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

Author Info

Listed author(s):
  • 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
Handle: RePEc:fip:fedhwp:wp-2011-08
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Keywords: Regression analysis;

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  1. John McMillan & Christopher Woodruff, 1999. "Interfirm Relationships and Informal Credit in Vietnam," The Quarterly Journal of Economics, Oxford University Press, vol. 114(4), pages 1285-1320.
  2. 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, 06.
  3. Lafontaine, Francine, 1993. "Contractual Arrangements as Signaling Devices: Evidence from Franchising," Journal of Law, Economics and Organization, Oxford University Press, vol. 9(2), pages 256-289, October.
  4. 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.
  5. 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.
  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. 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.
  8. 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.
  9. 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.
  10. 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.
  11. 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.
  12. 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.
  13. 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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Cited by:

  1. Diana Ayala & Milan Nedeljkoviæ & Christian Saborowski, 2015. "What Slice of the Pie? The Corporate Bond Market Boom in Emerging Economies," Working papers 30, National Bank of Serbia.
  2. 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).
  3. Li, Kuei-Fu & Liao, Yi-Ping, 2014. "Directors' and officers' liability insurance and investment efficiency: Evidence from Taiwan," Pacific-Basin Finance Journal, Elsevier, vol. 29(C), pages 18-34.
  4. Honore, Bo E. & Hu, Luojia, 2015. "Simpler Bootstrap Estimation of the Asymptotic Variance of U-statistic Based Estimators," Working Paper Series WP-2015-7, Federal Reserve Bank of Chicago.
  5. Ou Yang & Peter Sivey & Andrea M. de Silva & Anthony Scott, 2016. "Preschool Children’s Demand for Sugar Sweetened Beverages: Evidence from Stated-Preference Panel Data," Melbourne Institute Working Paper Series wp2016n25, Melbourne Institute of Applied Economic and Social Research, The University of Melbourne.
  6. Pierre-Louis Vezina & Lorenzo Rotunno, 2013. "In-bond Diversion," Economics Series Working Papers 664, University of Oxford, Department of Economics.
  7. Ritter, Nolan & Schmidt, Christoph M. & Vance, Colin, 2016. "Short-run fuel price responses: At the pump and on the road," Energy Economics, Elsevier, vol. 58(C), pages 67-76.

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