005. "Origins of the limited information maximum likelihood and two-stage least squares estimators," Journal of Econometrics, Elsevier, vol. 127(1), pages 1-16, July.
- Joshua D. Angrist & Jörn-Steffen Pischke, 2010.
"The Credibility Revolution in Empirical Economics: How Better Research Design Is Taking the Con out of Econometrics,"
Journal of Economic Perspectives, American Economic Association, vol. 24(2), pages 3-30, Spring.
- Joshua D. Angrist & Jörn-Steffen Pischke, 2010. "The Credibility Revolution in Empirical Economics: How Better Research Design is Taking the Con out of Econometrics," RatSWD Working Papers 142, German Data Forum (RatSWD).
- Angrist, Joshua & Pischke, Jörn-Steffen, 2010. "The Credibility Revolution in Empirical Economics: How Better Research Design Is Taking the Con out of Econometrics," IZA Discussion Papers 4800, Institute of Labor Economics (IZA).
- Joshua D. Angrist & Jörn-Steffen Pischke, 2010. "The Credibility Revolution in Empirical Economics: How Better Research Design is taking the Con out of Econometrics," CEP Discussion Papers dp0976, Centre for Economic Performance, LSE.
- Angrist, Joshua D. & Pischke, Jörn-Steffen, 2010. "The credibility revolution in empirical economics: how better research design is taking the con out of econometrics," LSE Research Online Documents on Economics 48898, London School of Economics and Political Science, LSE Library.
- Joshua Angrist & Jörn-Steffen Pischke, 2010. "The Credibility Revolution in Empirical Economics: How Better Research Design is Taking the Con out of Econometrics," NBER Working Papers 15794, National Bureau of Economic Research, Inc.
- Angus Deaton, 2010.
"Instruments, Randomization, and Learning about Development,"
Journal of Economic Literature, American Economic Association, vol. 48(2), pages 424-455, June.
- Angus Deaton, 2010. "Instruments, randomization, and learning about development," Working Papers 1224, Princeton University, Woodrow Wilson School of Public and International Affairs, Research Program in Development Studies..
- Joshua D. Angrist & Alan B. Krueger, 2001.
"Instrumental Variables and the Search for Identification: From Supply and Demand to Natural Experiments,"
Journal of Economic Perspectives, American Economic Association, vol. 15(4), pages 69-85, Fall.
- Joshua Angrist & Alan B. Krueger, 2001. "Instrumental Variables and the Search for Identification: From Supply and Demand to Natural Experiments," NBER Working Papers 8456, National Bureau of Economic Research, Inc.
- Joshua D. Angrist & Alan B. Krueger, 2001. "Instrumental Variables and the Search for Identification: From Supply and Demand to Natural Experiments," Working Papers 834, Princeton University, Department of Economics, Industrial Relations Section..
- Kenneth I. Wolpin & Mark R. Rosenzweig, 2000. "Natural "Natural Experiments" in Economics," Journal of Economic Literature, American Economic Association, vol. 38(4), pages 827-874, December.
- Gordon B. Dahl & Andreas Ravndal Kostøl & Magne Mogstad, 2014.
"Family Welfare Cultures,"
The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 129(4), pages 1711-1752.
- Gordon B. Dahl & Andreas Ravndal Kostol & Magne Mogstad, 2013. "Family Welfare Cultures," NBER Working Papers 19237, National Bureau of Economic Research, Inc.
- Gordon B. Dahl & Magne Mogstad & Andreas Ravndal Kostol, 2014. "Family Welfare Cultures," STICERD - Public Economics Programme Discussion Papers 23, Suntory and Toyota International Centres for Economics and Related Disciplines, LSE.
- Dahl, Gordon B. & Kostøl, Andreas Ravndal & Mogstad, Magne, 2014. "Family Welfare Cultures," IZA Discussion Papers 8265, Institute of Labor Economics (IZA).
- Gordon B. Dahl & Andreas Ravndal Kostøl & Magne Mogstad, 2014. "Family welfare cultures," Discussion Papers 782, Statistics Norway, Research Department.
- Hendry, David F. & Johansen, Søren, 2015.
"Model Discovery And Trygve Haavelmo’S Legacy,"
Econometric Theory, Cambridge University Press, vol. 31(1), pages 93-114, February.
- David Hendry & Soren Johansen, 2012. "Model Discovery and Trygve Haavelmo's Legacy," Economics Series Working Papers 598, University of Oxford, Department of Economics.
- James J. Heckman & Edward Vytlacil, 2005.
"Structural Equations, Treatment Effects, and Econometric Policy Evaluation,"
Econometrica, Econometric Society, vol. 73(3), pages 669-738, May.
- James J. Heckman & Edward Vytlacil, 2005. "Structural Equations, Treatment Effects and Econometric Policy Evaluation," NBER Working Papers 11259, National Bureau of Economic Research, Inc.
- James J. Heckman & Edward Vytlacil, 2005. "Structural Equations, Treatment Effects and Econometric Policy Evaluation," NBER Technical Working Papers 0306, National Bureau of Economic Research, Inc.
- Mari Rege & Kjetil Telle & Mark Votruba, 2012.
"Social Interaction Effects in Disability Pension Participation: Evidence from Plant Downsizing,"
Scandinavian Journal of Economics, Wiley Blackwell, vol. 114(4), pages 1208-1239, December.
- Mari Rege & Kjetil Telle & Mark Votruba, 2007. "Social Interaction Effects in Disability Pension Participation. Evidence from Plant Downsizing," Discussion Papers 496, Statistics Norway, Research Department.
- Rege, Mari & Telle, Kjetil & Votruba, Mark, 2009. "Social Interaction Effects in Disability Pension Participation: Evidence from Plant Downsizing," UiS Working Papers in Economics and Finance 2009/30, University of Stavanger.
- Chesher, Andrew & Smolinski, Konrad, 2012.
"IV models of ordered choice,"
Journal of Econometrics, Elsevier, vol. 166(1), pages 33-48.
- Andrew Chesher & Konrad Smolinski, 2009. "IV models of ordered choice," CeMMAP working papers CWP37/09, Centre for Microdata Methods and Practice, Institute for Fiscal Studies.
- Heckman, James J. & Urzúa, Sergio, 2010.
"Comparing IV with structural models: What simple IV can and cannot identify,"
Journal of Econometrics, Elsevier, vol. 156(1), pages 27-37, May.
- James J. Heckman & Sergio Urzua, 2009. "Comparing IV With Structural Models: What Simple IV Can and Cannot Identify," NBER Working Papers 14706, National Bureau of Economic Research, Inc.
- James Heckman & Sergio Urzua, 2010. "Comparing IV with structural models: what simple IV can and cannot identify," CeMMAP working papers CWP08/10, Centre for Microdata Methods and Practice, Institute for Fiscal Studies.
- Heckman, James J. & Urzua, Sergio, 2009. "Comparing IV with Structural Models: What Simple IV Can and Cannot Identify," IZA Discussion Papers 3980, Institute of Labor Economics (IZA).
- Sergio Urzua & James J. Heckman, 2009. "Comparing IV with Structural Models: What Simple IV Can and Cannot Identify," Working Papers 200906, Geary Institute, University College Dublin.
- Rothenberg, Thomas J, 1971. "Identification in Parametric Models," Econometrica, Econometric Society, vol. 39(3), pages 577-591, May.
- James H. Stock & Francesco Trebbi, 2003. "Retrospectives: Who Invented Instrumental Variable Regression?," Journal of Economic Perspectives, American Economic Association, vol. 17(3), pages 177-194, Summer.
- Schmidt, Peter, 1990. "Three-stage least squares with different instruments for different equations," Journal of Econometrics, Elsevier, vol. 43(3), pages 389-394, March.
- Aldrich, John, 1994. "Haavelmo's Identification Theory," Econometric Theory, Cambridge University Press, vol. 10(1), pages 198-219, March.
- Spanos, Aris, 1989. "On Rereading Haavelmo: A Retrospective View of Econometric Modeling," Econometric Theory, Cambridge University Press, vol. 5(3), pages 405-429, December.
- Imbens, Guido W., 2014.
"Instrumental Variables: An Econometrician's Perspective,"
IZA Discussion Papers
8048, Institute of Labor Economics (IZA).
- Guido Imbens, 2014. "Instrumental Variables: An Econometrician's Perspective," NBER Working Papers 19983, National Bureau of Economic Research, Inc.
- James J. Heckman & Sergio Urzua & Edward Vytlacil, 2006.
"Understanding Instrumental Variables in Models with Essential Heterogeneity,"
The Review of Economics and Statistics, MIT Press, vol. 88(3), pages 389-432, August.
- Heckman, James J. & Urzua, Sergio & Vytlacil, Edward, 2006. "Understanding Instrumental Variables in Models with Essential Heterogeneity," IZA Discussion Papers 2320, Institute of Labor Economics (IZA).
- James J. Heckman & Sergio Urzua & Edward Vytlacil, 2009. "Understanding Instrumental Variables in Models with Essential Heterogeneity," Working Papers 200941, Geary Institute, University College Dublin.
- James J. Heckman & Sergio Urzua & Edward J. Vytlacil, 2006. "Understanding Instrumental Variables in Models with Essential Heterogeneity," NBER Working Papers 12574, National Bureau of Economic Research, Inc.
- Hausman, Jerry A & Newey, Whitney K & Taylor, William E, 1987.
"Efficient Estimation and Identification of Simultaneous Equation Models with Covariance Restrictions,"
Econometrica, Econometric Society, vol. 55(4), pages 849-874, July.
- J. Hausman & W. Newey & W. Taylor, 1983. "Efficient Estimation and Identification of Simultaneous Equation Models with Covariance Restrictions," Working papers 331, Massachusetts Institute of Technology (MIT), Department of Economics.
- Jerry A. Hausman & Whitney K. Newey & William E. Taylor, 1985. "Efficient Estimation and Identification of Simultaneous Equation Models with Covariance Restrictions," Working papers 369, Massachusetts Institute of Technology (MIT), Department of Economics.
- Jerry A. Hausman, 1974. "Full Information Instrumental Variables Estimation of Simultaneous Equations Systems," NBER Chapters, in: Annals of Economic and Social Measurement, Volume 3, number 4, pages 641-652, National Bureau of Economic Research, Inc.
- Guido W. Imbens, 2010.
"Better LATE Than Nothing: Some Comments on Deaton (2009) and Heckman and Urzua (2009),"
Journal of Economic Literature, American Economic Association, vol. 48(2), pages 399-423, June.
- Guido W. Imbens, 2009. "Better LATE Than Nothing: Some Comments on Deaton (2009) and Heckman and Urzua (2009)," NBER Working Papers 14896, National Bureau of Economic Research, Inc.
- repec:fth:prinin:455 is not listed on IDEAS
- Petter Lundborg & Erik Plug & Astrid Würtz Rasmussen, 2017.
"Can Women Have Children and a Career? IV Evidence from IVF Treatments,"
American Economic Review, American Economic Association, vol. 107(6), pages 1611-1637, June.
- Lundborg, Petter & Plug, Erik & Würtz Rasmussen, Astrid, 2018. "Can Women Have Children and a Career? IV Evidence from IVF Treatments," Working Paper Series 2018:2, IFAU - Institute for Evaluation of Labour Market and Education Policy.
- von Hinke, Stephanie & Davey Smith, George & Lawlor, Debbie A. & Propper, Carol & Windmeijer, Frank, 2016.
"Genetic markers as instrumental variables,"
Journal of Health Economics, Elsevier, vol. 45(C), pages 131-148.
- Stephanie von Hinke Kessler Scholder & George Davey Smith & Debbie A. Lawlor & Carol Propper & Frank Windmeijer, 2011. "Genetic Markers as Instrumental Variables," The Centre for Market and Public Organisation 11/274, The Centre for Market and Public Organisation, University of Bristol, UK.
- White, Halbert & Pettenuzzo, Davide, 2014.
"Granger causality, exogeneity, cointegration, and economic policy analysis,"
Journal of Econometrics, Elsevier, vol. 178(P2), pages 316-330.
- Davide Pettenuzzo & Halbert White, 2010. "Granger Causality, Exogeneity, Cointegration, and Economic Policy Analysis," Working Papers 36, Brandeis University, Department of Economics and International Business School.
- Philip Oreopoulos, 2006. "Estimating Average and Local Average Treatment Effects of Education when Compulsory Schooling Laws Really Matter," American Economic Review, American Economic Association, vol. 96(1), pages 152-175, March.
- Abbring, Jaap H. & Heckman, James J., 2007. "Econometric Evaluation of Social Programs, Part III: Distributional Treatment Effects, Dynamic Treatment Effects, Dynamic Discrete Choice, and General Equilibrium Policy Evaluation," Handbook of Econometrics, in: J.J. Heckman & E.E. Leamer (ed.), Handbook of Econometrics, edition 1, volume 6, chapter 72, Elsevier.
- Turkington,Darrell A., 2013. "Generalized Vectorization, Cross-Products, and Matrix Calculus," Cambridge Books, Cambridge University Press, number 9781107032002, November.
- Andrew Chesher, 2010.
"Instrumental Variable Models for Discrete Outcomes,"
Econometrica, Econometric Society, vol. 78(2), pages 575-601, March.
- Andrew Chesher, 2008. "Instrumental variable models for discrete outcomes," CeMMAP working papers CWP30/08, Centre for Microdata Methods and Practice, Institute for Fiscal Studies.
- Joshua D. Angrist & Kathryn Graddy & Guido W. Imbens, 2000. "The Interpretation of Instrumental Variables Estimators in Simultaneous Equations Models with an Application to the Demand for Fish," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 67(3), pages 499-527.
- Joshua Angrist & Alan Krueger, 2001. "Instrumental Variables and the Search for Identification: From Supply and Demand to Natural Experiments," Working Papers 834, Princeton University, Department of Economics, Industrial Relations Section..
- Kevin A. Clarke, 2005. "The Phantom Menace: Omitted Variable Bias in Econometric Research," Conflict Management and Peace Science, Peace Science Society (International), vol. 22(4), pages 341-352, September.
- Pearl, Judea, 2015. "Trygve Haavelmo And The Emergence Of Causal Calculus," Econometric Theory, Cambridge University Press, vol. 31(1), pages 152-179, February.
- John Ioannidis & Chris Doucouliagos, 2013. "What'S To Know About The Credibility Of Empirical Economics?," Journal of Economic Surveys, Wiley Blackwell, vol. 27(5), pages 997-1004, December.
- Willassen, Yngve, 2000. "The Et Interview: Professor Olav Reiersøl," Econometric Theory, Cambridge University Press, vol. 16(1), pages 113-125, February.
- Geraci, Vincent J., 1976. "Identification of simultaneous equation models with measurement error," Journal of Econometrics, Elsevier, vol. 4(3), pages 263-283, August.
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More about this item
Keywords
Identification; Instrumental variables; Omitted variables; Limited information; Experimental approach;All these keywords.
JEL classification:
- B23 - Schools of Economic Thought and Methodology - - History of Economic Thought since 1925 - - - Econometrics; Quantitative and Mathematical Studies
- C21 - Mathematical and Quantitative Methods - - Single Equation Models; Single Variables - - - Cross-Sectional Models; Spatial Models; Treatment Effect Models
- C26 - Mathematical and Quantitative Methods - - Single Equation Models; Single Variables - - - Instrumental Variables (IV) Estimation
- C31 - Mathematical and Quantitative Methods - - Multiple or Simultaneous Equation Models; Multiple Variables - - - Cross-Sectional Models; Spatial Models; Treatment Effect Models; Quantile Regressions; Social Interaction Models
- C51 - Mathematical and Quantitative Methods - - Econometric Modeling - - - Model Construction and Estimation
NEP fields
This paper has been announced in the following NEP Reports:- NEP-ECM-2018-03-05 (Econometrics)
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