Advanced Search
MyIDEAS: Login

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

Contents:

Author Info

  • Marco Cozzi

    ()
    (Queen)

Abstract

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.

Download Info

If you experience problems downloading a file, check if you have the proper application to view it first. In case of further problems read the IDEAS help page. Note that these files are not on the IDEAS site. Please be patient as the files may be large.
File URL: http://qed.econ.queensu.ca/working_papers/papers/qed_wp_1277.pdf
File Function: First version 2013
Download Restriction: no

Bibliographic Info

Paper provided by Queen's University, Department of Economics in its series Working Papers with number 1277.

as in new window
Length: 71 pages
Date of creation: Aug 2013
Date of revision:
Handle: RePEc:qed:wpaper:1277

Contact details of provider:
Postal: Kingston, Ontario, K7L 3N6
Phone: (613) 533-2250
Fax: (613) 533-6668
Email:
Web page: http://qed.econ.queensu.ca/
More information through EDIRC

Related research

Keywords: Ex-ante Policy Evaluation; Incomplete Markets; Heterogeneous Agents; Monte Carlo; Welfare;

Other versions of this item:

Find related papers by JEL classification:

This paper has been announced in the following NEP Reports:

References

References listed on IDEAS
Please report citation or reference errors to , or , if you are the registered author of the cited work, log in to your RePEc Author Service profile, click on "citations" and make appropriate adjustments.:
as in new window
  1. Marco Cagetti & Mariacristina De Nardi, 2006. "Wealth Inequality: Data and Models," NBER Working Papers 12550, National Bureau of Economic Research, Inc.
  2. Cozzi, Marco, 2012. "Optimal unemployment insurance in GE: A robust calibration approach," Economics Letters, Elsevier, vol. 117(1), pages 28-31.
  3. Fatih Guvenen, 2005. "An Empirical Investigation of Labor Income Processes," Macroeconomics 0508026, EconWPA.
  4. Aiyagari, S Rao, 1994. "Uninsured Idiosyncratic Risk and Aggregate Saving," The Quarterly Journal of Economics, MIT Press, vol. 109(3), pages 659-84, August.
  5. Eric French, 2000. "The effects of health, wealth, and wages on labor supply and retirement behavior," Working Paper Series WP-00-2, Federal Reserve Bank of Chicago.
  6. Jonathan Heathcote & Kjetil Storesletten & Giovanni L. Violante, 2009. "Quantitative Macroeconomics with Heterogeneous Households," Annual Review of Economics, Annual Reviews, vol. 1(1), pages 319-354, 05.
  7. Jonathan Heathcote, 2003. "The Macroeconomic Implications of Rising Wage Inequality in the United States," Working Papers gueconwpa~03-03-19, Georgetown University, Department of Economics.
  8. 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).
  9. Gustavo Ventura, . "Flat Tax Reform: A Quantitative Exploration," Computing in Economics and Finance 1997 172, Society for Computational Economics.
  10. 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.
  11. Kjetil Storesletten & Chris Telmer & Amir Yaron, 1997. "Consumption and risk sharing over the life cycle," GSIA Working Papers 228, Carnegie Mellon University, Tepper School of Business.
  12. 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.
  13. 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.
  14. S. Rao Aiyagari & Ellen R. McGrattan, 1997. "The optimum quantity of debt," Staff Report 203, Federal Reserve Bank of Minneapolis.
  15. Watson, Mark W, 1993. "Measures of Fit for Calibrated Models," Journal of Political Economy, University of Chicago Press, vol. 101(6), pages 1011-41, December.
  16. 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.
  17. Christopher Carroll, 2000. "Requiem For The Representative Consumer? Aggregate Implications Of Microeconomic Consumption Behavior," Computing in Economics and Finance 2000 320, Society for Computational Economics.
  18. 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.
  19. Gary D. Hansen & Ayse Imrohoroglu, 1990. "The Role of Unemployment Insurance in an Economy with Liquidity Constraints and Moral Hazard," UCLA Economics Working Papers 583, UCLA Department of Economics.
  20. 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.
  21. Luisa Fuster & Ayşe İmrohoroğlu & Selahattin İmrohoroğlu, 2007. "Elimination of Social Security in a Dynastic Framework," Review of Economic Studies, Oxford University Press, vol. 74(1), pages 113-145.
  22. 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.
  23. 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.
  24. Alvarez, Fernando & Veracierto, Marcelo, 2001. "Severance payments in an economy with frictions," Journal of Monetary Economics, Elsevier, vol. 47(3), pages 477-498, June.
  25. Marimon, Ramon & Scott, Andrew (ed.), 1999. "Computational Methods for the Study of Dynamic Economies," OUP Catalogue, Oxford University Press, number 9780198294979.
  26. 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.
  27. 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.
  28. Allan W. Gregory & Gregor W. Smith, 1987. "Calibration as Estimation," Working Papers 700, Queen's University, Department of Economics.
  29. Canova, Fabio, 1994. "Statistical Inference in Calibrated Models," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 9(S), pages S123-44, Suppl. De.
  30. Huggett, Mark, 1996. "Wealth distribution in life-cycle economies," Journal of Monetary Economics, Elsevier, vol. 38(3), pages 469-494, December.
  31. Imrohoroglu, Selahattin, 1998. "A Quantitative Analysis of Capital Income Taxation," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 39(2), pages 307-28, May.
  32. 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.
Full references (including those not matched with items on IDEAS)

Citations

Lists

This item is not listed on Wikipedia, on a reading list or among the top items on IDEAS.

Statistics

Access and download statistics

Corrections

When requesting a correction, please mention this item's handle: RePEc:qed:wpaper:1277. See general information about how to correct material in RePEc.

For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: (Mark Babcock).

If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

If references are entirely missing, you can add them using this form.

If the full references list an item that is present in RePEc, but the system did not link to it, you can help with this form.

If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your profile, as there may be some citations waiting for confirmation.

Please note that corrections may take a couple of weeks to filter through the various RePEc services.