메뉴 건너뛰기




Volumn 66, Issue 5, 1998, Pages 1017-1098

Characterizing selection bias using experimental data

Author keywords

Program evaluation; Selection bias; Semiparametric estimation; Training programs

Indexed keywords


EID: 0346856929     PISSN: 00129682     EISSN: None     Source Type: Journal    
DOI: 10.2307/2999630     Document Type: Article
Times cited : (1379)

References (71)
  • 1
    • 43949167764 scopus 로고
    • Semiparametric Estimation of Censored Selection Models with a Nonparametric Selection Mechanism
    • AHN, H., AND J. POWELL (1993): "Semiparametric Estimation of Censored Selection Models with a Nonparametric Selection Mechanism," Journal of Econometrics, 58, 3-29.
    • (1993) Journal of Econometrics , vol.58 , pp. 3-29
    • Ahn, H.1    Powell, J.2
  • 3
    • 0003698154 scopus 로고
    • Cambridge: Harvard University Press
    • AMEMIYA, T. (1985): Advanced Econometrics. Cambridge: Harvard University Press.
    • (1985) Advanced Econometrics
    • Amemiya, T.1
  • 4
    • 0002343050 scopus 로고
    • Estimating the Effect of Training Programs on Earnings
    • ASHENFELTER, O. (1978): "Estimating the Effect of Training Programs on Earnings," Review of Economics and Statistics, 60, 47-57.
    • (1978) Review of Economics and Statistics , vol.60 , pp. 47-57
    • Ashenfelter, O.1
  • 5
    • 0001099066 scopus 로고
    • Using the Longitudinal Structure of Earnings to Estimate the Effect of Training Programs
    • ASHENFELTER, O., AND D. CARD (1985): "Using the Longitudinal Structure of Earnings to Estimate the Effect of Training Programs," Review of Economics and Statistics, 67, 648-660.
    • (1985) Review of Economics and Statistics , vol.67 , pp. 648-660
    • Ashenfelter, O.1    Card, D.2
  • 6
    • 0003016998 scopus 로고
    • Issues in the Analysis of Selectivity Bias
    • ed. by E. Stromsdorfer and G. Farkas. San Francisco: Sage
    • BARNOW, B., G. CAIN, AND A. GOLDBERGER (1980): "Issues in the Analysis of Selectivity Bias," in Evaluation Studies Review Annual, Volume 5, ed. by E. Stromsdorfer and G. Farkas. San Francisco: Sage, pp. 290-317.
    • (1980) Evaluation Studies Review Annual , vol.5 , pp. 290-317
    • Barnow, B.1    Cain, G.2    Goldberger, A.3
  • 9
    • 0002895569 scopus 로고
    • The Case for Randomized Field Trials in Economic and Policy Research
    • BURTLESS, G. (1995): "The Case for Randomized Field Trials in Economic and Policy Research," Journal of Economic Perspectives, 9, 63-84.
    • (1995) Journal of Economic Perspectives , vol.9 , pp. 63-84
    • Burtless, G.1
  • 11
    • 0000057576 scopus 로고
    • Controlling Bias in Observational Studies
    • COCHRANE, W., AND D. RUBIN (1973): "Controlling Bias in Observational Studies," Sankyha, 35, 417-446.
    • (1973) Sankyha , vol.35 , pp. 417-446
    • Cochrane, W.1    Rubin, D.2
  • 12
    • 0001154557 scopus 로고
    • Semiparametric Estimation of a Regression Model with Sample Selectivity
    • ed. by W. Barnett, J. Powell, and G. Tauchen. Cambridge: Cambridge University Press
    • COSSLETT, S. (1991): "Semiparametric Estimation of a Regression Model with Sample Selectivity," in Nonparametric and Semiparametric Methods in Econometrics and Statistics, ed. by W. Barnett, J. Powell, and G. Tauchen. Cambridge: Cambridge University Press, pp. 175-198.
    • (1991) Nonparametric and Semiparametric Methods in Econometrics and Statistics , pp. 175-198
    • Cosslett, S.1
  • 14
    • 0012154193 scopus 로고    scopus 로고
    • The Structure and Consequences of Eligibility Rules for a Social Program: A Study of the Job Training Partnership Act (JTPA)
    • ed. by S. Polachek. Greenwich, CT: JAI Press
    • DEVINE, T., AND J. HECKMAN (1996): "The Structure and Consequences of Eligibility Rules for a Social Program: A Study of the Job Training Partnership Act (JTPA)," Research in Labor Economics, Volume 15, ed. by S. Polachek. Greenwich, CT: JAI Press, pp. 111-170.
    • (1996) Research in Labor Economics , vol.15 , pp. 111-170
    • Devine, T.1    Heckman, J.2
  • 16
    • 3042869574 scopus 로고
    • Local Linear Regression Smoothers and Their Minimax Efficiencies
    • _ (1993): "Local Linear Regression Smoothers and Their Minimax Efficiencies," The Annals of Statistics, 21, 196-216.
    • (1993) The Annals of Statistics , vol.21 , pp. 196-216
  • 17
    • 0030353969 scopus 로고    scopus 로고
    • Consistent Model Specification Tests: Omitted Variable Bias and Semiparametric Functional Forms
    • FAN, Y., AND Q. LI (1996): "Consistent Model Specification Tests: Omitted Variable Bias and Semiparametric Functional Forms," Econometrica, 64, 865-890.
    • (1996) Econometrica , vol.64 , pp. 865-890
    • Fan, Y.1    Li, Q.2
  • 20
    • 0002556498 scopus 로고
    • The Probability Approach in Econometrics
    • HAAVELMO, T. (1944): "The Probability Approach in Econometrics," Econometrica, 12, 1-145.
    • (1944) Econometrica , vol.12 , pp. 1-145
    • Haavelmo, T.1
  • 22
    • 0000125534 scopus 로고
    • Sample Selection Bias as a Specification Error
    • HECKMAN, J. (1979): "Sample Selection Bias as a Specification Error," Econometrica, 46, 931-961.
    • (1979) Econometrica , vol.46 , pp. 931-961
    • Heckman, J.1
  • 23
    • 0011642139 scopus 로고
    • Addendum to Sample Selection Bias as a Specification Error
    • ed. by E. Stromsdorfer and G. Farkas. San Francisco: Sage
    • _ (1980): "Addendum To Sample Selection Bias as a Specification Error," in Evaluation Studies Review Annual, Volume 5, ed. by E. Stromsdorfer and G. Farkas. San Francisco: Sage, pp. 970-995.
    • (1980) Evaluation Studies Review Annual , vol.5 , pp. 970-995
  • 24
    • 0001097675 scopus 로고
    • Varieties of Selection Bias
    • _ (1990a): "Varieties of Selection Bias," American Economic Review, 80, 313-318.
    • (1990) American Economic Review , vol.80 , pp. 313-318
  • 26
    • 0002262018 scopus 로고
    • Randomization and Social Policy Evaluation
    • ed. by C. F. Manski and I. Garfinkel. Cambridge, MA: Harvard University Press
    • _ (1992): "Randomization and Social Policy Evaluation," in Evaluating Welfare and Training Programs, ed. by C. F. Manski and I. Garfinkel. Cambridge, MA: Harvard University Press, pp. 201-230.
    • (1992) Evaluating Welfare and Training Programs , pp. 201-230
  • 27
    • 0346343861 scopus 로고    scopus 로고
    • Randomization as an Instrumental Variable
    • _ (1996): "Randomization as an Instrumental Variable," Review of Economics and Statistics, 73, 336-340.
    • (1996) Review of Economics and Statistics , vol.73 , pp. 336-340
  • 28
    • 0000297371 scopus 로고    scopus 로고
    • Instrumental Variables: A Study of Implicit Behavioral Assumptions in One Widely-Used Estimator
    • _ (1997): "Instrumental Variables: A Study of Implicit Behavioral Assumptions in One Widely-Used Estimator," Journal of Human Resources, 32, 442-462.
    • (1997) Journal of Human Resources , vol.32 , pp. 442-462
  • 30
    • 84950420463 scopus 로고
    • Choosing among Alternative Nonexperimental Methods for Estimating the Impact of Social Programs: The Case of Manpower Training
    • HECKMAN, J., AND V. J. HOTZ (1989): "Choosing Among Alternative Nonexperimental Methods for Estimating the Impact of Social Programs: The Case of Manpower Training," Journal of the American Statistical Association, 84, 862-874.
    • (1989) Journal of the American Statistical Association , vol.84 , pp. 862-874
    • Heckman, J.1    Hotz, V.J.2
  • 32
    • 0001622038 scopus 로고    scopus 로고
    • Matching as an Econometric Estimator: Evidence from Evaluating a Job Training Programme
    • first draft 1993
    • _ (1997; first draft 1993): "Matching As An Econometric Estimator: Evidence from Evaluating a Job Training Programme," Review of Economic Studies, 64, 605-654.
    • (1997) Review of Economic Studies , vol.64 , pp. 605-654
  • 33
    • 0000423207 scopus 로고    scopus 로고
    • Matching as an Econometric Evaluation Estimator
    • first draft 1993
    • _ (1998, first draft 1993): "Matching As An Econometric Evaluation Estimator," Review of Economic Studies, 65, 261-294.
    • (1998) Review of Economic Studies , vol.65 , pp. 261-294
  • 35
    • 77956779653 scopus 로고    scopus 로고
    • The Economics and Econometrics of Active Labor Market Programs
    • ed. by O. Ashenfelter and D. Card. Amsterdam: North Holland
    • HECKMAN, J., R. LALONDE, AND J. SMITH (1999): " The Economics and Econometrics of Active Labor Market Programs," in Handbook of Labor Economics, Volume III, ed. by O. Ashenfelter and D. Card. Amsterdam: North Holland.
    • (1999) Handbook of Labor Economics , vol.3
    • Heckman, J.1    Lalonde, R.2    Smith, J.3
  • 36
    • 0346985311 scopus 로고    scopus 로고
    • Formulating and Estimating Dynamic General Equilibrium Models to Evaluate Policies Designed to Promote Skill Formation
    • July 25, 1997
    • HECKMAN, J., L. LOCHNER, AND C. TABER (1997): "Formulating and Estimating Dynamic General Equilibrium Models to Evaluate Policies Designed to Promote Skill Formation," Marschak Lecture, Hong Kong Meetings of the Econometric Society, July 25, 1997.
    • (1997) Marschak Lecture, Hong Kong Meetings of the Econometric Society
    • Heckman, J.1    Lochner, L.2    Taber, C.3
  • 37
    • 0001531066 scopus 로고    scopus 로고
    • General Equilibrium Treatment Effects: A Study of Tuition Policy
    • _ (1998): "General Equilibrium Treatment Effects: A Study of Tuition Policy," American Economic Review, 88, 381-386.
    • (1998) American Economic Review , vol.88 , pp. 381-386
  • 38
    • 0000989469 scopus 로고
    • Alternative Methods for Evaluating the Impact of Interventions
    • ed. by J. Heckman and B. Singer. New York: Cambridge University Press
    • HECKMAN, J., AND R. ROBB, JR. (1985): "Alternative Methods for Evaluating the Impact of Interventions," in Longitudinal Analysis of Labor Market Data, ed. by J. Heckman and B. Singer. New York: Cambridge University Press, pp. 156-245.
    • (1985) Longitudinal Analysis of Labor Market Data , pp. 156-245
    • Heckman, J.1    Robb Jr., R.2
  • 39
    • 0002857945 scopus 로고
    • Alternative Methods for Solving the Problem of Selection Bias in Evaluating the Impact of Treatments on Outcomes
    • ed. by H. Wainer. New York: Springer-Verlag
    • _ (1986): "Alternative Methods for Solving the Problem of Selection Bias in Evaluating the Impact of Treatments on Outcomes," in Drawing Inferences from Self-Selected Samples, ed. by H. Wainer. New York: Springer-Verlag, pp. 63-107.
    • (1986) Drawing Inferences from Self-Selected Samples , pp. 63-107
  • 40
    • 0002624552 scopus 로고
    • The Urban Institute Audit Studies: Their Methods and Findings
    • ed. by M. Fix and R. Struyk. Washington, DC: Urban Institute Press
    • HECKMAN, J., AND P. SIEGELMAN (1993): "The Urban Institute Audit Studies: Their Methods and Findings," in Clear and Convincing Evidence: Measurement of Discrimination in America, ed. by M. Fix and R. Struyk. Washington, DC: Urban Institute Press, pp. 260-311.
    • (1993) Clear and Convincing Evidence: Measurement of Discrimination in America , pp. 260-311
    • Heckman, J.1    Siegelman, P.2
  • 42
    • 0003011661 scopus 로고
    • Assessing the Case for Randomized Social Experiments
    • _ (1995a): "Assessing the Case for Randomized Social Experiments," Journal of Economic Perspectives, 9, 85-110.
    • (1995) Journal of Economic Perspectives , vol.9 , pp. 85-110
  • 44
    • 0001949504 scopus 로고    scopus 로고
    • Experimental and Non-Experimental Evaluations
    • ed. by G. Schmid, J. O'Reilly, and K. Schömann. London: Edward Elgar
    • _ (1996)' "Experimental and Non-Experimental Evaluations," in International Handbook of Labour Market Policy and Evaluation, ed. by G. Schmid, J. O'Reilly, and K. Schömann. London: Edward Elgar, pp. 37-88.
    • (1996) International Handbook of Labour Market Policy and Evaluation , pp. 37-88
  • 45
    • 0346355427 scopus 로고    scopus 로고
    • Evaluating the Welfare State
    • ed. by S. Strom. Cambridge: Cambridge University Press for Econometric Society Monograph Series
    • _ (1998): "Evaluating the Welfare State," in Econometrics and Economic Theory in the 20th Century: The Ragnar Frisch Centennial, ed. by S. Strom. Cambridge: Cambridge University Press for Econometric Society Monograph Series.
    • (1998) Econometrics and Economic Theory in the 20th Century: The Ragnar Frisch Centennial
  • 46
    • 0031428553 scopus 로고    scopus 로고
    • Making the Most out of Program Evaluations and Social Experiments: Accounting for Heterogeneity in Program Impacts
    • first draft 1993
    • HECKMAN, J., J. SMITH, AND N. CLEMENTS (1997; first draft 1993): "Making the Most Out of Program Evaluations and Social Experiments: Accounting for Heterogeneity in Program Impacts," Review of Economic Studies, 64, 421-471.
    • (1997) Review of Economic Studies , vol.64 , pp. 421-471
    • Heckman, J.1    Smith, J.2    Clements, N.3
  • 48
    • 0032373979 scopus 로고    scopus 로고
    • Accounting for Dropouts in Evaluations of Social Programs
    • forthcoming
    • _ (1998): "Accounting for Dropouts in Evaluations of Social Programs," Review of Economics and Statistics, forthcoming.
    • (1998) Review of Economics and Statistics
  • 50
    • 0001093804 scopus 로고
    • Evaluating the Econometric Evaluations of Training Programs with Experimental Data
    • LALONDE, R. (1986): "Evaluating the Econometric Evaluations of Training Programs with Experimental Data," American Economic Review, 76, 604-620.
    • (1986) American Economic Review , vol.76 , pp. 604-620
    • Lalonde, R.1
  • 54
    • 0002280118 scopus 로고
    • Economic Measurements for Policy and Prediction
    • ed. by W. Hood and T. J. Koopmans. New York: Wiley
    • MARSCHAK, J. (1953): "Economic Measurements for Policy and Prediction," in Studies in Econometric Method, ed. by W. Hood and T. J. Koopmans. New York: Wiley, pp. 1-26.
    • (1953) Studies in Econometric Method , pp. 1-26
    • Marschak, J.1
  • 55
    • 0002447172 scopus 로고
    • Evaluation Methods for Program Entry Effects
    • ed. by C. Manski and I. Garfinkel. Cambridge: Harvard University Press
    • MOFFITT, R. (1992): "Evaluation Methods for Program Entry Effects," in Evaluating Welfare and Training Programs, ed. by C. Manski and I. Garfinkel. Cambridge: Harvard University Press, pp. 231-252.
    • (1992) Evaluating Welfare and Training Programs , pp. 231-252
    • Moffitt, R.1
  • 58
    • 0004051359 scopus 로고
    • On Discrete Distributions Arising out of Methods of Ascertainment
    • ed. by G. P. Patil. Calcutta: Statistical Publication Society
    • RAO, C. R. (1965): "On Discrete Distributions Arising Out of Methods of Ascertainment," in Classical and Contagious Discrete Distributions, ed. by G. P. Patil. Calcutta: Statistical Publication Society, pp. 320-333.
    • (1965) Classical and Contagious Discrete Distributions , pp. 320-333
    • Rao, C.R.1
  • 59
    • 0348245992 scopus 로고
    • Weighted Distributions
    • ed. by S. Feinberg. Berlin: Springer-Verlag
    • _ (1986): "Weighted Distributions," in A Celebration of Statistics, ed. by S. Feinberg. Berlin: Springer-Verlag, pp. 543-569.
    • (1986) A Celebration of Statistics , pp. 543-569
  • 60
    • 0000218602 scopus 로고
    • Root-N-Consistent Semiparametric Regression
    • ROBINSON, P. (1988): "Root-N-Consistent Semiparametric Regression," Econometrica, 56, 931-954.
    • (1988) Econometrica , vol.56 , pp. 931-954
    • Robinson, P.1
  • 61
    • 77951622706 scopus 로고
    • The Central Role of the Propensity Score in Observational Studies for Causal Effects
    • ROSENBAUM, P., AND D. RUBIN (1983): "The Central Role of the Propensity Score in Observational Studies for Causal Effects," Biometrika, 70, 41-55.
    • (1983) Biometrika , vol.70 , pp. 41-55
    • Rosenbaum, P.1    Rubin, D.2
  • 63
    • 77957185442 scopus 로고
    • Some Thoughts on the Distribution of Earnings
    • ROY, A. D. (1951): "Some Thoughts on the Distribution of Earnings," Oxford Economic Papers, 3, 135-146.
    • (1951) Oxford Economic Papers , vol.3 , pp. 135-146
    • Roy, A.D.1
  • 69
    • 0002229002 scopus 로고
    • Partial Spline Models for the Semiparametric Estimation of Functions of Several Variables
    • Tokyo: Institute of Mathematical Statistics
    • WAHBA, G. (1984): "Partial Spline Models for the Semiparametric Estimation of Functions of Several Variables," in Statistical Analysis of Time Series. Tokyo: Institute of Mathematical Statistics, pp. 37-95.
    • (1984) Statistical Analysis of Time Series , pp. 37-95
    • Wahba, G.1
  • 70
    • 0019220709 scopus 로고
    • Using Least Squares to Approximate Unknown Regression Functions
    • WHITE, H. (1980): "Using Least Squares to Approximate Unknown Regression Functions," International Economic Review, 21, 149-170.
    • (1980) International Economic Review , vol.21 , pp. 149-170
    • White, H.1


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.