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

Author

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  • 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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    References listed on IDEAS

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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. 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.
    8. Pakes, Ariel & Pollard, David, 1989. "Simulation and the Asymptotics of Optimization Estimators," Econometrica, Econometric Society, vol. 57(5), pages 1027-1057, September.
    9. Ekaterini Kyriazidou, 1997. "Estimation of a Panel Data Sample Selection Model," Econometrica, Econometric Society, vol. 65(6), pages 1335-1364, November.
    10. 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.
    11. 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.
    12. Luojia Hu, 2002. "Estimation of a Censored Dynamic Panel Data Model," Econometrica, Econometric Society, vol. 70(6), pages 2499-2517, November.
    13. 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.
    14. 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.
    15. 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.
    16. repec:bla:jfinan:v:59:y:2004:i:6:p:2719-2743 is not listed on IDEAS
    17. 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.
    18. 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.
    19. 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.
    20. 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.
    21. 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.
    22. 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.
    23. 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.
    24. 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.
    25. Feldstein, Martin S, 1976. "Personal Taxation and Portfolio Composition: An Econometric Analysis," Econometrica, Econometric Society, vol. 44(4), pages 631-650, July.
    26. 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.
    27. Jason Abrevaya, 1999. "Rank estimation of a transformation model with observed truncation," Econometrics Journal, Royal Economic Society, vol. 2(2), pages 292-305.
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    4. Ayala, Diana & Nedeljkovic, Milan & Saborowski, Christian, 2017. "What slice of the pie? The corporate bond market boom in emerging economies," Journal of Financial Stability, Elsevier, vol. 30(C), pages 16-35.
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    6. Lin, Boqiang & Zhu, Junpeng, 2019. "Impact of energy saving and emission reduction policy on urban sustainable development: Empirical evidence from China," Applied Energy, Elsevier, vol. 239(C), pages 12-22.
    7. Bo E. Honoré & Luojia Hu, 2018. "Simpler bootstrap estimation of the asymptotic variance of U‐statistic‐based estimators," Econometrics Journal, Royal Economic Society, vol. 21(1), pages 1-10, February.
    8. C. Giannetti, 2014. "Time Preference Instability, Financial and Working Status," Working Papers wp924, Dipartimento Scienze Economiche, Universita' di Bologna.
    9. Mark Ottoni-Wilhelm & Lise Vesterlund & Huan Xie, 2017. "Why Do People Give? Testing Pure and Impure Altruism," American Economic Review, American Economic Association, vol. 107(11), pages 3617-3633, November.
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    19. Pierre-Louis Vezina & Lorenzo Rotunno, 2013. "In-bond Diversion," Economics Series Working Papers 664, University of Oxford, Department of Economics.

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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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