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

Author Info

  • Sule Alan
  • Bo E. Honoré
  • Luojia Hu
  • Søren 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.

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Paper provided by Federal Reserve Bank of Chicago in its series Working Paper Series with number WP-2011-08.

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Date of creation: 2011
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Handle: RePEc:fip:fedhwp:wp-2011-08
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Keywords: Regression analysis;

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  1. 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.
  2. Sule Alan & Kadir Atalay & Thomas F. Crossley & Sung-Hee Jeon, 2009. "New Evidence on Taxes and Portfolio Choice," Quantitative Studies in Economics and Population Research Reports 431, McMaster University.
  3. John McMillan & Christopher Woodruff, 1999. "Interfirm Relationships And Informal Credit In Vietnam," The Quarterly Journal of Economics, MIT Press, vol. 114(4), pages 1285-1320, November.
  4. Charness, Gary & Frechette, Guillaume R & Kagel, John H, 2002. "How Robust is Laboratory Gift Exchange?," University of California at Santa Barbara, Economics Working Paper Series qt8qq4k3ph, Department of Economics, UC Santa Barbara.
  5. 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, 03.
  6. 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, 05.
  7. Jason Abrevaya, 1999. "Rank estimation of a transformation model with observed truncation," Econometrics Journal, Royal Economic Society, vol. 2(2), pages 292-305.
  8. Lafontaine, Francine, 1993. "Contractual Arrangements as Signaling Devices: Evidence from Franchising," Journal of Law, Economics and Organization, Oxford University Press, vol. 9(2), pages 256-89, October.
  9. Shakeeb Khan & Maria Ponomareva & Elie Tamer, 2011. "Identification of Panel Data Models with Endogenous Censoring," Working Papers 11-07, Duke University, Department of Economics.
  10. 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.
  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. 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.
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Cited by:

  1. HASEGAWA Makoto & KIYOTA Kozo, 2013. "The Effect of Moving to a Territorial Tax System on Profit Repatriations: Evidence from Japan," Discussion papers 13047, Research Institute of Economy, Trade and Industry (RIETI).
  2. Pierre-Louis Vezina & Lorenzo Rotunno, 2013. "In-bond Diversion," Economics Series Working Papers 664, University of Oxford, Department of Economics.

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