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Citations of
Edward Vytlacil

For current contact information and a more complete listing of works, please see here

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Working papers

  1. Pedro Carneiro & James J. Heckman & Edward J. Vytlacil, 2009. "Evaluating Marginal Policy Changes and the Average Effect of Treatment for Individuals at the Margin," NBER Working Papers 15211, National Bureau of Economic Research, Inc. [Downloadable!] (restricted)
    Other versions:

    Cited by:

    1. Susanne Schennach & Halbert White & Karim Chalak, 2007. "Estimating average marginal effects in nonseparable structural systems," Boston College Working Papers in Economics 680, Boston College Department of Economics. [Downloadable!]
      Other versions:
    2. Belzil, Christian & Hansen, Jörgen & Kristensen, Nicolai, 2008. "Estimating Complementarity between Education and Training," IZA Discussion Papers 3882, Institute for the Study of Labor (IZA). [Downloadable!]
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    3. Karim Chalak & Halbert White, 2007. "An Extended Class of Instrumental Variables for the Estimation of Causal Effects," Boston College Working Papers in Economics 692, Boston College Department of Economics. [Downloadable!]

  2. Jean-Pierre Florens & James J. Heckman & Costas Meghir & Edward J. Vytlacil, 2008. "Identification of Treatment Effects Using Control Functions in Models with Continuous, Endogenous Treatment and Heterogeneous Effects," NBER Working Papers 14002, National Bureau of Economic Research, Inc. [Downloadable!] (restricted)
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    Published as:

    Cited by:

    1. Bryan S. Graham & James Powell, 2008. "Identification and Estimation of 'Irregular' Correlated Random Coefficient Models," NBER Working Papers 14469, National Bureau of Economic Research, Inc. [Downloadable!] (restricted)

  3. James J. Heckman & Sergio Urzua & Edward Vytlacil, 2006. "Understanding Instrumental Variables in Models with Essential Heterogeneity," IZA Discussion Papers 2320, Institute for the Study of Labor (IZA). [Downloadable!]
    Other versions:

    Published as:

    Cited by:

    1. McKenzie, David, 2009. "Impact assessments in finance and private sector development : what have we learned and what should we learn ?," Policy Research Working Paper Series 4944, The World Bank. [Downloadable!]
    2. Flavio Cunha & James J. Heckman & Salvador Navarro, 2007. "The Identification and Economic Content of Ordered Choice Models with Stochastic Thresholds," IZA Discussion Papers 2940, Institute for the Study of Labor (IZA). [Downloadable!]
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    3. Heckman, James J. & Schmierer, Daniel & Urzua, Sergio, 2009. "Testing the Correlated Random Coefficient Model," IZA Discussion Papers 4525, Institute for the Study of Labor (IZA). [Downloadable!]
    4. Michael Rosholm & Jonas Staghøj & Michael Svarer, 2007. "A Statistical Programme Assignment Model," Economics Working Papers 2007-16, School of Economics and Management, University of Aarhus. [Downloadable!]
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    5. James J. Heckman & Daniel A. Schmierer & Sergio S. Urzua, 2009. "Testing the Correlated Random Coefficient Model," NBER Working Papers 15463, National Bureau of Economic Research, Inc. [Downloadable!] (restricted)
    6. Wagstaff, Adam, 2008. "Fungibility and the Impact of Development Assistance: Evidence from Vietnam's Health Sector," Policy Research Working Paper Series 4800, The World Bank. [Downloadable!]
    7. Cerulli Giovanni, 2008. "Modelling and measuring the effects of public subsidies on business R&D: theoretical and econometric issues," CERIS Working Paper 200803, Institute for Economic Research on Firms and Growth - Moncalieri (TO). [Downloadable!]
    8. James J. Heckman & Petra E. Todd, 2009. "A Note on Adapting Propensity Score Matching and Selection Models to Choice Based Samples," NBER Working Papers 15179, National Bureau of Economic Research, Inc. [Downloadable!] (restricted)
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    9. Heckman, James J., 2008. "Econometric Causality," IZA Discussion Papers 3425, Institute for the Study of Labor (IZA). [Downloadable!]
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    10. Pedro Carneiro & Sokbae 'Simon' Lee, 2009. "Estimating distributions of potential outcomes using local instrumental variables with an application to changes in college enrollment and wage inequality," CeMMAP working papers CWP01/09, Centre for Microdata Methods and Practice, Institute for Fiscal Studies. [Downloadable!]
    11. Takalo, Tuomas & Tanayama, Tanja & Toivanen, Otto, 2008. "Evaluating innovation policy: a structural treatment effect model of R&D subsidies," Research Discussion Papers 7/2008, Bank of Finland. [Downloadable!]
    12. Anirban Basu & James J. Heckman & Salvador Navarro-Lozano & Sergio Urzua, 2007. "Use of instrumental variables in the presence of heterogeneity and self-selection: An application in breast cancer patients," Health, Econometrics and Data Group (HEDG) Working Papers 07/07, HEDG, c/o Department of Economics, University of York. [Downloadable!]
    13. Jaap Abbring & James Heckman, 2008. "Dynamic policy analysis," CeMMAP working papers CWP05/08, Centre for Microdata Methods and Practice, Institute for Fiscal Studies. [Downloadable!]
    14. Hiroyuki Kasahara & Katsumi Shimotsu, 2006. "Nonparametric Identification and Estimation of Finite Mixture Models of Dynamic Discrete Choices," UWO Department of Economics Working Papers 20065, University of Western Ontario, Department of Economics. [Downloadable!]
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    15. Rashmi Barua & Kevin Lang, 2009. "School Entry, Educational Attainment and Quarter of Birth: A Cautionary Tale of LATE," NBER Working Papers 15236, National Bureau of Economic Research, Inc. [Downloadable!] (restricted)
    16. Anders Björklund & Donna K. Ginther & Marianne Sundström, 2007. "Does Marriage Matter for Children? Assessing the Causal Impact of Legal Marriage," IZA Discussion Papers 3189, Institute for the Study of Labor (IZA). [Downloadable!]
    17. Robert Moffit, 2007. "Estimating Marginal Treatment Effects in Heterogeneous Populations," Economics Working Paper Archive 539, The Johns Hopkins University,Department of Economics. [Downloadable!]
    18. Susanne Schennach & Halbert White & Karim Chalak, 2007. "Estimating average marginal effects in nonseparable structural systems," Boston College Working Papers in Economics 680, Boston College Department of Economics. [Downloadable!]
      Other versions:
    19. Granlund , David & Chuc , NT & Phuc , HD & Lindholm, Lars, 2008. "Inequality in mortality in Vietnam: unravel the causes," UmeÃ¥ Economic Studies 751, Umeå University, Department of Economics. [Downloadable!]
    20. Martin Huber, 2009. "Treatment evaluation in the presence of sample selection," University of St. Gallen Department of Economics working paper series 2009 2009-07, Department of Economics, University of St. Gallen. [Downloadable!]
    21. Anirban Basu & James J. Heckman & Salvador Navarro-Lozano & Sergio Urzua, 2007. "Use of instrumental variables in the presence of heterogeneity and self-selection: an application to treatments of breast cancer patients," Health Economics, John Wiley & Sons, Ltd., vol. 16(11), pages 1133-1157. [Downloadable!]
    22. Flavio Cunha & James J. Heckman & Salvador Navarro, 2007. "The Identification & Economic Content of Ordered Choice Models with Stochastic Thresholds," Working Papers 200726, Geary Institute, University College Dublin. [Downloadable!]
    23. Granlund, David, 2007. "The effect of health care expenditure on sickness absence," UmeÃ¥ Economic Studies 701, Umeå University, Department of Economics, revised 13 Apr 2007. [Downloadable!]
    24. Walters, Lurleen M. & Emerson, Robert D. & Iwai, Nobuyuki, 2008. "Proposed Immigration Policy Reform & Farm Labor Market Outcomes," 2008 Annual Meeting, July 27-29, 2008, Orlando, Florida 6285, American Agricultural Economics Association (New Name 2008: Agricultural and Applied Economics Association). [Downloadable!]
    25. 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. [Downloadable!] (restricted)
      Other versions:
    26. Belton Fleisher & Xiaojun Wang & Haizheng Li & Shi Li, 2009. "Access to Higher Education and Inequality: The Chinese Experiment," Working Papers 09-02, Ohio State University, Department of Economics. [Downloadable!]
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    27. Roland A. Amann & Tobias J. Klein, 2007. "Returns to Type or Tenure?," IZA Discussion Papers 2773, Institute for the Study of Labor (IZA). [Downloadable!]
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    28. Karim Chalak & Halbert White, 2007. "An Extended Class of Instrumental Variables for the Estimation of Causal Effects," Boston College Working Papers in Economics 692, Boston College Department of Economics. [Downloadable!]
    29. Tobias J. Klein, 2007. "Heterogeneous Treatment Effects: Instrumental Variables without Monotonicity?," IZA Discussion Papers 2738, Institute for the Study of Labor (IZA). [Downloadable!]
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    30. Robert Moffitt, 2007. "Estimating Marginal Returns to Higher Education in the UK," NBER Working Papers 13534, National Bureau of Economic Research, Inc. [Downloadable!] (restricted)

  4. James J. Heckman & Edward Vytlacil, 2005. "Structural Equations, Treatment Effects and Econometric Policy Evaluation," NBER Working Papers 11259, National Bureau of Economic Research, Inc. [Downloadable!] (restricted)
    Other versions:

    Published as:

    Cited by:

    1. Pedro Carneiro & James J. Heckman & Edward J. Vytlacil, 2009. "Evaluating Marginal Policy Changes and the Average Effect of Treatment for Individuals at the Margin," NBER Working Papers 15211, National Bureau of Economic Research, Inc. [Downloadable!] (restricted)
      Other versions:
    2. Flavio Cunha & James J. Heckman, 2006. "A New Framework for the Analysis of Inequality," NBER Working Papers 12505, National Bureau of Economic Research, Inc. [Downloadable!] (restricted)
      Other versions:
    3. Heckman, James J. & Schmierer, Daniel & Urzua, Sergio, 2009. "Testing the Correlated Random Coefficient Model," IZA Discussion Papers 4525, Institute for the Study of Labor (IZA). [Downloadable!]
    4. Jay Bhattacharya & William B. Vogt, 2007. "Do Instrumental Variables Belong in Propensity Scores?," NBER Technical Working Papers 0343, National Bureau of Economic Research, Inc. [Downloadable!] (restricted)
    5. Patrinos, Harry Anthony & Sakellariou, Chris, 2004. "Schooling and labor market impacts of a natural policy experiment," Policy Research Working Paper Series 3460, The World Bank. [Downloadable!]
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    6. Joseph J. Doyle, Jr., 2007. "Child Protection and Adult Crime: Using Investigator Assignment to Estimate Causal Effects of Foster Care," NBER Working Papers 13291, National Bureau of Economic Research, Inc. [Downloadable!] (restricted)
    7. James J. Heckman & Jora Stixrud & Sergio Urzua, 2006. "The Effects of Cognitive and Noncognitive Abilities on Labor Market Outcomes and Social Behavior," NBER Working Papers 12006, National Bureau of Economic Research, Inc. [Downloadable!] (restricted)
      Other versions:
    8. James J. Heckman & Daniel A. Schmierer & Sergio S. Urzua, 2009. "Testing the Correlated Random Coefficient Model," NBER Working Papers 15463, National Bureau of Economic Research, Inc. [Downloadable!] (restricted)
    9. Manca, A & Austin, P. C, 2008. "Using propensity score methods to analyse individual patient-level cost-effectiveness data from observational studies," Health, Econometrics and Data Group (HEDG) Working Papers 08/20, HEDG, c/o Department of Economics, University of York. [Downloadable!]
    10. Martin Kahanec, 2007. "Ethnic Specialization and Earnings Inequality: Why Being a Minority Hurts but Being a Big Minority Hurts More," IZA Discussion Papers 2650, Institute for the Study of Labor (IZA). [Downloadable!]
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    11. Cunha, Flavio & Heckman, James & Navarro, Salvador, 2004. "Separating uncertainty from heterogeneity in life cycle earnings," Working Paper Series 2005:6, IFAU - Institute for Labour Market Policy Evaluation. [Downloadable!]
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    12. Victor Aguirregabiria, 2007. "Another Look at the Identification of Dynamic Discrete Decision Processes: With an Application to Retirement Behavior," Working Papers tecipa-282, University of Toronto, Department of Economics. [Downloadable!]
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    13. John Engberg & Dennis Epple & Jason Imbrogno & Holger Sieg & Ron Zimmer, 2009. "Estimation of Causal Effects in Experiments with Multiple Sources of Noncompliance," NBER Working Papers 14842, National Bureau of Economic Research, Inc. [Downloadable!] (restricted)
    14. Flavio Cunha & James J. Heckman & Lance Lochner & Dimitriy V. Masterov, 2005. "Interpreting the Evidence on Life Cycle Skill Formation," NBER Working Papers 11331, National Bureau of Economic Research, Inc. [Downloadable!] (restricted)
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    15. Daniel Millimet & Rusty Tchernis, 2008. "Minimizing Bias in Selection on Observables Estimators When Unconfoundness Fails," Caepr Working Papers 2008-008, Center for Applied Economics and Policy Research, Economics Department, Indiana University Bloomington. [Downloadable!]
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    16. Arthur Lewbel, 2004. "Estimation of Average Treatment Effects With Misclassification," Econometric Society 2004 North American Winter Meetings 210, Econometric Society. [Downloadable!]
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    17. Jorge Lorca, 2005. "Quantifying the Causal Effect of Inflation Targets," Working Papers Central Bank of Chile 337, Central Bank of Chile. [Downloadable!]
    18. Zhong Zhao, 2005. "Sensitivity of Propensity Score Methods to the Specifications," IZA Discussion Papers 1873, Institute for the Study of Labor (IZA). [Downloadable!]
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    19. Pedro Carneiro & Sokbae 'Simon' Lee, 2005. "Ability, sorting and wage inequality," CeMMAP working papers CWP16/05, Centre for Microdata Methods and Practice, Institute for Fiscal Studies. [Downloadable!]
    20. Lechner, Michael & Melly, Blaise, 2007. "Earnings Effects of Training Programs," CEPR Discussion Papers 6400, C.E.P.R. Discussion Papers. [Downloadable!] (restricted)
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    21. Anirban Basu & James J. Heckman & Salvador Navarro-Lozano & Sergio Urzua, 2007. "Use of instrumental variables in the presence of heterogeneity and self-selection: An application in breast cancer patients," Health, Econometrics and Data Group (HEDG) Working Papers 07/07, HEDG, c/o Department of Economics, University of York. [Downloadable!]
    22. Andrew Chesher, 2008. "Instrumental variable models for discrete outcomes," CeMMAP working papers CWP30/08, Centre for Microdata Methods and Practice, Institute for Fiscal Studies. [Downloadable!]
    23. Carneiro, Pedro & Heckman, James J., 2002. "The Evidence on Credit Constraints in Post-Secondary Schooling," IZA Discussion Papers 518, Institute for the Study of Labor (IZA). [Downloadable!]
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    24. Christian Belzil, 2006. "Testing the Specification of the Mincer Wage Equation," Post-Print halshs-00142542_v1, HAL. [Downloadable!]
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    25. Christian Belzil, 2006. "The Return to Schooling in Structural Dynamic Models: A Survey," IZA Discussion Papers 2370, Institute for the Study of Labor (IZA). [Downloadable!]
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    26. Blundell, Richard & Gosling, Amanda & Ichimura, Hidehiko & Meghir, Costas, 2004. "Changes in the Distribution of Male and Female Wages Accounting for Employment Composition Using Bounds," IZA Discussion Papers 1350, Institute for the Study of Labor (IZA). [Downloadable!]
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    27. James J. Heckman & Salvador Navarro, 2005. "Dynamic Discrete Choice and Dynamic Treatment Effects," IZA Discussion Papers 1790, Institute for the Study of Labor (IZA). [Downloadable!]
      Other versions:
    28. Robert Moffit, 2007. "Estimating Marginal Treatment Effects in Heterogeneous Populations," Economics Working Paper Archive 539, The Johns Hopkins University,Department of Economics. [Downloadable!]
    29. David Autor & Susan Houseman, 2005. "Temporary Agency Employment as a Way out of Poverty?," NBER Working Papers 11742, National Bureau of Economic Research, Inc. [Downloadable!] (restricted)
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    30. Jean-Pierre Florens & James J. Heckman & Costas Meghir & Edward J. Vytlacil, 2008. "Identification of Treatment Effects Using Control Functions in Models with Continuous, Endogenous Treatment and Heterogeneous Effects," NBER Working Papers 14002, National Bureau of Economic Research, Inc. [Downloadable!] (restricted)
      Other versions:
    31. Arthur Lewbel, 2000. "Endogenous Selection Or Treatment Model Estimation," Boston College Working Papers in Economics 462, Boston College Department of Economics, revised 13 Jun 2007. [Downloadable!]
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    32. Christian Belzil & Jörgen Hansen, 2005. "A Structural Analysis of the Correlated Random Coefficient Wage Regression Model with an Application to the OLS-IV Puzzle," IZA Discussion Papers 1585, Institute for the Study of Labor (IZA). [Downloadable!]
    33. Carneiro, Pedro & Hansen, Karsten T. & Heckman, James J., 2002. "Removing the Veil of Ignorance in Assessing the Distributional Impacts of Social Policies," IZA Discussion Papers 453, Institute for the Study of Labor (IZA). [Downloadable!]
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    34. Anirban Basu & James J. Heckman & Salvador Navarro-Lozano & Sergio Urzua, 2007. "Use of instrumental variables in the presence of heterogeneity and self-selection: an application to treatments of breast cancer patients," Health Economics, John Wiley & Sons, Ltd., vol. 16(11), pages 1133-1157. [Downloadable!]
    35. Belzil, Christian & Hansen, Jörgen, 2008. "Calibration and IV Estimation of a Wage Outcome Equation in a Dynamic Environment," IZA Discussion Papers 3528, Institute for the Study of Labor (IZA). [Downloadable!]
    36. Walters, Lurleen M. & Emerson, Robert D. & Iwai, Nobuyuki, 2008. "Proposed Immigration Policy Reform & Farm Labor Market Outcomes," 2008 Annual Meeting, July 27-29, 2008, Orlando, Florida 6285, American Agricultural Economics Association (New Name 2008: Agricultural and Applied Economics Association). [Downloadable!]
    37. 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. [Downloadable!] (restricted)
      Other versions:
    38. Andrew Chesher, 2002. "Instrumental Values," CeMMAP working papers CWP17/02, Centre for Microdata Methods and Practice, Institute for Fiscal Studies. [Downloadable!]
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    39. Lokshin, Michael & Glinskaya, Elena, 2008. "The effect of male migration for work on employment patterns of females in nepal," Policy Research Working Paper Series 4757, The World Bank. [Downloadable!]
    40. Heckman, James J. & Urzua, Sergio & Vytlacil, Edward, 2008. "Instrumental Variables in Models with Multiple Outcomes: The General Unordered Case," IZA Discussion Papers 3565, Institute for the Study of Labor (IZA). [Downloadable!]
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    41. Karim Chalak & Halbert White, 2007. "An Extended Class of Instrumental Variables for the Estimation of Causal Effects," Boston College Working Papers in Economics 692, Boston College Department of Economics. [Downloadable!]
    42. Forslund, Anders & Nordström Skans, Oskar, 2006. "Swedish youth labour market policies revisited," Working Paper Series 2006:6, IFAU - Institute for Labour Market Policy Evaluation. [Downloadable!]
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    43. Martin Browning & Jesus Carro, 2006. "Heterogeneity and Microeconometrics Modelling," CAM Working Papers 2006-03, University of Copenhagen. Department of Economics. Centre for Applied Microeconometrics. [Downloadable!]
    44. Robert Moffitt, 2007. "Estimating Marginal Returns to Higher Education in the UK," NBER Working Papers 13534, National Bureau of Economic Research, Inc. [Downloadable!] (restricted)
    45. d'Haultfoeuille, Xavier & Maurel, Arnaud, 2009. "Another Look at the Identification at Infinity of Sample Selection Models," IZA Discussion Papers 4334, Institute for the Study of Labor (IZA). [Downloadable!]
    46. John K. Dagsvik, Torbjørn Hægeland and Arvid Raknerud, 2008. "Estimating the Returns to Schooling: A Likelihood Approach Based on Normal Mixtures," Discussion Papers 567, Research Department of Statistics Norway. [Downloadable!]

  5. Jay Bhattacharya & Azeem Shaikh & Edward Vytlacil, 2005. "Treatment Effect Bounds: An Application to Swan-Ganz Catheterization," NBER Working Papers 11263, National Bureau of Economic Research, Inc. [Downloadable!] (restricted)

    Cited by:

    1. Jay Bhattacharya & William B. Vogt, 2007. "Do Instrumental Variables Belong in Propensity Scores?," NBER Technical Working Papers 0343, National Bureau of Economic Research, Inc. [Downloadable!] (restricted)
    2. Michael Gerfin & Martin Schellhorn, 2006. "Nonparametric bounds on the effect of deductibles in health care insurance on doctor visits - Swiss evidence," Health Economics, John Wiley & Sons, Ltd., vol. 15(9), pages 1011-1020. [Downloadable!]
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    3. Jay Bhattacharya & Adam Isen, 2008. "On Inferring Demand for Health Care in the Presence of Anchoring, Acquiescence, and Selection Biases," NBER Working Papers 13865, National Bureau of Economic Research, Inc. [Downloadable!] (restricted)

  6. Azeem Shaikh & Edward Vytlacil, 2005. "Threshold Crossing Models and Bounds on Treatment Effects: A Nonparametric Analysis," NBER Technical Working Papers 0307, National Bureau of Economic Research, Inc. [Downloadable!] (restricted)

    Cited by:

    1. Michael Gerfin & Martin Schellhorn, 2006. "Nonparametric bounds on the effect of deductibles in health care insurance on doctor visits - Swiss evidence," Health Economics, John Wiley & Sons, Ltd., vol. 15(9), pages 1011-1020. [Downloadable!]
      Other versions:
    2. Cunha, Flavio & Heckman, James & Navarro, Salvador, 2004. "Separating uncertainty from heterogeneity in life cycle earnings," Working Paper Series 2005:6, IFAU - Institute for Labour Market Policy Evaluation. [Downloadable!]
      Other versions:
    3. Steven T. Berry & Philip A. Haile, 2009. "Identification of a Heterogeneous Generalized Regression Model with Group Effects," Cowles Foundation Discussion Papers 1732, Cowles Foundation, Yale University. [Downloadable!]
    4. Forslund, Anders & Nordström Skans, Oskar, 2006. "Swedish youth labour market policies revisited," Working Paper Series 2006:6, IFAU - Institute for Labour Market Policy Evaluation. [Downloadable!]
      Other versions:

  7. Heckman, J J & Tobias, Justin & Vytlacil, Ed, 2004. "Four Parameters of Interest in the Evaluation of Social Programs," Staff General Research Papers 12022, Iowa State University, Department of Economics.
    Published as:

    Cited by:

    1. Francisco Henríquez & Alejandra Mizala & Andrea Repetto, 2009. "Effective Schools for Low Income Children: a Study of Chile’s Sociedad de Instrucción Primaria," Documentos de Trabajo 258, Centro de Economía Aplicada, Universidad de Chile. [Downloadable!]
    2. Joshua D. Angrist, 2003. "Treatment Effect Heterogeneity in Theory and Practice," NBER Working Papers 9708, National Bureau of Economic Research, Inc. [Downloadable!] (restricted)
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    3. Tavneet Suri, 2009. "Selection and Comparative Advantage in Technology Adoption," NBER Working Papers 15346, National Bureau of Economic Research, Inc. [Downloadable!] (restricted)
    4. Juanna Schrøter Joensen & Helena Skyt Nielsen, 2006. "Is there a Causal Effect of High School Math on Labor Market Outcomes?," IZA Discussion Papers 2357, Institute for the Study of Labor (IZA). [Downloadable!]
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    5. James J. Heckman & Salvador Navarro-Lozano, 2003. "Using Matching, Instrumental Variables and Control Functions to Estimate Economic Choice Models," NBER Working Papers 9497, National Bureau of Economic Research, Inc. [Downloadable!] (restricted)
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    6. Tavneet Suri, 2006. "Selection and Comparative Advantage in Technology Adoption," Working Papers 944, Economic Growth Center, Yale University. [Downloadable!]
    7. Justin L. Tobias, 2003. "The effects of cognitive ability and high school quality on college entry decisions: nonparametric estimation of parameters of interest," Applied Economics, Taylor and Francis Journals, vol. 35(2), pages 209-215, January. [Downloadable!] (restricted)
    8. Sebastian Edwards & I. Igal Magendzo, 2003. "Dollarization and economic performance: What do we really know?," International Journal of Finance & Economics, John Wiley & Sons, Ltd., vol. 8(4), pages 351-363. [Downloadable!]
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    9. Liu, Xiaowen & Yen, Steven T., 2009. "The Supplemental Nutrition Assistance Program and Nutrient Intakes," 2009 Annual Meeting, July 26-28, 2009, Milwaukee, Wisconsin 49529, Agricultural and Applied Economics Association. [Downloadable!]
    10. Jaap Abbring & James Heckman, 2008. "Dynamic policy analysis," CeMMAP working papers CWP05/08, Centre for Microdata Methods and Practice, Institute for Fiscal Studies. [Downloadable!]
    11. Jeffrey Smith & Petra Todd, 2003. "Does Matching Overcome Lalonde's Critique of Nonexperimental Estimators?," University of Western Ontario, CIBC Human Capital and Productivity Project Working Papers 20035, University of Western Ontario, CIBC Human Capital and Productivity Project. [Downloadable!]
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    12. Justin L. Tobias & Mingliang Li, 2003. "A finite-sample hierarchical analysis of wage variation across public high schools: evidence from the NLSY and high school and beyond," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 18(3), pages 315-336. [Downloadable!]
    13. Mark Duggan & Melissa Schettini Kearney, 2005. "The Impact of Child SSI Enrollment on Household Outcomes: Evidence from the Survey of Income and Program Participation," NBER Working Papers 11568, National Bureau of Economic Research, Inc. [Downloadable!] (restricted)
    14. James J. Heckman & Salvador Navarro, 2005. "Dynamic Discrete Choice and Dynamic Treatment Effects," IZA Discussion Papers 1790, Institute for the Study of Labor (IZA). [Downloadable!]
      Other versions:
    15. Xinyu (Jason) Cao, 2009. "Disentangling the influence of neighborhood type and self-selection on driving behavior: an application of sample selection model," Transportation, Springer, vol. 36(2), pages 207-222, March. [Downloadable!] (restricted)
    16. Walters, Lurleen M. & Emerson, Robert D. & Iwai, Nobuyuki, 2008. "Proposed Immigration Policy Reform & Farm Labor Market Outcomes," 2008 Annual Meeting, July 27-29, 2008, Orlando, Florida 6285, American Agricultural Economics Association (New Name 2008: Agricultural and Applied Economics Association). [Downloadable!]

  8. Heckman, J J & Tobias, Justin & Vytlacil, E, 2004. "Simple Estimators for Treatment Parameters in a Latent Variable Framework," Staff General Research Papers 12012, Iowa State University, Department of Economics.
    Published as:

    Cited by:

    1. M. Genius & Elisabetta Strazzera, 2003. "The copula approach of sampling selection modelling: an application to the recreational value of forests," Working Paper CRENoS 200308, Centre for North South Economic Research, University of Cagliari and Sassari, Sardinia. [Downloadable!]
    2. Justin L. Tobias, 2003. "The effects of cognitive ability and high school quality on college entry decisions: nonparametric estimation of parameters of interest," Applied Economics, Taylor and Francis Journals, vol. 35(2), pages 209-215, January. [Downloadable!] (restricted)
    3. James J. Heckman & Sergio Urzua & Edward Vytlacil, 2006. "Understanding Instrumental Variables in Models with Essential Heterogeneity," IZA Discussion Papers 2320, Institute for the Study of Labor (IZA). [Downloadable!]
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    4. Lloyd Ahamefule AMAGHIONYEODIWE & Tokunbo Simbowale OSINUBI, 2007. "Do Higher Levels Of Schooling Lead To Higher Returns To Education In Nigeria?," Applied Econometrics and International Development, Euro-American Association of Economic Development, vol. 7(1). [Downloadable!] (restricted)
    5. Markus Gangl & Thomas A. DiPrete, 2004. "Kausalanalyse durch Matchingverfahren," Discussion Papers of DIW Berlin 401, DIW Berlin, German Institute for Economic Research. [Downloadable!]
    6. Jaap Abbring & James Heckman, 2008. "Dynamic policy analysis," CeMMAP working papers CWP05/08, Centre for Microdata Methods and Practice, Institute for Fiscal Studies. [Downloadable!]
    7. Mingliang Li & Dale J. Poirier & Justin L. Tobias, 2004. "Do dropouts suffer from dropping out? Estimation and prediction of outcome gains in generalized selection models," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 19(2), pages 203-225. [Downloadable!]
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    8. James J. Heckman & Salvador Navarro, 2005. "Dynamic Discrete Choice and Dynamic Treatment Effects," IZA Discussion Papers 1790, Institute for the Study of Labor (IZA). [Downloadable!]
      Other versions:
    9. Xinyu (Jason) Cao, 2009. "Disentangling the influence of neighborhood type and self-selection on driving behavior: an application of sample selection model," Transportation, Springer, vol. 36(2), pages 207-222, March. [Downloadable!] (restricted)
    10. Walters, Lurleen M. & Emerson, Robert D. & Iwai, Nobuyuki, 2008. "Proposed Immigration Policy Reform & Farm Labor Market Outcomes," 2008 Annual Meeting, July 27-29, 2008, Orlando, Florida 6285, American Agricultural Economics Association (New Name 2008: Agricultural and Applied Economics Association). [Downloadable!]
    11. Alejandra Cattaneo & Rainer Winkelmann, 2005. "Earnings Differentials between German and French speakers in Switzerland," Swiss Journal of Economics and Statistics (SJES), Swiss Society of Economics and Statistics (SSES), vol. 141(II), pages 191-212, June. [Downloadable!]
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    12. Letort, Elodie & Carpentier, Alain, 2009. "Endogeneity of acreage choices in input allocation equations: implied problems and a solution," 2009 Annual Meeting, July 26-28, 2009, Milwaukee, Wisconsin 49217, Agricultural and Applied Economics Association. [Downloadable!]
    13. Mark Dusheiko & Hugh Gravelle & Rowena Jacobs, 2004. "The effect of practice budgets on patient waiting times: allowing for selection bias," Health Economics, John Wiley & Sons, Ltd., vol. 13(10), pages 941-958. [Downloadable!]

  9. Florens, Jean-Pierre & Heckman, James & Meghir, Costas & Vytlacil, Edward, 2003. "Instrumental Variables, Local Instrumental Variables and Control Functions," IDEI Working Papers 249, Institut d'Économie Industrielle (IDEI), Toulouse. [Downloadable!]
    Other versions:

    Cited by:

    1. Fertig, Michael, 2004. "Shot Across the Bow, Stigma or Selection? The Effect of Repeating a Class on Educational Attainment," IZA Discussion Papers 1266, Institute for the Study of Labor (IZA). [Downloadable!]
    2. Richard Blundell & Xiaohong Chen & Dennis Kristensen, 2003. "Nonparametric IV estimation of shape-invariant Engel curves," CeMMAP working papers CWP15/03, Centre for Microdata Methods and Practice, Institute for Fiscal Studies. [Downloadable!]
    3. Christian Belzil & Jörgen Hansen, 2004. "A Structural Analysis of the Correlated Random Coefficient Wage Regression Model," Working Papers 0405, Groupe d'Analyse et de Théorie Economique (GATE), Centre national de la recherche scientifique (CNRS), Université Lyon 2, Ecole Normale Supérieure. [Downloadable!]
      Other versions:
    4. Michael Fertig, 2004. "What Can We Learn From International Student Performance Studies? Some Methodological Remarks," RWI Discussion Papers 0023, Rheinisch-Westfälisches Institut für Wirtschaftsforschung. [Downloadable!]
    5. James J. Heckman & Lance J. Lochner & Petra E. Todd, 2005. "Earnings Functions, Rates of Return and Treatment Effects: The Mincer Equation and Beyond," NBER Working Papers 11544, National Bureau of Economic Research, Inc. [Downloadable!] (restricted)
      Other versions:
    6. Thomas A. Severini & Gautam Tripathi, 2005. "Some Identification Issues in Nonparametric Linear Models with Endogenous Regressors," Working papers 2005-12, University of Connecticut, Department of Economics. [Downloadable!]
    7. Darolles, Serge & Florens, Jean-Pierre & Renault, Eric, 2003. "Non Parametric Instrumental Regression," IDEI Working Papers 228, Institut d'Économie Industrielle (IDEI), Toulouse. [Downloadable!]
      Other versions:
    8. Heckman, James J. & Urzua, Sergio & Vytlacil, Edward, 2008. "Instrumental Variables in Models with Multiple Outcomes: The General Unordered Case," IZA Discussion Papers 3565, Institute for the Study of Labor (IZA). [Downloadable!]
      Other versions:

  10. Xiaohong Chen & James J. Heckman & Edward Vytlacil, 2000. "Identification and SQRT N Efficient Estimation of Semiparametric Panel Data Models with Binary Dependent Variables and a Latent Factor," Econometric Society World Congress 2000 Contributed Papers 1567, Econometric Society. [Downloadable!]

    Cited by:

    1. Arild Aakvik & James J. Heckman & Edward J. Vytlacil, 2000. "Treatment Effects for Discrete Outcomes when Responses to Treatment Vary Among Observationally Identical Persons: An Application to Norwegian ..," NBER Technical Working Papers 0262, National Bureau of Economic Research, Inc. [Downloadable!] (restricted)

  11. Arild Aakvik & James J. Heckman & Edward J. Vytlacil, 2000. "Treatment Effects for Discrete Outcomes when Responses to Treatment Vary Among Observationally Identical Persons: An Application to Norwegian ..," NBER Technical Working Papers 0262, National Bureau of Economic Research, Inc. [Downloadable!] (restricted)

    Cited by:

    1. Andrén , Daniela & Andrén, Thomas, 2002. "Assessing the Employment Effects of Labor Market Training Programs in Sweden," Working Papers in Economics 70, Göteborg University, Department of Economics. [Downloadable!]
    2. Aakvik, Arild & Holmås, Tor Helge & Kjerstad, Egil, 2002. "A low-key social insurance reform - treatment effects for back pain patients in Norway," Working paper Series 0207, Department of Economics, University of Bergen. [Downloadable!]
    3. Andrén, Thomas & Andrén, Daniela, 2004. "Assessing The Employment Effects Of Vocational Training Using A One-Factor Model," Working Papers in Economics 133, Göteborg University, Department of Economics. [Downloadable!]
      Other versions:
    4. Jan Høgelund & Anders Holm, . "Returning Long-Term Sick-Listed to Work - The effects of education in a competing risk model with time varying covariates and unobserved heterogeneity," CAM Working Papers 2002-03, University of Copenhagen. Department of Economics. Centre for Applied Microeconometrics. [Downloadable!]
    5. Zhang, Tao, 2003. "Identifying treatment effects of active labour market programmes for Norwegian adults," Memorandum 26/2003, Oslo University, Department of Economics. [Downloadable!]
    6. Aakvik, Arild & Salvanes, Kjell G. & Vaage, Kjell, 2003. "Measuring Heterogeneity in the Returns to Education in Norway Using Educational Reforms," IZA Discussion Papers 815, Institute for the Study of Labor (IZA). [Downloadable!]
      Other versions:
    7. Pedro Carneiro, 2003. "Evaluating Education Policies when the Rate of Return Varies Across Individuals," Cuadernos de Economía (Latin American Journal of Economics), Instituto de Economía. Pontificia Universidad Católica de Chile., vol. 40(121), pages 516-529. [Downloadable!]
    8. Armin Falk & Rafael Lalive & Josef Zweimüller, . "The Sucess of Job Applications: A New Approach to Program Evaluation," IEW - Working Papers iewwp131, Institute for Empirical Research in Economics - IEW. [Downloadable!]
      Other versions:
    9. Michael B. Coelli & David A. Green & William P. Warburton, 2004. "Breaking the cycle? The effect of education on welfare receipt among children of welfare recipients," IFS Working Papers W04/14, Institute for Fiscal Studies. [Downloadable!]
      Other versions:
    10. Markus Jochmann & Winfried Pohlmeier, 2004. "The Causal Effect of Overqualification on Earnings : Evidence from a Bayesian Approach," Working Papers of the Research Group Heterogenous Labor 04-06, Research Group Heterogeneous Labor, University of Konstanz/ZEW Mannheim. [Downloadable!]
    11. Lokshin, Michael & Glinskaya, Elena, 2008. "The effect of male migration for work on employment patterns of females in nepal," Policy Research Working Paper Series 4757, The World Bank. [Downloadable!]
    12. Mark Dusheiko & Hugh Gravelle & Rowena Jacobs, 2004. "The effect of practice budgets on patient waiting times: allowing for selection bias," Health Economics, John Wiley & Sons, Ltd., vol. 13(10), pages 941-958. [Downloadable!]

  12. James Heckman & Edward Vytlacil, 2000. "Identifying the Role of Cognitive Ability in Explaining the Level of and Change in the Return to Schooling," NBER Working Papers 7820, National Bureau of Economic Research, Inc. [Downloadable!] (restricted)
    Published as:

    Cited by:

    1. Hansen, Karsten T & Heckman, James J & Mullen, Kathleen J, 2003. "The effect of schooling and ability on achievement test scores," Working Paper Series 2003:13, IFAU - Institute for Labour Market Policy Evaluation. [Downloadable!]
      Other versions:
    2. Jesus Fernandez-Villaverde & Dirk Krueger, 2002. "Consumption over the Life Cycle: Facts from Consumer Expenditure Survey Data," NBER Working Papers 9382, National Bureau of Economic Research, Inc. [Downloadable!] (restricted)
      Other versions:
    3. Jess Benhabib & Alberto Bisin, 2006. "The distribution of wealth and redistributive policies," Levine's Working Paper Archive 122247000000001162, David K. Levine. [Downloadable!]
      Other versions:
    4. Eric A. Hanushek, 2004. "Some Simple Analytics of School Quality," NBER Working Papers 10229, National Bureau of Economic Research, Inc. [Downloadable!] (restricted)
    5. Norman Ireland & Robin A. Naylor & Jeremy Smith & Shqiponja Telhaj, 2009. "Educational Returns, Ability Composition and Cohort Effects: Theory and Evidence for Cohorts of Early-Career UK Graduates," CEP Discussion Papers dp0939, Centre for Economic Performance, LSE. [Downloadable!]
      Other versions:
    6. Fernando Galindo-Rueda & Anna Vignoles, 2003. "Class Ridden or Meritocratic? An Economic Analysis of Recent Changes in Britain," CEE Discussion Papers 0032, Centre for the Economics of Education, LSE. [Downloadable!]
      Other versions:
    7. Torberg Falch & Sofia Sandgren, 2006. "The effect of education on cognitive ability," Working Paper Series 7306, Department of Economics, Norwegian University of Science and Technology. [Downloadable!]
    8. Silke Anger & Guido Heineck, 2009. "Do Smart Parents Raise Smart Children?: The Intergenerational Transmission of Cognitive Abilities," SOEPpapers 156, DIW Berlin, The German Socio-Economic Panel (SOEP). [Downloadable!]
    9. David Haardt, 2007. "Cognitive functioning and labour force participation among older men and women in England," Social and Economic Dimensions of an Aging Population Research Papers 222, McMaster University. [Downloadable!]
    10. Eric A. Hanushek, 2002. "The Long Run Importance of School Quality," NBER Working Papers 9071, National Bureau of Economic Research, Inc. [Downloadable!] (restricted)
    11. Jesus Fernandez-Villaverde & Dirk Krueger, 2002. "Consumption over the Life Cycle: Some Facts from Consumer Expenditure Survey Data," Centro de Alti­simos Estudios Ri­os Pe©rez(CAERP) 7, Centro de Altisimos Estudios Rios Perez (CAERP). [Downloadable!]
      Other versions:
    12. David McKenzie, 2002. "Distangling Age, Cohort and Time Effects in the Additive Model," Working Papers 02009, Stanford University, Department of Economics. [Downloadable!]
      Other versions:
    13. Mads Meier Jæger & Anders Holm, 2003. "Which background factors matter more in intergenerational educational attainment: Social class, cultural capital or cognitive ability? A random effects approach," CAM Working Papers 2003-05, University of Copenhagen. Department of Economics. Centre for Applied Microeconometrics. [Downloadable!]
    14. M. Christopher Auld & Nirmal Sidhu, 2005. "Schooling, cognitive ability and health," Health Economics, John Wiley & Sons, Ltd., vol. 14(10), pages 1019-1034. [Downloadable!]
      Other versions:
    15. Marigee Bacolod & V. Joseph Hotz, 2005. "Cohort Changes in the Transition from School to Work: What Changed and What Consequences Did it have for Wages?," Working Papers 050618, University of California-Irvine, Department of Economics. [Downloadable!]
    16. Jiménez Martín, Juan Ángel, 2006. "Can Equilibrium Models Replicate the Stochastic Properties of the Exchange Rates?/¿Se pueden replicar las propiedades estocásticas del tipo de cambio con un modelo de Equilibrio?," Estudios de Economía Aplicada, Estudios de Economía Aplicada, vol. 24, pages 361-395, Abril. [Downloadable!] (restricted)
    17. Dan A. Black & Jeffrey Smith, 2003. "How Robust is the Evidence on the Effects of College Quality? Evidence From Matching," University of Western Ontario, CIBC Human Capital and Productivity Project Working Papers 20033, University of Western Ontario, CIBC Human Capital and Productivity Project. [Downloadable!]
      Other versions:
    18. Eliasson, Kent, 2006. "The Role of Ability in Estimating the Returns to College Choice: New Swedish Evidence," UmeÃ¥ Economic Studies 691, Umeå University, Department of Economics. [Downloadable!]
    19. Dale J. Poirier & Gary Koop & Justin Tobias, 2005. "Semiparametric Bayesian inference in multiple equation models," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 20(6), pages 723-747. [Downloadable!]
      Other versions:
    20. John H. Tyler, 2002. "Basic Skills and the Earnings of Dropouts," Working Papers 2002-09, Brown University, Department of Economics. [Downloadable!]
      Other versions:
    21. Manuel Salas Velasco, 2004. "Rendimientos privados de las inversiones en educación superior a partir de ecuaciones de ingresos," Hacienda Pública Española, IEF, vol. 169(2), pages 87-117, June. [Downloadable!]

  13. James J. Heckman & Edward J. Vytlacil, 2000. "Local Instrumental Variables," NBER Technical Working Papers 0252, National Bureau of Economic Research, Inc. [Downloadable!] (restricted)

    Cited by:

    1. Brian A. Jacob & Lars Lefgren, 2002. "The Impact of Teacher Training on Student Achievement: Quasi-Experimental Evidence from School Reform Efforts in Chicago," NBER Working Papers 8916, National Bureau of Economic Research, Inc. [Downloadable!] (restricted)
      Other versions:
    2. Patrinos, Harry Anthony & Sakellariou, Chris, 2004. "Schooling and labor market impacts of a natural policy experiment," Policy Research Working Paper Series 3460, The World Bank. [Downloadable!]
      Other versions:
    3. Belzil, Christian & Hansen, Jörgen, 2002. "A Structural Analysis of the Correlated Random Coefficient Wage Regression Model," IZA Discussion Papers 512, Institute for the Study of Labor (IZA). [Downloadable!]
      Other versions:
    4. Chris Sakellariou, 2006. "Education policy reform, local average treatment effect and returns to schooling from instrumental variables in the Philippines," Applied Economics, Taylor and Francis Journals, vol. 38(4), pages 473-481, March. [Downloadable!] (restricted)
    5. Joshua D. Angrist, 2003. "Treatment Effect Heterogeneity in Theory and Practice," NBER Working Papers 9708, National Bureau of Economic Research, Inc. [Downloadable!] (restricted)
      Other versions:
    6. Fröhlich, Markus & Lechner, Michael, 2004. "Regional Treatment Intensity as an Instrument for the Evaluation of Labour Market Policies," CEPR Discussion Papers 4304, C.E.P.R. Discussion Papers. [Downloadable!] (restricted)
      Other versions:
    7. James J. Heckman & Edward Vytlacil, 2001. "Policy-Relevant Treatment Effects," American Economic Review, American Economic Association, vol. 91(2), pages 107-111, May. [Downloadable!] (restricted)
    8. James J. Heckman & Xuesong Li, 2003. "Selection Bias, Comparative Advantage and Heterogeneous Returns to Education," NBER Working Papers 9877, National Bureau of Economic Research, Inc. [Downloadable!] (restricted)
    9. Michael Lechner & Ruth Miquel, 2005. "Identification of the Effects of Dynamic Treatments by Sequential Conditional Independence Assumptions," University of St. Gallen Department of Economics working paper series 2005 2005-17, Department of Economics, University of St. Gallen. [Downloadable!]
    10. James Heckman & Lance Lockner & Christopher Taber, 1999. "Human capital formation and general equilibrium treatment effects: a study of tax and tuition policy," Fiscal Studies, Institute for Fiscal Studies, vol. 20(1), pages 25-40, March. [Downloadable!]
    11. Cunha, Flavio & Heckman, James & Navarro, Salvador, 2004. "Separating uncertainty from heterogeneity in life cycle earnings," Working Paper Series 2005:6, IFAU - Institute for Labour Market Policy Evaluation. [Downloadable!]
      Other versions:
    12. Juanna Schrøter Joensen & Helena Skyt Nielsen, 2006. "Is there a Causal Effect of High School Math on Labor Market Outcomes?," IZA Discussion Papers 2357, Institute for the Study of Labor (IZA). [Downloadable!]
      Other versions:
    13. Florens, Jean-Pierre & Heckman, James & Meghir, Costas & Vytlacil, Edward, 2003. "Instrumental Variables, Local Instrumental Variables and Control Functions," IDEI Working Papers 249, Institut d'Économie Industrielle (IDEI), Toulouse. [Downloadable!]
      Other versions:
    14. Victor Aguirregabiria, 2007. "Another Look at the Identification of Dynamic Discrete Decision Processes: With an Application to Retirement Behavior," Working Papers tecipa-282, University of Toronto, Department of Economics. [Downloadable!]
      Other versions:
    15. James J. Heckman & Salvador Navarro-Lozano, 2003. "Using Matching, Instrumental Variables and Control Functions to Estimate Economic Choice Models," NBER Working Papers 9497, National Bureau of Economic Research, Inc. [Downloadable!] (restricted)
      Other versions:
    16. Bryan S. Graham & James Powell, 2008. "Identification and Estimation of 'Irregular' Correlated Random Coefficient Models," NBER Working Papers 14469, National Bureau of Economic Research, Inc. [Downloadable!] (restricted)
    17. Heckman, James J. & Li, Xuesong, 2003. "Selection Bias, Comparative Advantage and Heterogeneous Returns to Education: Evidence from China in 2000," IZA Discussion Papers 829, Institute for the Study of Labor (IZA). [Downloadable!]
      Other versions:
    18. Abdulbaki Bilgic & Wojciech Florkowski, 2009. "The impact of license regulation on the number of recreation trips: is it worth considering?," Journal of Regulatory Economics, Springer, vol. 35(1), pages 45-69, February. [Downloadable!] (restricted)
    19. Pedro Carneiro, 2003. "Evaluating Education Policies when the Rate of Return Varies Across Individuals," Cuadernos de Economía (Latin American Journal of Economics), Instituto de Economía. Pontificia Universidad Católica de Chile., vol. 40(121), pages 516-529. [Downloadable!]
    20. Hidehiko Ichimura & Christopher R. Taber, 2000. "Direct Estimation of Policy Impacts," NBER Technical Working Papers 0254, National Bureau of Economic Research, Inc. [Downloadable!] (restricted)
      Other versions:
    21. Fausto Hernández Trillo, 2007. "Transferencias condicionadas federales en países en desarrollo: el caso del FISM en México," Estudios Económicos, El Colegio de México, Centro de Estudios Económicos, vol. 22(2), pages 143-184. [Downloadable!]
    22. Pedro Carneiro & Sokbae 'Simon' Lee, 2005. "Ability, sorting and wage inequality," CeMMAP working papers CWP16/05, Centre for Microdata Methods and Practice, Institute for Fiscal Studies. [Downloadable!]
    23. James J. Heckman & Sergio Urzua & Edward Vytlacil, 2006. "Understanding Instrumental Variables in Models with Essential Heterogeneity," IZA Discussion Papers 2320, Institute for the Study of Labor (IZA). [Downloadable!]
      Other versions:
    24. Ruth Miquel, 2002. "Identification of Dynamic Treatment Effects by Instrumental Variables," University of St. Gallen Department of Economics working paper series 2002 2002-11, Department of Economics, University of St. Gallen. [Downloadable!]
    25. James J. Heckman & Justin L. Tobias & Edward Vytlacil, 2000. "Simple Estimators for Treatment Parameters in a Latent Variable Framework with an Application to Estimating the Returns to Schooling," NBER Working Papers 7950, National Bureau of Economic Research, Inc. [Downloadable!] (restricted)
    26. SErgio Firpo & Nicole M. Fortin & Thomas Lemieux, 2006. "Unconditional Quantile Regressions," Textos para discussão 533, Department of Economics PUC-Rio (Brazil). [Downloadable!]
      Other versions:
    27. Anirban Basu & James J. Heckman & Salvador Navarro-Lozano & Sergio Urzua, 2007. "Use of instrumental variables in the presence of heterogeneity and self-selection: An application in breast cancer patients," Health, Econometrics and Data Group (HEDG) Working Papers 07/07, HEDG, c/o Department of Economics, University of York. [Downloadable!]
    28. Richard Blundell & Monica Costa Dias, 2002. "Alternative approaches to evaluation in empirical microeconomics," CeMMAP working papers CWP10/02, Centre for Microdata Methods and Practice, Institute for Fiscal Studies. [Downloadable!]
      Other versions:
    29. Jay Bhattacharya & Azeem Shaikh & Edward Vytlacil, 2005. "Treatment Effect Bounds: An Application to Swan-Ganz Catheterization," NBER Working Papers 11263, National Bureau of Economic Research, Inc. [Downloadable!] (restricted)
    30. Alan Manning, 2004. "Instrumental Variables for Binary Treatments with Heterogeneous Treatment Effects: A Simple Exposition," CEP Discussion Papers dp0619, Centre for Economic Performance, LSE. [Downloadable!]
    31. Victor Aguirregabiria, 2005. "Another Look at the Identification of Dynamic Discrete Decision Processes," Econometrics 0504006, EconWPA. [Downloadable!]
    32. Christian Durán, 2004. "Evaluación microeconométrica de las políticas públicas de empleo: aspectos metodológicos," Hacienda Pública Española, IEF, vol. 170(3), pages 107-133, september. [Downloadable!]
    33. Andrew M. Jones, 2007. "Identification of treatment effects in Health Economics," Health Economics, John Wiley & Sons, Ltd., vol. 16(11), pages 1127-1131. [Downloadable!]
    34. Guido W. Imbens & Whitney K. Newey, 2002. "Identification and Estimation of Triangular Simultaneous Equations Models Without Additivity," NBER Technical Working Papers 0285, National Bureau of Economic Research, Inc. [Downloadable!] (restricted)
      Other versions:
    35. David S. Lee, 2002. "Trimming for Bounds on Treatment Effects with Missing Outcomes," NBER Technical Working Papers 0277, National Bureau of Economic Research, Inc. [Downloadable!] (restricted)
    36. Mingliang Li & Dale J. Poirier & Justin L. Tobias, 2004. "Do dropouts suffer from dropping out? Estimation and prediction of outcome gains in generalized selection models," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 19(2), pages 203-225. [Downloadable!]
      Other versions:
    37. Alexis León, 2006. "The Effect of Education on Fertility: Evidence from Compulsory Schooling Laws," Working Papers 288, University of Pittsburgh, Department of Economics, revised Dec 2006. [Downloadable!]
    38. Robert Moffit, 2007. "Estimating Marginal Treatment Effects in Heterogeneous Populations," Economics Working Paper Archive 539, The Johns Hopkins University,Department of Economics. [Downloadable!]
    39. Susanne Schennach & Halbert White & Karim Chalak, 2007. "Estimating average marginal effects in nonseparable structural systems," Boston College Working Papers in Economics 680, Boston College Department of Economics. [Downloadable!]
      Other versions:
    40. Tricia Lynn Gladden & Christopher R. Taber, 2000. "The Relationship between Wage Growth and Wage Levels," JCPR Working Papers 173, Northwestern University/University of Chicago Joint Center for Poverty Research.
    41. Chris SAKELLARIOU, 2008. "Demand for Skills, Supply of Skills and Returns to Schooling in Cambodia," Economic Growth centre Working Paper Series 0805, Nanyang Technolgical University, School of Humanities and Social Sciences, Economic Growth centre. [Downloadable!]
    42. Xiaojun Wang & Belton M. Fleisher & Haizheng Li & Shi Li, 2007. "Access to Higher Education and Inequality: The Chinese Experiment," IZA Discussion Papers 2823, Institute for the Study of Labor (IZA). [Downloadable!]
      Other versions:
    43. Ivar Ekeland & James Heckman & Lars Nesheim, 2002. "Identification and estimation of hedonic models," CeMMAP working papers CWP07/02, Centre for Microdata Methods and Practice, Institute for Fiscal Studies. [Downloadable!]
      Other versions:
    44. Charles F. Manski & John V. Pepper, 1998. "Monotone Instrumental Variables: With an Application to the Returns to Schooling," Virginia Economics Online Papers 308, University of Virginia, Department of Economics. [Downloadable!]
      Other versions:
    45. James J. Heckman & Edward J. Vytlacil, 2000. "Instrumental Variables, Selection Models, and Tight Bounds on the Average Treatment Effect," NBER Technical Working Papers 0259, National Bureau of Economic Research, Inc. [Downloadable!] (restricted)
    46. Carneiro, Pedro & Hansen, Karsten T. & Heckman, James J., 2002. "Removing the Veil of Ignorance in Assessing the Distributional Impacts of Social Policies," IZA Discussion Papers 453, Institute for the Study of Labor (IZA). [Downloadable!]
      Other versions:
    47. Anirban Basu & James J. Heckman & Salvador Navarro-Lozano & Sergio Urzua, 2007. "Use of instrumental variables in the presence of heterogeneity and self-selection: an application to treatments of breast cancer patients," Health Economics, John Wiley & Sons, Ltd., vol. 16(11), pages 1133-1157. [Downloadable!]
    48. Darolles, Serge & Florens, Jean-Pierre & Renault, Eric, 2003. "Non Parametric Instrumental Regression," IDEI Working Papers 228, Institut d'Économie Industrielle (IDEI), Toulouse. [Downloadable!]
      Other versions:
    49. Michael Greenstone & Ted Gayer, 2007. "Quasi-Experimental and Experimental Approaches to Environmental Economics," Working Papers 0713, Massachusetts Institute of Technology, Center for Energy and Environmental Policy Research. [Downloadable!]
      Other versions:
    50. Arild Aakvik & James J. Heckman & Edward J. Vytlacil, 2000. "Treatment Effects for Discrete Outcomes when Responses to Treatment Vary Among Observationally Identical Persons: An Application to Norwegian ..," NBER Technical Working Papers 0262, National Bureau of Economic Research, Inc. [Downloadable!] (restricted)
    51. Lokshin, Michael & Glinskaya, Elena, 2008. "The effect of male migration for work on employment patterns of females in nepal," Policy Research Working Paper Series 4757, The World Bank. [Downloadable!]
    52. Karim Chalak & Halbert White, 2007. "An Extended Class of Instrumental Variables for the Estimation of Causal Effects," Boston College Working Papers in Economics 692, Boston College Department of Economics. [Downloadable!]
    53. Rohini Pande & Christopher Udry, 2005. "Institutions and Development:A View from Below," Working Papers 928, Economic Growth Center, Yale University. [Downloadable!]
    54. Forslund, Anders & Nordström Skans, Oskar, 2006. "Swedish youth labour market policies revisited," Working Paper Series 2006:6, IFAU - Institute for Labour Market Policy Evaluation. [Downloadable!]
      Other versions:
    55. Christian Belzil & Jörgen Hansen, 2001. "Heterogeneous Returns to Human Capital and Dynamic Self-Selection," CIRANO Working Papers 2001s-10, CIRANO. [Downloadable!]
      Other versions:
    56. Robert Moffitt, 2007. "Estimating Marginal Returns to Higher Education in the UK," NBER Working Papers 13534, National Bureau of Economic Research, Inc. [Downloadable!] (restricted)

  14. James J. Heckman & Edward J. Vytlacil, 2000. "Instrumental Variables, Selection Models, and Tight Bounds on the Average Treatment Effect," NBER Technical Working Papers 0259, National Bureau of Economic Research, Inc. [Downloadable!] (restricted)

    Cited by:

    1. Michael Gerfin & Martin Schellhorn, 2005. "Nonparametric Bounds on the Effect of Deductibles in Health Care Insurance on Doctor Visits - Swiss Evidence," IZA Discussion Papers 1616, Institute for the Study of Labor (IZA). [Downloadable!]
      Other versions:
    2. Jay Bhattacharya & Azeem Shaikh & Edward Vytlacil, 2005. "Treatment Effect Bounds: An Application to Swan-Ganz Catheterization," NBER Working Papers 11263, National Bureau of Economic Research, Inc. [Downloadable!] (restricted)
    3. David S. Lee, 2002. "Trimming for Bounds on Treatment Effects with Missing Outcomes," NBER Technical Working Papers 0277, National Bureau of Economic Research, Inc. [Downloadable!] (restricted)
    4. Michael Gebel & Friedhelm Pfeiffer, 2007. "Educational Expansion and Its Heterogeneous Returns for Wage Workers," SOEPpapers 13, DIW Berlin, The German Socio-Economic Panel (SOEP). [Downloadable!]
    5. Hujer, Reinhard & Thomsen, Stephan L., 2006. "Wirksamkeit von Arbeitsbeschaffungsmaßnahmen in Deutschland : empirische Befunde mikroökonometrischer Analysen," ZEW Discussion Papers 06-54, ZEW - Zentrum für Europäische Wirtschaftsforschung / Center for European Economic Research. [Downloadable!]
    6. Gebel, Michael & Pfeiffer, Friedhelm, 2007. "Educational expansion and its heterogeneous returns for wage workers," ZEW Discussion Papers 07-010, ZEW - Zentrum für Europäische Wirtschaftsforschung / Center for European Economic Research. [Downloadable!]

  15. James J. Heckman & Justin L. Tobias & Edward Vytlacil, 2000. "Simple Estimators for Treatment Parameters in a Latent Variable Framework with an Application to Estimating the Returns to Schooling," NBER Working Papers 7950, National Bureau of Economic Research, Inc. [Downloadable!] (restricted)

    Cited by:

    1. M. Genius & Elisabetta Strazzera, 2003. "The copula approach of sampling selection modelling: an application to the recreational value of forests," Working Paper CRENoS 200308, Centre for North South Economic Research, University of Cagliari and Sassari, Sardinia. [Downloadable!]
    2. Adolfo Sachsida & Mario Jorge C. de Mendonça & Fabio Stallivieri, 2007. "Ex-Convicts Face Multiple Labor Market Punishments: Estimates of Peer-Group and Stigma Effects Using Equations of Returns to Schooling," Economia, ANPEC - Associação Nacional dos Centros de Pósgraduação em Economia [Brazilian Association of Graduate Programs in Economics], vol. 8(3), pages .503–52. [Downloadable!]
    3. Aakvik, Arild & Salvanes, Kjell G. & Vaage, Kjell, 2003. "Measuring Heterogeneity in the Returns to Education in Norway Using Educational Reforms," IZA Discussion Papers 815, Institute for the Study of Labor (IZA). [Downloadable!]
      Other versions:
    4. Alejandra Cattaneo & Rainer Winkelmann, 2003. "Earning Differentials between German and French Speakers in Switzerland," Working Papers 0309, University of Zurich, Socioeconomic Institute, revised Nov 2003. [Downloadable!]
      Other versions:
    5. Ruth Miquel, 2002. "Identification of Dynamic Treatment Effects by Instrumental Variables," University of St. Gallen Department of Economics working paper series 2002 2002-11, Department of Economics, University of St. Gallen. [Downloadable!]
    6. Alejandra Mizala & Pilar Romaguera, 2002. "Equity and Educational Performance," Documentos de Trabajo 136, Centro de Economía Aplicada, Universidad de Chile. [Downloadable!]
    7. Víctor Elías & Fernanda Ruiz Núñez & Ricardo Cossa & David Bravo, 2004. "An Econometric Cost-Benefit Analysis of Argentina's Youth Training Program," RES Working Papers 3174, Inter-American Development Bank, Research Department. [Downloadable!]
    8. Thomas Andrén & Daniela Andrén, 2006. "Assessing the employment effects of vocational training using a one-factor model," Applied Economics, Taylor and Francis Journals, vol. 38(21), pages 2469-2486, December. [Downloadable!] (restricted)
      Other versions:
    9. Michael B. Coelli & David A. Green & William P. Warburton, 2004. "Breaking the cycle? The effect of education on welfare receipt among children of welfare recipients," IFS Working Papers W04/14, Institute for Fiscal Studies. [Downloadable!]
      Other versions:
    10. Calderón-Madrid, Angel & Trejo, Belem, 2002. "The Impact of the Mexican Training Program for Unemployed Workers on Re-employment Dynamics and on Earnings," 10th International Conference on Panel Data, Berlin, July 5-6, 2002 A2-1, International Conferences on Panel Data. [Downloadable!]
    11. Michael Gerfin & Robert E. Leu & Reto Nyffeler, 2003. "Berufliche Weiterbildung in der Schweiz," Diskussionsschriften dp0318, Universitaet Bern, Departement Volkswirtschaft. [Downloadable!]
    12. Fajnzylber, Pablo & Maloney, William F. & Rojas, Gabriel V. Montes, 2006. "Releasing constraints to growth or pushing on a string ? the impact of credit, training, business associations, and taxes on the performance of Mexican micro-firms," Policy Research Working Paper Series 3807, The World Bank. [Downloadable!]
    13. Mark Dusheiko & Hugh Gravelle & Rowena Jacobs, 2004. "The effect of practice budgets on patient waiting times: allowing for selection bias," Health Economics, John Wiley & Sons, Ltd., vol. 13(10), pages 941-958. [Downloadable!]

  16. Aakvik, A. & Heckman, J.J. & Vytlacil, E.J., 1999. "Training Effects on Employment when the Training Effects are Heterogenous : an Application to Norwegian Vocational Rehabilitation Programs," Norway; Department of Economics, University of Bergen 0599, Department of Economics, University of Bergen.

    Cited by:

    1. Hansen, Karsten T & Heckman, James J & Mullen, Kathleen J, 2003. "The effect of schooling and ability on achievement test scores," Working Paper Series 2003:13, IFAU - Institute for Labour Market Policy Evaluation. [Downloadable!]
      Other versions:
    2. Flavio Cunha & James J. Heckman, 2006. "A New Framework for the Analysis of Inequality," NBER Working Papers 12505, National Bureau of Economic Research, Inc. [Downloadable!] (restricted)
      Other versions:
    3. Pedro Carneiro & Karsten T. Hansen & James J. Heckman, 2003. "Estimating Distributions of Treatment Effects with an Application to the Returns to Schooling and Measurement of the Effects of Uncertainty on College," NBER Working Papers 9546, National Bureau of Economic Research, Inc. [Downloadable!] (restricted)
    4. Carneiro, Pedro & Hansen, Karsten T. & Heckman, James J., 2003. "Estimating Distributions of Treatment Effects with an Application to the Returns to Schooling and Measurement of the Effects of Uncertainty on College Choice," IZA Discussion Papers 767, Institute for the Study of Labor (IZA). [Downloadable!]
      Other versions:
    5. Pedro Carneiro, 2003. "Evaluating Education Policies when the Rate of Return Varies Across Individuals," Cuadernos de Economía (Latin American Journal of Economics), Instituto de Economía. Pontificia Universidad Católica de Chile., vol. 40(121), pages 516-529. [Downloadable!]
    6. Frölich, Markus & Heshmati, Almas & Lechner, Michael, 2000. "A Microeconometric Evaluation of Rehabilitation of Long-term Sickness in Sweden," Working Paper Series in Economics and Finance 373, Stockholm School of Economics, revised 03 Apr 2000.
      Other versions:
    7. Heckman, James J. & Urzua, Sergio & Vytlacil, Edward, 2008. "Instrumental Variables in Models with Multiple Outcomes: The General Unordered Case," IZA Discussion Papers 3565, Institute for the Study of Labor (IZA). [Downloadable!]
      Other versions:
    8. Melkersson, Maria, 1999. "Policy programmes only for a few? Participation in labour market programmes among Swedish disabled workers," Working Paper Series 1999:1, IFAU - Institute for Labour Market Policy Evaluation. [Downloadable!]

  17. John Cawley & James Heckman & Edward Vytlacil, 1998. "Understanding the Role of Cognitive Ability in Accounting for the Recent Rise in the Economic Return to Education," NBER Working Papers 6388, National Bureau of Economic Research, Inc. [Downloadable!] (restricted)

    Cited by:

    1. Lance J. Lochner & Alexander Monge-Naranjo, 2008. "The Nature of Credit Constraints and Human Capital," NBER Working Papers 13912, National Bureau of Economic Research, Inc. [Downloadable!] (restricted)
    2. Kevin Denny & Vincent O'Sullivan, 2004. "Can education compensate for low ability? Evidence from British data," IFS Working Papers W04/19, Institute for Fiscal Studies. [Downloadable!]
      Other versions:
    3. Paolo Buonanno, 2003. "The Socioeconomic Determinants of Crime. A Review of the Literature," Working Papers 63, University of Milano-Bicocca, Department of Economics, revised Nov 2003. [Downloadable!]
    4. Flavio Cunha & James J. Heckman & Lance Lochner & Dimitriy V. Masterov, 2005. "Interpreting the Evidence on Life Cycle Skill Formation," NBER Working Papers 11331, National Bureau of Economic Research, Inc. [Downloadable!] (restricted)
      Other versions:
    5. Eric A. Hanushek, 2002. "The Long Run Importance of School Quality," NBER Working Papers 9071, National Bureau of Economic Research, Inc. [Downloadable!] (restricted)
    6. M. Christopher Auld & Nirmal Sidhu, 2004. "Schooling, cognitive ability, and health," HEW 0405005, EconWPA. [Downloadable!]
      Other versions:
    7. Carneiro, Pedro & Heckman, James J., 2002. "The Evidence on Credit Constraints in Post-Secondary Schooling," IZA Discussion Papers 518, Institute for the Study of Labor (IZA). [Downloadable!]
      Other versions:
    8. Kevin Denny & Colm Harmon & Vincent O'Sullivan, 2004. "Education, earnings and skills: a multi-country comparison," IFS Working Papers W04/08, Institute for Fiscal Studies. [Downloadable!]
    9. Kevin J Denny & Colm P Harmon & Vincent O’Sullivan, 2003. "Functional Literacy, Educational Attainment and Earnings - A Multi-Country Comparison," Working Papers 200319, School Of Economics, University College Dublin. [Downloadable!]
    10. Kevin Denny & Vincent O'Sullivan, 2004. "Alternative Instruments for Institutional Quality and the Effect of European Settlements on Economic Development," Working Papers 200420, School Of Economics, University College Dublin. [Downloadable!]
    11. Philippe Belley & Lance Lochner, 2007. "The Changing Role of Family Income and Ability in Determining Educational Achievement," NBER Working Papers 13527, National Bureau of Economic Research, Inc. [Downloadable!] (restricted)
      Other versions:
    12. James Heckman & Edward Vytlacil, 2000. "Identifying the Role of Cognitive Ability in Explaining the Level of and Change in the Return to Schooling," NBER Working Papers 7820, National Bureau of Economic Research, Inc. [Downloadable!] (restricted)
      Other versions:

  18. John Cawley & Karen Conneely & James Heckman & Edward Vytlacil, 1996. "Cognitive Ability, Wages, and Meritocracy," NBER Working Papers 5645, National Bureau of Economic Research, Inc. [Downloadable!] (restricted)

    Cited by:

    1. Jeremy A. Verlinda, 2006. "A comparison of two common approaches for estimating marginal effects in binary choice models," Applied Economics Letters, Taylor and Francis Journals, vol. 13(2), pages 77-80, February. [Downloadable!] (restricted)
    2. Pedro Carneiro & Karsten T. Hansen & James J. Heckman, 2003. "Estimating Distributions of Treatment Effects with an Application to the Returns to Schooling and Measurement of the Effects of Uncertainty on College," NBER Working Papers 9546, National Bureau of Economic Research, Inc. [Downloadable!] (restricted)
    3. Carneiro, Pedro & Hansen, Karsten T. & Heckman, James J., 2003. "Estimating Distributions of Treatment Effects with an Application to the Returns to Schooling and Measurement of the Effects of Uncertainty on College Choice," IZA Discussion Papers 767, Institute for the Study of Labor (IZA). [Downloadable!]
      Other versions:
    4. Anna Sanz De Galdeano, 2004. "Does Parental Divorce Affect Adolescents' Cognitive Development? Evidence from Longitudinal Data," CSEF Working Papers 128, Centre for Studies in Economics and Finance (CSEF), University of Naples, Italy. [Downloadable!]
    5. Samuel Bentolila & Claudio Michelacci & Javier Suarez, 2004. "Social Contacts And Occupational Choice," Working Papers wp2004_06, CEMFI. [Downloadable!]
      Other versions:
    6. Nicola Persico & Andrew Postlewaite & Dan Silverman, 2003. "The Effect of Adolescent Experience on Labor Market Outcomes: The Case of Height," PIER Working Paper Archive 03-036, Penn Institute for Economic Research, Department of Economics, University of Pennsylvania. [Downloadable!]
      Other versions:
    7. Justin L. Tobias, 2003. "The effects of cognitive ability and high school quality on college entry decisions: nonparametric estimation of parameters of interest," Applied Economics, Taylor and Francis Journals, vol. 35(2), pages 209-215, January. [Downloadable!] (restricted)
    8. Donal O'Neill & Olive Sweetman & Dirk van de Gaer, 2000. "Estimating Counterfactual Densities: An application to Black-White Wage Differentials in the U.S," Economics, Finance and Accounting Department Working Paper Series n1040600, Department of Economics, Finance and Accounting, National University of Ireland - Maynooth. [Downloadable!]
    9. James J. Heckman & Justin L. Tobias & Edward Vytlacil, 2000. "Simple Estimators for Treatment Parameters in a Latent Variable Framework with an Application to Estimating the Returns to Schooling," NBER Working Papers 7950, National Bureau of Economic Research, Inc. [Downloadable!] (restricted)
    10. Gianni De Fraja, 2003. "Reverse Discrimination and Efficiency in Education," CEIS Research Paper 38, Tor Vergata University, CEIS. [Downloadable!]
      Other versions:
    11. Nicola Persico & Andrew Postlewaite & Dan Silverman, 2001. "The Effect of Adolescent Experience on Labor Market Outcomes: The Case of Height, Third Version," PIER Working Paper Archive 04-013, Penn Institute for Economic Research, Department of Economics, University of Pennsylvania, revised 05 Jan 2004. [Downloadable!]
    12. John Cawley & James Heckman & Edward Vytlacil, 1998. "Understanding the Role of Cognitive Ability in Accounting for the Recent Rise in the Economic Return to Education," NBER Working Papers 6388, National Bureau of Economic Research, Inc. [Downloadable!] (restricted)
    13. Fisher, Monica, 2005. "Why Is U.S. Poverty Higher In Nonmetropolitan Than Metropolitan Areas? Evidence From The Panel Study Of Income Dynamics," Working Papers 18904, Oregon State University, Rural Poverty Research Center (RPRC). [Downloadable!]
    14. Justin L. Tobias & Mingliang Li, 2003. "A finite-sample hierarchical analysis of wage variation across public high schools: evidence from the NLSY and high school and beyond," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 18(3), pages 315-336. [Downloadable!]
    15. Sanz de Galdeano, Anna & Vuri, Daniela, 2004. "Does Parental Divorce Affect Adolescents' Cognitive Development? Evidence from Longitudinal Data," IZA Discussion Papers 1206, Institute for the Study of Labor (IZA). [Downloadable!]
    16. Rachel Dunifon & Greg J. Duncan & Jeanne Brooks-Gunn, 2001. "As Ye Sweep, So Shall Ye Reap," American Economic Review, American Economic Association, vol. 91(2), pages 150-154, May. [Downloadable!] (restricted)
    17. Kevin Denny & Colm Harmon & Sandra Redmond, 2000. "Functional literacy, educational attainment and earnings - evidence from the international adult literacy survey," IFS Working Papers W00/09, Institute for Fiscal Studies. [Downloadable!]
    18. De Fraja, Gianni, 2002. "Affirmative Action and Efficiency in Education," CEPR Discussion Papers 3357, C.E.P.R. Discussion Papers. [Downloadable!] (restricted)
    19. James Heckman & Edward Vytlacil, 2000. "Identifying the Role of Cognitive Ability in Explaining the Level of and Change in the Return to Schooling," NBER Working Papers 7820, National Bureau of Economic Research, Inc. [Downloadable!] (restricted)
      Other versions:


Articles

  1. J. P. Florens & J. J. Heckman & C. Meghir & E. Vytlacil, 2008. "Identification of Treatment Effects Using Control Functions in Models With Continuous, Endogenous Treatment and Heterogeneous Effects," Econometrica, Econometric Society, vol. 76(5), pages 1191-1206, 09. [Downloadable!] (restricted)
    Other versions:

    See citations under working paper version above.

  2. Jay Bhattacharya & Azeem M. Shaikh & Edward Vytlacil, 2008. "Treatment Effect Bounds under Monotonicity Assumptions: An Application to Swan-Ganz Catheterization," American Economic Review, American Economic Association, vol. 98(2), pages 351-56, May. [Downloadable!]

    Cited by:

    1. Kyungchul Song, 2009. "Point Decisions for Interval-Identified Parameters," PIER Working Paper Archive 09-036, Penn Institute for Economic Research, Department of Economics, University of Pennsylvania. [Downloadable!]
    2. Heckman, James J. & Urzua, Sergio & Vytlacil, Edward, 2008. "Instrumental Variables in Models with Multiple Outcomes: The General Unordered Case," IZA Discussion Papers 3565, Institute for the Study of Labor (IZA). [Downloadable!]
      Other versions:

  3. Edward Vytlacil & Nese Yildiz, 2007. "Dummy Endogenous Variables in Weakly Separable Models," Econometrica, Econometric Society, vol. 75(3), pages 757-779, 05. [Downloadable!] (restricted)

    Cited by:

    1. Pedro Carneiro & Sokbae 'Simon' Lee, 2009. "Estimating distributions of potential outcomes using local instrumental variables with an application to changes in college enrollment and wage inequality," CeMMAP working papers CWP01/09, Centre for Microdata Methods and Practice, Institute for Fiscal Studies. [Downloadable!]
    2. Kamhon Kan & Chihwa Kao, 2005. "Simulation-Based Two-Step Estimation with Endogenous Regressors," Center for Policy Research Working Papers 76, Center for Policy Research, Maxwell School, Syracuse University. [Downloadable!]
    3. Jay Bhattacharya & Azeem Shaikh & Edward Vytlacil, 2005. "Treatment Effect Bounds: An Application to Swan-Ganz Catheterization," NBER Working Papers 11263, National Bureau of Economic Research, Inc. [Downloadable!] (restricted)
    4. Steven T. Berry & Philip A. Haile, 2009. "Identification of a Heterogeneous Generalized Regression Model with Group Effects," Cowles Foundation Discussion Papers 1732, Cowles Foundation, Yale University. [Downloadable!]

  4. Edward Vytlacil, 2006. "A Note on Additive Separability and Latent Index Models of Binary Choice: Representation Results," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 68(4), pages 515-518, 08. [Downloadable!] (restricted)

    Cited by:

    1. James J. Heckman & Sergio Urzua & Edward Vytlacil, 2006. "Understanding Instrumental Variables in Models with Essential Heterogeneity," IZA Discussion Papers 2320, Institute for the Study of Labor (IZA). [Downloadable!]
      Other versions:
    2. Stefan Boes, 2007. "Nonparametric Analysis of Treatment Effects in Ordered Response Models," Working Papers 0709, University of Zurich, Socioeconomic Institute. [Downloadable!]
    3. Azeem Shaikh & Edward Vytlacil, 2005. "Threshold Crossing Models and Bounds on Treatment Effects: A Nonparametric Analysis," NBER Technical Working Papers 0307, National Bureau of Economic Research, Inc. [Downloadable!] (restricted)

  5. 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, 01. [Downloadable!] (restricted)
    Other versions:

    See citations under working paper version above.

  6. Edward Vytlacil, 2006. "Ordered Discrete-Choice Selection Models and Local Average Treatment Effect Assumptions: Equivalence, Nonequivalence, and Representation Results," The Review of Economics and Statistics, MIT Press, vol. 88(3), pages 578-581, 08. [Downloadable!] (restricted)

    Cited by:

    1. Flavio Cunha & James J. Heckman & Salvador Navarro, 2007. "The Identification and Economic Content of Ordered Choice Models with Stochastic Thresholds," IZA Discussion Papers 2940, Institute for the Study of Labor (IZA). [Downloadable!]
      Other versions:
    2. Flavio Cunha & James J. Heckman & Salvador Navarro, 2007. "The Identification & Economic Content of Ordered Choice Models with Stochastic Thresholds," Working Papers 200726, Geary Institute, University College Dublin. [Downloadable!]

  7. James J. Heckman & Edward Vytlacil, 2005. "Structural Equations, Treatment Effects, and Econometric Policy Evaluation," Econometrica, Econometric Society, vol. 73(3), pages 669-738, 05. [Downloadable!] (restricted)
    Other versions:

    See citations under working paper version above.

  8. Aakvik, Arild & Heckman, James J. & Vytlacil, Edward J., 2005. "Estimating treatment effects for discrete outcomes when responses to treatment vary: an application to Norwegian vocational rehabilitation programs," Journal of Econometrics, Elsevier, vol. 125(1-2), pages 15-51. [Downloadable!] (restricted)

    Cited by:

    1. James J. Heckman & Salvador Navarro-Lozano, 2003. "Using Matching, Instrumental Variables and Control Functions to Estimate Economic Choice Models," NBER Working Papers 9497, National Bureau of Economic Research, Inc. [Downloadable!] (restricted)
      Other versions:
    2. Westlie, Lars, 2008. "Norwegian Vocational Rehabilitation Programs: Improving Employability and Preventing Disability?," Memorandum 24/2008, Oslo University, Department of Economics. [Downloadable!]
    3. Henning Bach & Nabanita Datta Gupta & Jan Høgelund, 2007. "Employment Effects of Educational Measures for Work-Injured People," IZA Discussion Papers 2657, Institute for the Study of Labor (IZA). [Downloadable!]
    4. H. Lehmann & J. Kluve, 2008. "Assessing Active Labor Market Policies in Transition Economies," Working Papers 646, Dipartimento Scienze Economiche, Universita' di Bologna. [Downloadable!]
    5. Andrew M. Jones, 2007. "Identification of treatment effects in Health Economics," Health Economics, John Wiley & Sons, Ltd., vol. 16(11), pages 1127-1131. [Downloadable!]
    6. Ekhaugen, Tyra, 2007. "Long-term Outcomes of Vocational Rehabilitation Programs: Labor Market Transitions and Job Durations for Immigrants," Memorandum 10/2007, Oslo University, Department of Economics. [Downloadable!]
    7. Jaap Abbring & James Heckman, 2008. "Dynamic policy analysis," CeMMAP working papers CWP05/08, Centre for Microdata Methods and Practice, Institute for Fiscal Studies. [Downloadable!]
    8. James J. Heckman & Salvador Navarro, 2005. "Dynamic Discrete Choice and Dynamic Treatment Effects," IZA Discussion Papers 1790, Institute for the Study of Labor (IZA). [Downloadable!]
      Other versions:
    9. Robert Moffit, 2007. "Estimating Marginal Treatment Effects in Heterogeneous Populations," Economics Working Paper Archive 539, The Johns Hopkins University,Department of Economics. [Downloadable!]
    10. Eva Reinowski & Birgit Schultz, 2006. "Microeconometric Evaluation of Selected ESF-funded ALMP-Programmes," IWH Discussion Papers 17-06, Halle Institute for Economic Research. [Downloadable!]
    11. Miguel Angel Malo & Fernando Muñoz-Bullón, 2006. "Employment promotion measures and the quality of the job match for persons with disabilities," Hacienda Pública Española, IEF, vol. 179(4), pages 79-111, September. [Downloadable!]
    12. James J. Heckman & Lance J. Lochner & Petra E. Todd, 2005. "Earnings Functions, Rates of Return and Treatment Effects: The Mincer Equation and Beyond," NBER Working Papers 11544, National Bureau of Economic Research, Inc. [Downloadable!] (restricted)
      Other versions:
    13. Jan Høgelund & Anders Holm, . "The Reservation Wage Theory, Vocational Rehabilitation and the Return to Work of Disabled Employees," CAM Working Papers 2006-07, University of Copenhagen. Department of Economics. Centre for Applied Microeconometrics. [Downloadable!]
    14. Brian Krogh Graversen & Peter Jensen, 2006. "A Reappraisal of the Virtues of Private Sector Employment Programmes," IZA Discussion Papers 2230, Institute for the Study of Labor (IZA). [Downloadable!]
    15. Jan Høgelund, & Anders Holm & James McIntosh, 2009. "Does graded return to work improve disabled workers’ labor market attachment?," CAM Working Papers 2009-06, University of Copenhagen. Department of Economics. Centre for Applied Microeconometrics. [Downloadable!]
    16. Robert LaLonde, 2004. "Should We Teach Old Dogs New Tricks? The Impact of Community College Retraining on Older Displaced Workers," Working Papers 0412, Harris School of Public Policy Studies, University of Chicago. [Downloadable!]
    17. Montoro Pons, Juan D. & Cuadrado García, Manuel, 2009. "Determinantes del éxito comercial en las industrias culturales. Análisis del sector fonográfico en España/," Estudios de Economía Aplicada, Estudios de Economía Aplicada, vol. 27, pages 253-272, Abril. [Downloadable!] (restricted)
    18. Louis S. Jacobson & Robert LaLonde & Daniel G. Sullivan, 2003. "Should we teach old dogs new tricks? the impact of community college retraining on older displaced workers," Working Paper Series WP-03-25, Federal Reserve Bank of Chicago. [Downloadable!]
    19. Andrén, D & Andrén, T, 2009. "Part-Time Sick Leave as a Treatment Method?," Health, Econometrics and Data Group (HEDG) Working Papers 09/01, HEDG, c/o Department of Economics, University of York. [Downloadable!]
      Other versions:
    20. Andrén, Daniela & Thomas, Andrén, 2009. "Starting Sick Leave on Part-Time as a Treatment Method?," Working Papers 2009:10, Örebro University, Swedish Business School. [Downloadable!]
    21. Andrén, Daniela, 2009. "How to evaluate the impact of part-time sick leave on the probability of recovering," Working Papers 2009:13, Örebro University, Swedish Business School. [Downloadable!]
    22. Robert Moffitt, 2007. "Estimating Marginal Returns to Higher Education in the UK," NBER Working Papers 13534, National Bureau of Economic Research, Inc. [Downloadable!] (restricted)

  9. James Heckman & Justin L. Tobias & Edward Vytlacil, 2003. "Simple Estimators for Treatment Parameters in a Latent-Variable Framework," The Review of Economics and Statistics, MIT Press, vol. 85(3), pages 748-755, 06. [Downloadable!] (restricted)
    Other versions:

    See citations under working paper version above.

  10. Edward Vytlacil, 2002. "Independence, Monotonicity, and Latent Index Models: An Equivalence Result," Econometrica, Econometric Society, vol. 70(1), pages 331-341, January. [Downloadable!] (restricted)

    Cited by:

    1. Pedro Carneiro & James J. Heckman & Edward J. Vytlacil, 2009. "Evaluating Marginal Policy Changes and the Average Effect of Treatment for Individuals at the Margin," NBER Working Papers 15211, National Bureau of Economic Research, Inc. [Downloadable!] (restricted)
      Other versions:
    2. Heckman, James J. & Schmierer, Daniel & Urzua, Sergio, 2009. "Testing the Correlated Random Coefficient Model," IZA Discussion Papers 4525, Institute for the Study of Labor (IZA). [Downloadable!]
    3. Patrinos, Harry Anthony & Sakellariou, Chris, 2004. "Schooling and labor market impacts of a natural policy experiment," Policy Research Working Paper Series 3460, The World Bank. [Downloadable!]
      Other versions:
    4. James J. Heckman & Edward Vytlacil, 2001. "Policy-Relevant Treatment Effects," American Economic Review, American Economic Association, vol. 91(2), pages 107-111, May. [Downloadable!] (restricted)
    5. James J. Heckman & Daniel A. Schmierer & Sergio S. Urzua, 2009. "Testing the Correlated Random Coefficient Model," NBER Working Papers 15463, National Bureau of Economic Research, Inc. [Downloadable!] (restricted)
    6. Michael Lechner & Ruth Miquel, 2005. "Identification of the Effects of Dynamic Treatments by Sequential Conditional Independence Assumptions," University of St. Gallen Department of Economics working paper series 2005 2005-17, Department of Economics, University of St. Gallen. [Downloadable!]
    7. Florens, Jean-Pierre & Heckman, James & Meghir, Costas & Vytlacil, Edward, 2003. "Instrumental Variables, Local Instrumental Variables and Control Functions," IDEI Working Papers 249, Institut d'Économie Industrielle (IDEI), Toulouse. [Downloadable!]
      Other versions:
    8. Aakvik, Arild & Salvanes, Kjell G. & Vaage, Kjell, 2003. "Measuring Heterogeneity in the Returns to Education in Norway Using Educational Reforms," IZA Discussion Papers 815, Institute for the Study of Labor (IZA). [Downloadable!]
      Other versions:
    9. Arthur Lewbel, 2004. "Estimation of Average Treatment Effects With Misclassification," Econometric Society 2004 North American Winter Meetings 210, Econometric Society. [Downloadable!]
      Other versions:
    10. Pedro Carneiro & Sokbae 'Simon' Lee, 2009. "Estimating distributions of potential outcomes using local instrumental variables with an application to changes in college enrollment and wage inequality," CeMMAP working papers CWP01/09, Centre for Microdata Methods and Practice, Institute for Fiscal Studies. [Downloadable!]
    11. Alan Manning, 2004. "Instrumental Variables for Binary Treatments with Heterogeneous Treatment Effects: A Simple Exposition," CEP Discussion Papers dp0619, Centre for Economic Performance, LSE. [Downloadable!]
    12. Christian Durán, 2004. "Evaluación microeconométrica de las políticas públicas de empleo: aspectos metodológicos," Hacienda Pública Española, IEF, vol. 170(3), pages 107-133, september. [Downloadable!]
    13. Carneiro, Pedro & Heckman, James J., 2002. "The Evidence on Credit Constraints in Post-Secondary Schooling," IZA Discussion Papers 518, Institute for the Study of Labor (IZA). [Downloadable!]
      Other versions:
    14. Christian Belzil, 2006. "The Return to Schooling in Structural Dynamic Models: A Survey," IZA Discussion Papers 2370, Institute for the Study of Labor (IZA). [Downloadable!]
      Other versions:
    15. David S. Lee, 2005. "Training, Wages, and Sample Selection: Estimating Sharp Bounds on Treatment Effects," NBER Working Papers 11721, National Bureau of Economic Research, Inc. [Downloadable!] (restricted)
    16. David S. Lee, 2002. "Trimming for Bounds on Treatment Effects with Missing Outcomes," NBER Technical Working Papers 0277, National Bureau of Economic Research, Inc. [Downloadable!] (restricted)
    17. Arthur Lewbel, 2000. "Endogenous Selection Or Treatment Model Estimation," Boston College Working Papers in Economics 462, Boston College Department of Economics, revised 13 Jun 2007. [Downloadable!]
      Other versions:
    18. Michael Lechner, 2002. "Mikroökonometrische Evaluation arbeitsmarktpolitischer Massnahmen," University of St. Gallen Department of Economics working paper series 2002 2002-20, Department of Economics, University of St. Gallen. [Downloadable!]
    19. Nabanita Datta Gupta & Marianne Simonsen, 2007. "Non-cognitive Child Outcomes and Universal High Quality Child Care," Economics Working Papers 2007-17, School of Economics and Management, University of Aarhus. [Downloadable!]
      Other versions:
    20. James J. Heckman & Edward J. Vytlacil, 2000. "Local Instrumental Variables," NBER Technical Working Papers 0252, National Bureau of Economic Research, Inc. [Downloadable!] (restricted)
    21. Le-Yu Chen, 2009. "Identification of structural dynamic discrete choice models," CeMMAP working papers CWP08/09, Centre for Microdata Methods and Practice, Institute for Fiscal Studies. [Downloadable!]
    22. James J. Heckman & Edward J. Vytlacil, 2000. "Instrumental Variables, Selection Models, and Tight Bounds on the Average Treatment Effect," NBER Technical Working Papers 0259, National Bureau of Economic Research, Inc. [Downloadable!] (restricted)
    23. Martin Huber, 2009. "Treatment evaluation in the presence of sample selection," University of St. Gallen Department of Economics working paper series 2009 2009-07, Department of Economics, University of St. Gallen. [Downloadable!]
    24. Heckman, James J. & Navarro-Lozano, Salvador, 2003. "Using Matching, Instrumental Variables and Control Functions to Estimate Economic Choice Models," IZA Discussion Papers 768, Institute for the Study of Labor (IZA). [Downloadable!]
      Other versions:
    25. Arild Aakvik & James J. Heckman & Edward J. Vytlacil, 2000. "Treatment Effects for Discrete Outcomes when Responses to Treatment Vary Among Observationally Identical Persons: An Application to Norwegian ..," NBER Technical Working Papers 0262, National Bureau of Economic Research, Inc. [Downloadable!] (restricted)
    26. Andrew Chesher, 2002. "Instrumental Values," CeMMAP working papers CWP17/02, Centre for Microdata Methods and Practice, Institute for Fiscal Studies. [Downloadable!]
      Other versions:
    27. Heckman, James J. & Urzua, Sergio & Vytlacil, Edward, 2008. "Instrumental Variables in Models with Multiple Outcomes: The General Unordered Case," IZA Discussion Papers 3565, Institute for the Study of Labor (IZA). [Downloadable!]
      Other versions:
    28. Tobias J. Klein, 2007. "Heterogeneous Treatment Effects: Instrumental Variables without Monotonicity?," IZA Discussion Papers 2738, Institute for the Study of Labor (IZA). [Downloadable!]
      Other versions:

  11. Cawley, John & Heckman, James & Vytlacil, Edward, 2001. "Three observations on wages and measured cognitive ability," Labour Economics, Elsevier, vol. 8(4), pages 419-442, September. [Downloadable!] (restricted)

    Cited by:

    1. Ham, Roger & Junankar, Pramod N. (Raja) & Wells, Robert, 2009. "Antagonistic Managers, Careless Workers and Extraverted Salespeople: An Examination of Personality in Occupational Choice," IZA Discussion Papers 4193, Institute for the Study of Labor (IZA). [Downloadable!]
    2. Jeremy A. Verlinda, 2006. "A comparison of two common approaches for estimating marginal effects in binary choice models," Applied Economics Letters, Taylor and Francis Journals, vol. 13(2), pages 77-80, February. [Downloadable!] (restricted)
    3. Ozkan Eren & Ozan Sula, 2009. "The Effect of Ability on Young Men’s Self-Employment Decision: Evidence from the NELS," Working Papers 0913, University of Nevada, Las Vegas , Department of Economics. [Downloadable!]
    4. Egger, Hartmut & Grossmann, Volker, 2004. "Noncognitive Abilities and Within-Group Wage Inequality," IZA Discussion Papers 1024, Institute for the Study of Labor (IZA). [Downloadable!]
    5. Thomas Dohmen & Armin Falk & David Huffman & Uwe Sunde, 2007. "Are Risk Aversion and Impatience Related to Cognitive Ability?," IZA Discussion Papers 2735, Institute for the Study of Labor (IZA). [Downloadable!]
      Other versions:
    6. Judith Semeijn & Rolf van der Velden & Hans Heijke & Cees van der Vleuten & Henny Boshuizen, 2005. "The Role of Education in Selection and Allocation in the Labour Market: An Empirical Study in the Medical Field," Education Economics, Taylor and Francis Journals, vol. 13(4), pages 449-477, December. [Downloadable!] (restricted)
      Other versions:
    7. Fernando Galindo-Rueda & Anna Vignoles, 2003. "Class Ridden or Meritocratic? An Economic Analysis of Recent Changes in Britain," CEE Discussion Papers 0032, Centre for the Economics of Education, LSE. [Downloadable!]
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    8. Myoung-Jae Lee & Yip Chun Seng, 2005. "Non-market Leadership Experience and Labor Market Success: Evidence From Military Rank," Working Papers 12-2005, Singapore Management University, School of Economics. [Downloadable!]
    9. David Haardt, 2007. "Cognitive functioning and labour force participation among older men and women in England," Social and Economic Dimensions of an Aging Population Research Papers 222, McMaster University. [Downloadable!]
    10. Guido Heineck & Silke Anger, 2008. "The Returns to Cognitive Abilities and Personality Traits in Germany," Discussion Papers of DIW Berlin 836, DIW Berlin, German Institute for Economic Research. [Downloadable!]
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    11. Liang Zhao & Joyce P. Jacobsen, 2006. "Revisiting The Bell Curve Debate Regarding the Effects of Cognitive Ability on Wages," Wesleyan Economics Working Papers 2006-026, Wesleyan University, Department of Economics. [Downloadable!]
    12. Galindo-Rueda, Fernando, 2003. "Employer Learning and Schooling-Related Statistical Discrimination in Britain," IZA Discussion Papers 778, Institute for the Study of Labor (IZA). [Downloadable!]
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    13. Jonathan Heathcote & Kjetil Storesletten & Giovanni L. Violante, 2008. "The Macroeconomic Implications of Rising Wage Inequality in the United States," NBER Working Papers 14052, National Bureau of Economic Research, Inc. [Downloadable!] (restricted)
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    14. Mary A. Silles, 2005. "Computer Use and Earnings," CAM Working Papers 2005-05, University of Copenhagen. Department of Economics. Centre for Applied Microeconometrics. [Downloadable!]
    15. Lundborg, Petter & Nystedt, Paul & Rooth, Dan-Olof, 2009. "The Height Premium in Earnings: The Role of Physical Capacity and Cognitive and Non-Cognitive Skills," IZA Discussion Papers 4266, Institute for the Study of Labor (IZA). [Downloadable!]
    16. Eliasson, Kent, 2006. "The Role of Ability in Estimating the Returns to College Choice: New Swedish Evidence," UmeÃ¥ Economic Studies 691, Umeå University, Department of Economics. [Downloadable!]
    17. Mary A. Silles, 2005. "Personality, Education and Earnings," CAM Working Papers 2005-06, University of Copenhagen. Department of Economics. Centre for Applied Microeconometrics. [Downloadable!]
    18. Robert Kaestner, 2009. "Adolescent Cognitive and Non-cognitive Correlates of Adult Health," NBER Working Papers 14924, National Bureau of Economic Research, Inc. [Downloadable!] (restricted)
    19. Eleanor Brown & Rosanna Smart, 2007. "Racial Differences in Civic Participation and Charitable Giving: The Confounding Effects of Educational Attainment and Unmeasured Ability," The Review of Black Political Economy, Springer, vol. 34(3), pages 259-271, December. [Downloadable!] (restricted)
    20. Ham, Roger & Junankar, Pramod N. (Raja) & Wells, Robert, 2009. "Occupational Choice: Personality Matters," IZA Discussion Papers 4105, Institute for the Study of Labor (IZA). [Downloadable!]
    21. Daniel J. Benjamin & Sebastian A. Brown & Jesse M. Shapiro, 2006. "Who is “Behavioral”? Cognitive Ability and Anomalous Preferences," Levine's Working Paper Archive 122247000000001334, David K. Levine. [Downloadable!]
    22. Burnham, Terence C. & Cesarini, David & Wallace, Björn & Johannesson, Magnus & Lichtenstein, Paul, 2007. "Billiards and Brains: Cognitive Ability and Behavior in a p-Beauty Contest," Working Paper Series in Economics and Finance 684, Stockholm School of Economics. [Downloadable!]

  12. James Heckman & Justin L. Tobias & Edward Vytlacil, 2001. "Four Parameters of Interest in the Evaluation of Social Programs," Southern Economic Journal, Southern Economic Association, vol. 68(2), pages 210-223, October.
    Other versions:

    See citations under working paper version above.

  13. James Heckman & Edward Vytlacil, 2001. "Identifying The Role Of Cognitive Ability In Explaining The Level Of And Change In The Return To Schooling," The Review of Economics and Statistics, MIT Press, vol. 83(1), pages 1-12, February. [Downloadable!] (restricted)
    Other versions:

    See citations under working paper version above.

  14. James J. Heckman & Edward Vytlacil, 2001. "Policy-Relevant Treatment Effects," American Economic Review, American Economic Association, vol. 91(2), pages 107-111, May. [Downloadable!] (restricted)

    Cited by:

    1. Partha Deb & Pravin K. Trivedi, 2002. "Specification and Simulated Likelihood Estimation of a Non-normal Outcome Model with Selection: Application to Health Care Utilization," Hunter College Department of Economics Working Papers 02/5, Hunter College: Department of Economics, revised 2004. [Downloadable!]
    2. P. Deb & F. Rosati, 2004. "Estimating the effect of fertility decisions on child labour and schooling," UCW Working Paper 30, Understanding Children's Work (UCW Project). [Downloadable!]
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    3. Hongbin Cai & Yuyu Chen & Hanming Fang, 2007. "Observational Learning: Evidence from a Randomized Natural Field Experiment," NBER Working Papers 13516, National Bureau of Economic Research, Inc. [Downloadable!] (restricted)
      Other versions:
    4. Anirban Basu & James J. Heckman & Salvador Navarro-Lozano & Sergio Urzua, 2007. "Use of instrumental variables in the presence of heterogeneity and self-selection: An application in breast cancer patients," Health, Econometrics and Data Group (HEDG) Working Papers 07/07, HEDG, c/o Department of Economics, University of York. [Downloadable!]
    5. Etienne Dumont & Bernard Fortin & Nicolas Jacquemet & Bruce Shearer, 2007. "Physicians’ Multitasking and Incentives: Empirical Evidence from a Natural Experiment," IZA Discussion Papers 3229, Institute for the Study of Labor (IZA). [Downloadable!]
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    6. Christian Durán, 2004. "Evaluación microeconométrica de las políticas públicas de empleo: aspectos metodológicos," Hacienda Pública Española, IEF, vol. 170(3), pages 107-133, september. [Downloadable!]
    7. Jeffrey Smith & Petra Todd, 2003. "Does Matching Overcome Lalonde's Critique of Nonexperimental Estimators?," University of Western Ontario, CIBC Human Capital and Productivity Project Working Papers 20035, University of Western Ontario, CIBC Human Capital and Productivity Project. [Downloadable!]
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    8. Blundell, Richard & Gosling, Amanda & Ichimura, Hidehiko & Meghir, Costas, 2004. "Changes in the Distribution of Male and Female Wages Accounting for Employment Composition Using Bounds," IZA Discussion Papers 1350, Institute for the Study of Labor (IZA). [Downloadable!]
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    9. Petra E. Todd & Kenneth I. Wolpin, 2003. "On The Specification and Estimation of The Production Function for Cognitive Achievement," Economic Journal, Royal Economic Society, vol. 113(485), pages F3-F33, February. [Downloadable!] (restricted)
    10. Martinez Perez, Jorge Eduardo & Mendez Martinez, Ildefonso, 2008. "¿Qué podemos saber sobre el Valor Estadístico de la Vida en España utilizando datos laborales?," MPRA Paper 11165, University Library of Munich, Germany. [Downloadable!]
    11. Timothy J. Bartik, 2002. "Evaluating the Impacts of Local Economic Development Policies On Local Economic Outcomes: What Has Been Done and What is Doable?," Staff Working Papers 03-89, W.E. Upjohn Institute for Employment Research. [Downloadable!] (restricted)
    12. Anirban Basu & James J. Heckman & Salvador Navarro-Lozano & Sergio Urzua, 2007. "Use of instrumental variables in the presence of heterogeneity and self-selection: an application to treatments of breast cancer patients," Health Economics, John Wiley & Sons, Ltd., vol. 16(11), pages 1133-1157. [Downloadable!]
    13. M.Biggeri & L.Guarcello & S.Lyon & F.Rosati, 2003. "The Puzzle of 'Idle' Children: Neither in School nor performing Economic Activity: Evidence from six Countries," UCW Working Paper 5, Understanding Children's Work (UCW Project). [Downloadable!]
    14. Lokshin, Michael & Glinskaya, Elena, 2008. "The effect of male migration for work on employment patterns of females in nepal," Policy Research Working Paper Series 4757, The World Bank. [Downloadable!]

  15. Heckman, James J. & Vytlacil, Edward J., 2000. "The relationship between treatment parameters within a latent variable framework," Economics Letters, Elsevier, vol. 66(1), pages 33-39, January. [Downloadable!] (restricted)

    Cited by:

    1. Fernando Barceinas, 2003. "Endogeneidad y rendimientos de la educación," Estudios Económicos, El Colegio de México, Centro de Estudios Económicos, vol. 18(1), pages 79-131. [Downloadable!]
    2. Ismail, Ramlee, 2007. "The Impact of Schooling Reform on Returns to Education in Malaysia," MPRA Paper 15021, University Library of Munich, Germany, revised 29 Jan 2008. [Downloadable!]
    3. James J. Heckman & Salvador Navarro-Lozano, 2003. "Using Matching, Instrumental Variables and Control Functions to Estimate Economic Choice Models," NBER Working Papers 9497, National Bureau of Economic Research, Inc. [Downloadable!] (restricted)
      Other versions:
    4. Abdulbaki Bilgic & Wojciech Florkowski, 2009. "The impact of license regulation on the number of recreation trips: is it worth considering?," Journal of Regulatory Economics, Springer, vol. 35(1), pages 45-69, February. [Downloadable!] (restricted)
    5. Ruth Miquel, 2002. "Identification of Dynamic Treatment Effects by Instrumental Variables," University of St. Gallen Department of Economics working paper series 2002 2002-11, Department of Economics, University of St. Gallen. [Downloadable!]
    6. Anirban Basu & James J. Heckman & Salvador Navarro-Lozano & Sergio Urzua, 2007. "Use of instrumental variables in the presence of heterogeneity and self-selection: An application in breast cancer patients," Health, Econometrics and Data Group (HEDG) Working Papers 07/07, HEDG, c/o Department of Economics, University of York. [Downloadable!]
    7. Jay Bhattacharya & Azeem Shaikh & Edward Vytlacil, 2005. "Treatment Effect Bounds: An Application to Swan-Ganz Catheterization," NBER Working Papers 11263, National Bureau of Economic Research, Inc. [Downloadable!] (restricted)
    8. Carolyn J. Heinrich & Jeffrey B. Wenger, 2002. "The Economic Contributions of James J. Heckman and Daniel L. McFadden," Review of Political Economy, Taylor and Francis Journals, vol. 14(1), pages 69-89, January. [Downloadable!] (restricted)
    9. Mingliang Li & Dale J. Poirier & Justin L. Tobias, 2004. "Do dropouts suffer from dropping out? Estimation and prediction of outcome gains in generalized selection models," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 19(2), pages 203-225. [Downloadable!]
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    10. Brian Krogh Graversen & Peter Jensen, 2006. "A Reappraisal of the Virtues of Private Sector Employment Programmes," IZA Discussion Papers 2230, Institute for the Study of Labor (IZA). [Downloadable!]
    11. Anirban Basu & James J. Heckman & Salvador Navarro-Lozano & Sergio Urzua, 2007. "Use of instrumental variables in the presence of heterogeneity and self-selection: an application to treatments of breast cancer patients," Health Economics, John Wiley & Sons, Ltd., vol. 16(11), pages 1133-1157. [Downloadable!]
    12. Arild Aakvik & James J. Heckman & Edward J. Vytlacil, 2000. "Treatment Effects for Discrete Outcomes when Responses to Treatment Vary Among Observationally Identical Persons: An Application to Norwegian ..," NBER Technical Working Papers 0262, National Bureau of Economic Research, Inc. [Downloadable!] (restricted)
    13. Klein, T.J., 2008. "Heterogeneous Treatment Effects: Instrumental Variables Without Monotonicity?," Discussion Paper 2008-45, Tilburg University, Center for Economic Research. [Downloadable!]
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    14. Heckman, James J. & Urzua, Sergio & Vytlacil, Edward, 2008. "Instrumental Variables in Models with Multiple Outcomes: The General Unordered Case," IZA Discussion Papers 3565, Institute for the Study of Labor (IZA). [Downloadable!]
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  16. John Cawley & James Heckman & Edward Vytlacil, 1999. "On Policies To Reward The Value Added By Educators," The Review of Economics and Statistics, MIT Press, vol. 81(4), pages 720-727, November. [Downloadable!] (restricted)

    Cited by:

    1. Janet Currie & Duncan Thomas, 1999. "Early Test Scores, Socioeconomic Status and Future Outcomes," NBER Working Papers 6943, National Bureau of Economic Research, Inc. [Downloadable!] (restricted)
    2. Pedro Carneiro & James J. Heckman & Dimitriy V. Masterov, 2003. "Labor Market Discrimination and Racial Differences in Premarket Factors," NBER Working Papers 10068, National Bureau of Economic Research, Inc. [Downloadable!] (restricted)
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    3. Alan Krueger & Diane Whitmore, 2001. "Would Smaller Classes Help Close the Black-White Achievement Gap?," Working Papers 830, Princeton University, Department of Economics, Industrial Relations Section.. [Downloadable!]
    4. James J. Heckman, 1999. "Policies to Foster Human Capital," NBER Working Papers 7288, National Bureau of Economic Research, Inc. [Downloadable!] (restricted)
      Other versions:
    5. Dale J. Poirier & Gary Koop & Justin Tobias, 2005. "Semiparametric Bayesian inference in multiple equation models," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 20(6), pages 723-747. [Downloadable!]
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    6. Elizabeth Webster & Mark Wooden & Gary Marks, 2004. "Reforming the Labour Market for Australian Teachers," Melbourne Institute Working Paper Series wp2004n28, Melbourne Institute of Applied Economic and Social Research, The University of Melbourne. [Downloadable!]
    7. James J. Heckman & Dimitriy V. Masterov, 2005. "Allander Series: Skill Policies for Scotland," NBER Working Papers 11032, National Bureau of Economic Research, Inc. [Downloadable!] (restricted)
    8. Mototsugu Fukushige & Hideo Yunoue, 2006. "Valuing Medical Schools in Japan: National versus Private Universities," Discussion Papers in Economics and Business 06-02, Osaka University, Graduate School of Economics and Osaka School of International Public Policy (OSIPP). [Downloadable!]
    9. Heckman, James J. & Masterov, Dimitriy V., 2004. "Skill Policies for Scotland," IZA Discussion Papers 1444, Institute for the Study of Labor (IZA). [Downloadable!]
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Chapters

  1. James J. Heckman & Vytlacil, Edward J., 2007. "Econometric Evaluation of Social Programs, Part I: Causal Models, Structural Models and Econometric Policy Evaluation," Handbook of Econometrics, in: J.J. Heckman & E.E. Leamer (ed.), Handbook of Econometrics, edition 1, volume 6, chapter 70 Elsevier. [Downloadable!] (restricted)

    Cited by:

    1. Flavio Cunha & James J. Heckman & Salvador Navarro, 2007. "The Identification and Economic Content of Ordered Choice Models with Stochastic Thresholds," IZA Discussion Papers 2940, Institute for the Study of Labor (IZA). [Downloadable!]
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    2. Flavio Cunha & James J. Heckman, 2009. "The Economics and Psychology of Inequality and Human Development," NBER Working Papers 14695, National Bureau of Economic Research, Inc. [Downloadable!] (restricted)
      Other versions:
    3. Heckman, James J. & Matzkin, Rosa & Nesheim, Lars, 2009. "Nonparametric Identification and Estimation of Nonadditive Hedonic Models," IZA Discussion Papers 4329, Institute for the Study of Labor (IZA). [Downloadable!]
      Other versions:
    4. James J. Heckman & Sergio Urzua & Edward Vytlacil, 2006. "Understanding Instrumental Variables in Models with Essential Heterogeneity," IZA Discussion Papers 2320, Institute for the Study of Labor (IZA). [Downloadable!]
      Other versions:
    5. Takalo, Tuomas & Tanayama, Tanja & Toivanen, Otto, 2008. "Evaluating innovation policy: a structural treatment effect model of R&D subsidies," Research Discussion Papers 7/2008, Bank of Finland. [Downloadable!]
    6. Flavio Cunha & James J. Heckman & Salvador Navarro, 2007. "The Identification & Economic Content of Ordered Choice Models with Stochastic Thresholds," Working Papers 200726, Geary Institute, University College Dublin. [Downloadable!]
    7. Steven D. Levitt & John A. List, 2008. "Field Experiments in Economics: The Past, The Present, and The Future," NBER Working Papers 14356, National Bureau of Economic Research, Inc. [Downloadable!] (restricted)
      Other versions:

  2. James J. Heckman & Vytlacil, Edward J., 2007. "Econometric Evaluation of Social Programs, Part II: Using the Marginal Treatment Effect to Organize Alternative Econometric Estimators to Evaluate Social Programs, and to Forecast their Effects in New," Handbook of Econometrics, in: J.J. Heckman & E.E. Leamer (ed.), Handbook of Econometrics, edition 1, volume 6, chapter 71 Elsevier. [Downloadable!] (restricted)

    Cited by:

    1. James J. Heckman & Sergio Urzua & Edward Vytlacil, 2006. "Understanding Instrumental Variables in Models with Essential Heterogeneity," IZA Discussion Papers 2320, Institute for the Study of Labor (IZA). [Downloadable!]
      Other versions:
    2. Takalo, Tuomas & Tanayama, Tanja & Toivanen, Otto, 2008. "Evaluating innovation policy: a structural treatment effect model of R&D subsidies," Research Discussion Papers 7/2008, Bank of Finland. [Downloadable!]
    3. Steven D. Levitt & John A. List, 2008. "Field Experiments in Economics: The Past, The Present, and The Future," NBER Working Papers 14356, National Bureau of Economic Research, Inc. [Downloadable!] (restricted)
      Other versions:


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