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Estimation of panel data regression models with two-sided censoring or truncation

Author

Listed:
  • Sule Alan
  • Bo E. Honore
  • Luojia Hu
  • Soren Leth-Petersen

Abstract

This paper constructs estimators for panel data regression models with individual specific heterogeneity and two-sided censoring and truncation. Following Powell (1986) the estimation strategy is based on moment conditions constructed from re-censored or re-truncated residuals. While these moment conditions do not identify the parameter of interest, they can be used to motivate objective functions that do. We apply one of the estimators to study the effect of a Danish tax reform on household portfolio choice. The idea behind the estimators can also be used in a cross sectional setting.

Suggested Citation

  • Sule Alan & Bo E. Honore & Luojia Hu & Soren Leth-Petersen, 2011. "Estimation of panel data regression models with two-sided censoring or truncation," Working Paper Series WP-2011-08, Federal Reserve Bank of Chicago.
  • Handle: RePEc:fip:fedhwp:wp-2011-08
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    1. John McMillan & Christopher Woodruff, 1999. "Interfirm Relationships and Informal Credit in Vietnam," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 114(4), pages 1285-1320.
    2. Powell, James L, 1986. "Symmetrically Trimmed Least Squares Estimation for Tobit Models," Econometrica, Econometric Society, vol. 54(6), pages 1435-1460, November.
    3. Arellano, Manuel & Honore, Bo, 2001. "Panel data models: some recent developments," Handbook of Econometrics, in: J.J. Heckman & E.E. Leamer (ed.), Handbook of Econometrics, edition 1, volume 5, chapter 53, pages 3229-3296, Elsevier.
    4. King, Mervyn A. & Leape, Jonathan I., 1998. "Wealth and portfolio composition: Theory and evidence," Journal of Public Economics, Elsevier, vol. 69(2), pages 155-193, June.
    5. Manski, Charles F, 1987. "Semiparametric Analysis of Random Effects Linear Models from Binary Panel Data," Econometrica, Econometric Society, vol. 55(2), pages 357-362, March.
    6. Alan, Sule & Atalay, Kadir & Crossley, Thomas F. & Jeon, Sung-Hee, 2010. "New evidence on taxes and portfolio choice," Journal of Public Economics, Elsevier, vol. 94(11-12), pages 813-823, December.
    7. Ekaterini Kyriazidou, 1997. "Estimation of a Panel Data Sample Selection Model," Econometrica, Econometric Society, vol. 65(6), pages 1335-1364, November.
    8. Honore, Bo E. & Hu, Luojia, 2004. "Estimation of cross sectional and panel data censored regression models with endogeneity," Journal of Econometrics, Elsevier, vol. 122(2), pages 293-316, October.
    9. Gary Charness & Guillaume R. Frechette & John H. Kagel, 2004. "How Robust is Laboratory Gift Exchange?," Experimental Economics, Springer;Economic Science Association, vol. 7(2), pages 189-205, June.
    10. Lafontaine, Francine, 1993. "Contractual Arrangements as Signaling Devices: Evidence from Franchising," The Journal of Law, Economics, and Organization, Oxford University Press, vol. 9(2), pages 256-289, October.
    11. Sule Alan & Søren Leth-Petersen, 2006. "Tax Incentives and Household Portfolios: A Panel Data Analysis," CAM Working Papers 2006-13, University of Copenhagen. Department of Economics. Centre for Applied Microeconometrics.
    12. M. J. Andrews & T. Schank & R. Simmons, 2005. "Does Worksharing Work? Some Empirical Evidence From The Iab‐Establishment Panel," Scottish Journal of Political Economy, Scottish Economic Society, vol. 52(2), pages 141-176, May.
    13. Jack A. Nickerson & Brian S. Silverman, 2003. "Why aren't all Truck Drivers Owner‐Operators? Asset Ownership and the Employment Relation in Interstate for‐hire Trucking," Journal of Economics & Management Strategy, Wiley Blackwell, vol. 12(1), pages 91-118, March.
    14. Khan, Shakeeb & Ponomareva, Maria & Tamer, Elie, 2016. "Identification of panel data models with endogenous censoring," Journal of Econometrics, Elsevier, vol. 194(1), pages 57-75.
    15. Jon Bakija, 2000. "The Effect of Taxes on Portfolio Choice: Evidence from Panel Data Spanning the Tax Reform Act of 1986," Department of Economics Working Papers 2000-05, Department of Economics, Williams College.
    16. Joseph P. Ferrie & Karen Rolf, 2011. "Socioeconomic Status in Childhood and Health After Age 70: A New Longitudinal Analysis for the U.S., 1895-2005," NBER Working Papers 17016, National Bureau of Economic Research, Inc.
    17. Houston, Joel F & Ryngaert, Michael D, 1997. "Equity Issuance and Adverse Selection: A Direct Test Using Conditional Stock Offers," Journal of Finance, American Finance Association, vol. 52(1), pages 197-219, March.
    18. Honore, Bo E. & Powell, James L., 1994. "Pairwise difference estimators of censored and truncated regression models," Journal of Econometrics, Elsevier, vol. 64(1-2), pages 241-278.
    19. Petersen, Mitchell A & Rajan, Raghuram G, 1994. "The Benefits of Lending Relationships: Evidence from Small Business Data," Journal of Finance, American Finance Association, vol. 49(1), pages 3-37, March.
    20. Jason Abrevaya, 1999. "Rank estimation of a transformation model with observed truncation," Econometrics Journal, Royal Economic Society, vol. 2(2), pages 292-305.
    21. Pakes, Ariel & Pollard, David, 1989. "Simulation and the Asymptotics of Optimization Estimators," Econometrica, Econometric Society, vol. 57(5), pages 1027-1057, September.
    22. Luojia Hu, 2002. "Estimation of a Censored Dynamic Panel Data Model," Econometrica, Econometric Society, vol. 70(6), pages 2499-2517, November.
    23. repec:bla:jfinan:v:59:y:2004:i:6:p:2719-2743 is not listed on IDEAS
    24. Han, Aaron K., 1987. "Non-parametric analysis of a generalized regression model : The maximum rank correlation estimator," Journal of Econometrics, Elsevier, vol. 35(2-3), pages 303-316, July.
    25. Ferrie, Joseph & Rolf, Karen, 2011. "Socioeconomic status in childhood and health after age 70: A new longitudinal analysis for the U.S., 1895–2005," Explorations in Economic History, Elsevier, vol. 48(4), pages 445-460.
    26. Hubbard, Robert Glenn, 1985. "Personal Taxation, Pension Wealth, and Portfolio Composition," The Review of Economics and Statistics, MIT Press, vol. 67(1), pages 53-60, February.
    27. Feldstein, Martin S, 1976. "Personal Taxation and Portfolio Composition: An Econometric Analysis," Econometrica, Econometric Society, vol. 44(4), pages 631-650, July.
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    More about this item

    Keywords

    Regression analysis;

    JEL classification:

    • C20 - Mathematical and Quantitative Methods - - Single Equation Models; Single Variables - - - General
    • C23 - Mathematical and Quantitative Methods - - Single Equation Models; Single Variables - - - Models with Panel Data; Spatio-temporal Models
    • C24 - Mathematical and Quantitative Methods - - Single Equation Models; Single Variables - - - Truncated and Censored Models; Switching Regression Models; Threshold Regression Models

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