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The importance of sample attrition in life cycle labor supply estimation

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Author Info
Ziliak, J.P.
Kniesner, T.J. (Tilburg University, Center for Economic Research)

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Abstract

We examine the importance of possible non-random attrition to an econometric model of life cycle labor supply including joint nonlinear taxation of wage and interest incomes and latent heterogeneity. We use a Wald test comparing attriters to nonattriters and variable addition testing based on formal models of attrition. Results from the Panel Study of Income Dynamics are that non-random panel attrition is of little concern for prime-aged male labor supply estimation because the effect of attrition is absorbed into the fixed effects. Attrition is less econometrically influential than research design decisions typically taken for granted; the wage measure or instrument set has a much greater impact on the estimated labor supply function of prime-aged men than how one includes panel attrition.

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Paper provided by Tilburg University, Center for Economic Research in its series Discussion Paper with number 46.

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Date of creation: 1996
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Handle: RePEc:dgr:kubcen:199646

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  1. Smith Conway, Karen & Kniesner, Thomas J., 1994. "Estimating labor supply with panel data," Economics Letters, Elsevier, vol. 44(1-2), pages 27-33. [Downloadable!] (restricted)
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  2. Newey, Whitney K & West, Kenneth D, 1987. "A Simple, Positive Semi-definite, Heteroskedasticity and Autocorrelation Consistent Covariance Matrix," Econometrica, Econometric Society, vol. 55(3), pages 703-08, May. [Downloadable!] (restricted)
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  3. Li, Q. & Kniesner, T.J., 1994. "Semiparametric Panel Date Models with Hetergeneous Dynamic Adjustment: Theoretical Considerations and an Application to Labor Supply," Working Papers 1994-9, University of Guelph, Department of Economics.
  4. Altonji, Joseph G, 1986. "Intertemporal Substitution in Labor Supply: Evidence from Micro Data," Journal of Political Economy, University of Chicago Press, vol. 94(3), pages S176-S215, June. [Downloadable!] (restricted)
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  5. Manski, C.F., 1990. "The Selection Problem," Working papers 90-12, Wisconsin Madison - Social Systems.
  6. Hausman, Jerry A & Wise, David A, 1979. "Attrition Bias in Experimental and Panel Data: The Gary Income Maintenance Experiment," Econometrica, Econometric Society, vol. 47(2), pages 455-73, March. [Downloadable!] (restricted)
  7. Glenn R. Hubbard & Jonathan Skinner & Stephen P. Zeldes, . "Precautionary Saving and Social Insurance," Rodney L. White Center for Financial Research Working Papers 3-95, Wharton School Rodney L. White Center for Financial Research.
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  8. Heckman, James J, 1979. "Sample Selection Bias as a Specification Error," Econometrica, Econometric Society, vol. 47(1), pages 153-61, January. [Downloadable!] (restricted)
  9. Sean Becketti & William Gould & Lee Lillard & Finis Welch, 1985. "The Panel Study of Income Dynamics After Fourteen Years: An Evaluation," UCLA Economics Working Papers 361, UCLA Department of Economics. [Downloadable!]
  10. Ziliak, J. & Kniesner, T.J., 1995. "Estimating Life-Cycle Labor Supply tax Effects," Papers 9589, Tilburg - Center for Economic Research.
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  11. Newey, Whitney K & West, Kenneth D, 1987. "Hypothesis Testing with Efficient Method of Moments Estimation," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 28(3), pages 777-87, October. [Downloadable!] (restricted)
  12. Hubbard, R Glenn & Skinner, Jonathan & Zeldes, Stephen P, 1994. "Expanding the Life-Cycle Model: Precautionary Saving and Public Policy," American Economic Review, American Economic Association, vol. 84(2), pages 174-79, May. [Downloadable!] (restricted)
  13. Heckman, James J. & Macurdy, Thomas E., 1986. "Labor econometrics," Handbook of Econometrics, in: Z. Griliches† & M. D. Intriligator (ed.), Handbook of Econometrics, edition 1, volume 3, chapter 32, pages 1917-1977 Elsevier. [Downloadable!] (restricted)
  14. Becketti, Sean, et al, 1988. "The Panel Study of Income Dynamics after Fourteen Years: An Evaluatio n," Journal of Labor Economics, University of Chicago Press, vol. 6(4), pages 472-92, October. [Downloadable!] (restricted)
  15. Verbeek, Marno & Nijman, Theo, 1992. "Testing for Selectivity Bias in Panel Data Models," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 33(3), pages 681-703, August. [Downloadable!] (restricted)
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  16. Eric M. Engen & William G. Gale & John Karl Scholz, 1994. "Do Saving Incentives Work?," Brookings Papers on Economic Activity, Economic Studies Program, The Brookings Institution, vol. 25(1994-1), pages 85-180. [Downloadable!]
  17. Griliches, Zvi & Hausman, Jerry A., 1986. "Errors in variables in panel data," Journal of Econometrics, Elsevier, vol. 31(1), pages 93-118, February. [Downloadable!] (restricted)
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  18. Johnson, William R & Skinner, Jonathan, 1986. "Labor Supply and Marital Separation," American Economic Review, American Economic Association, vol. 76(3), pages 455-69, June. [Downloadable!] (restricted)
  19. MaCurdy, Thomas E, 1983. "A Simple Scheme for Estimating an Intertemporal Model of Labor Supply and Consumption in the Presence of Taxes and Uncertainty," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 24(2), pages 265-89, June. [Downloadable!] (restricted)
  20. Macurdy, T. & Green, D. & Paarsch, H., 1990. "Assessing Empirical Approaches For Analyzing Taxes And Labor Supply," Papers e-90-11, Stanford - Hoover Institution.
  21. Maeshiro, Asatoshi & Vali, Shapoor, 1988. "Pitfalls in the Estimation of a Differenced Model," Journal of Business & Economic Statistics, American Statistical Association, vol. 6(4), pages 511-15, October.
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  1. repec:ese:iserwp: is not listed on IDEAS
  2. Thomas J. Kniesner & W. Kip Viscusi & Christopher Woock & James P. Ziliak, 2006. "Pinning Down the Value of Statistical Life," Center for Policy Research Working Papers 85, Center for Policy Research, Maxwell School, Syracuse University. [Downloadable!]
    Other versions:
  3. Michael Fertig & Stefanie Schurer, 2007. "Labour Market Outcomes of Immigrants in Germany – The Importance of Heterogeneity and Attrition Bias," Ruhr Economic Papers 0020, Rheinisch-Westfälisches Institut für Wirtschaftsforschung, Ruhr-Universität Bochum, Universität Dortmund, Universität Duisburg-Essen. [Downloadable!]
  4. Jorge González-Chapela, 2007. "On The Price Of Recreation Goods As A Determinant Of Male Labor Supply," Working Papers. Serie AD 2007-04, Instituto Valenciano de Investigaciones Económicas, S.A. (Ivie). [Downloadable!]
  5. Michael Fertig & Stefanie Schurer, 2007. "Labour Market Outcomes of Immigrants in Germany: The Importance of Heterogeneity and Attrition Bias," IZA Discussion Papers 2915, Institute for the Study of Labor (IZA). [Downloadable!]
  6. Keng, Shao-Hsun & Huffman, Wallace, 2005. "Binge Drinking and Labor Market Success: A Longitudinal Study on Young People," Staff General Research Papers 12299, Iowa State University, Department of Economics.
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