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Equilibrium Heterogeneous-Agent Models as Measurement Tools: some Monte Carlo Evidence

  • Marco Cozzi

    ()

    (Queen)

This paper discusses a series of Monte Carlo experiments designed to evaluate the empirical properties of heterogeneous-agent macroeconomic models in the presence of sampling variability. The calibration procedure leads to the welfare analysis being conducted with the wrong parameters. The ability of the calibrated model to correctly predict the long-run welfare changes induced by a set of policy experiments is assessed. The results show that, for the policy reforms with sizable welfare effects (i.e., more than 0.2%), the model always predict the right sign of the welfare effects. However, the welfare effects can be evaluated with the wrong sign, when they are small and when the sample size is fairly limited. Quantitatively, the maximum errors made in evaluating a policy change are very small for some reforms (in the order of 0.02 percentage points), but bigger for others (in the order of 0.6 p.p.). Finally, having access to better data, in terms of larger samples, does lead to substantial increases in the precision of the welfare effects estimates, though the rate of convergence can be slow.

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File URL: http://qed.econ.queensu.ca/working_papers/papers/qed_wp_1277.pdf
File Function: First version 2013
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Paper provided by Queen's University, Department of Economics in its series Working Papers with number 1277.

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Length: 71 pages
Date of creation: Aug 2013
Date of revision:
Handle: RePEc:qed:wpaper:1277
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  1. Huggett, Mark, 1993. "The risk-free rate in heterogeneous-agent incomplete-insurance economies," Journal of Economic Dynamics and Control, Elsevier, vol. 17(5-6), pages 953-969.
  2. Mark W. Watson, 1991. "Measures of fit for calibrated models," Working Paper Series, Macroeconomic Issues 91-9, Federal Reserve Bank of Chicago.
  3. Conesa, Juan Carlos & Kitao, Sagiri & Krueger, Dirk, 2006. "Taxing capital? Not a bad idea after all!," CFS Working Paper Series 2006/21, Center for Financial Studies (CFS).
  4. Marco Cagetti & Mariacristina De Nardi, 2005. "Wealth inequality: data and models," Working Paper Series WP-05-10, Federal Reserve Bank of Chicago.
  5. Marco Cozzi, 2011. "Optimal Unemployment Insurance in GE: a RobustCalibration Approach," Working Papers 1272, Queen's University, Department of Economics.
  6. Michaelides, Alexander & Ng, Serena, 2000. "Estimating the rational expectations model of speculative storage: A Monte Carlo comparison of three simulation estimators," Journal of Econometrics, Elsevier, vol. 96(2), pages 231-266, June.
  7. Christopher D. Carroll, 2000. "Requiem for the Representative Consumer? Aggregate Implications of Microeconomic Consumption Behavior," American Economic Review, American Economic Association, vol. 90(2), pages 110-115, May.
  8. Eric French, 2005. "The Effects of Health, Wealth, and Wages on Labour Supply and Retirement Behaviour," Review of Economic Studies, Oxford University Press, vol. 72(2), pages 395-427.
  9. Jonathan Heathcote & Kjetil Storesletten & Giovanni L. Violante, 2010. "The Macroeconomic Implications of Rising Wage Inequality in the United States," Journal of Political Economy, University of Chicago Press, vol. 118(4), pages 681-722, 08.
  10. Per Krusell & Toshihiko Mukoyama & Richard Rogerson & Aysegul Sahin, 2009. "Aggregate Labor Market Outcomes: The Role of Choice and Chance," NBER Working Papers 15252, National Bureau of Economic Research, Inc.
  11. Lars Peter Hansen & James J. Heckman, 1996. "The Empirical Foundations of Calibration," Journal of Economic Perspectives, American Economic Association, vol. 10(1), pages 87-104, Winter.
  12. Allan W. Gregory & Gregor W. Smith, 1987. "Calibration as Estimation," Working Papers 700, Queen's University, Department of Economics.
  13. Jonathan Heathcote & Kjetil Storesletten & Giovanni L. Violante, 2009. "Quantitative Macroeconomics with Heterogeneous Households," NBER Working Papers 14768, National Bureau of Economic Research, Inc.
  14. Hansen, G.D. & Imrohoroglu, A., 1990. "The Role Of Unemployment Insurance In An Economy With Liquidity Constraints And Moral Hazard," Papers 21, California Los Angeles - Applied Econometrics.
  15. Huggett, Mark, 1996. "Wealth distribution in life-cycle economies," Journal of Monetary Economics, Elsevier, vol. 38(3), pages 469-494, December.
  16. Canova, Fabio, 1995. "Sensitivity Analysis and Model Evaluation in Simulated Dynamic General Equilibrium Economies," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 36(2), pages 477-501, May.
  17. Aiyagari, S. Rao & McGrattan, Ellen R., 1998. "The optimum quantity of debt," Journal of Monetary Economics, Elsevier, vol. 42(3), pages 447-469, October.
  18. Selahattin Imrohoroglu & Aise Imrohoroglu, 2005. "Elimination of Social Security in a Dynastic Framework," 2005 Meeting Papers 928, Society for Economic Dynamics.
  19. Imrohoroglu, S., 1997. "A Quantitative Analysis of Capital Income Taxation," Papers 1997/12, Koc University.
  20. S. Rao Aiyagari, 1993. "Uninsured idiosyncratic risk and aggregate saving," Working Papers 502, Federal Reserve Bank of Minneapolis.
  21. Ventura, Gustavo, 1999. "Flat tax reform: A quantitative exploration," Journal of Economic Dynamics and Control, Elsevier, vol. 23(9-10), pages 1425-1458, September.
  22. Fatih Guvenen, 2007. "Learning Your Earning: Are Labor Income Shocks Really Very Persistent?," American Economic Review, American Economic Association, vol. 97(3), pages 687-712, June.
  23. James J. Heckman & Lance Lochner & Christopher Taber, 1998. "Explaining Rising Wage Inequality: Explorations with a Dynamic General Equilibrium Model of Labor Earnings with Heterogeneous Agents," NBER Working Papers 6384, National Bureau of Economic Research, Inc.
  24. Canova, Fabio, 1994. "Statistical Inference in Calibrated Models," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 9(S), pages S123-44, Suppl. De.
  25. Fatih Guvenen, 2007. "An empirical investigation of labor income processes," IFS Working Papers W07/13, Institute for Fiscal Studies.
  26. Kjetil Storesletten & Chris I. Telmer & Amir Yaron, 2000. "Consumption and Risk Sharing Over the Life Cycle," NBER Working Papers 7995, National Bureau of Economic Research, Inc.
  27. Marimon, Ramon & Scott, Andrew (ed.), 1999. "Computational Methods for the Study of Dynamic Economies," OUP Catalogue, Oxford University Press, number 9780198294979, March.
  28. Alvarez, Fernando & Veracierto, Marcelo, 2001. "Severance payments in an economy with frictions," Journal of Monetary Economics, Elsevier, vol. 47(3), pages 477-498, June.
  29. Ana Castaneda & Javier Diaz-Gimenez & Jose-Victor Rios-Rull, 2003. "Accounting for the U.S. Earnings and Wealth Inequality," Journal of Political Economy, University of Chicago Press, vol. 111(4), pages 818-857, August.
  30. Gregory, Allan W & Smith, Gregor W, 1991. "Calibration as Testing: Inference in Simulated Macroeconomic Models," Journal of Business & Economic Statistics, American Statistical Association, vol. 9(3), pages 297-303, July.
  31. Imrohoruglu, Ayse, 1989. "Cost of Business Cycles with Indivisibilities and Liquidity Constraints," Journal of Political Economy, University of Chicago Press, vol. 97(6), pages 1364-83, December.
  32. Hoover, Kevin D, 1995. "Facts and Artifacts: Calibration and the Empirical Assessment of Real-Business-Cycle Models," Oxford Economic Papers, Oxford University Press, vol. 47(1), pages 24-44, January.
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