Advanced Search
MyIDEAS: Login to save this paper or follow this series

Conditional logit versus random coefficient models: An analysis using GLLAMM

Contents:

Author Info

  • Peter Haan

    (DIW)

Abstract

Estimating labor supply functions using a discrete rather than a continuous specification has become increasingly popular in recent years. The main advantage of the discrete choice approach compared to continuous specifications derives from the possibility to model nonlinearities in budget functions. However, the standard discrete choice approach, the conditional logit model, is based on some restrictive assumptions. Econometric literature has suggested more general discrete choice models. However, these less restrictive specifications have shown to incur very high computational cost, which might obstruct the estimation of confidence intervals of marginal effects or elasticities. It is therefore of particular interest for applied research, which approach is more adequate when analyzing discrete choice models. In my analysis, I estimate different model specifications of a household utility function drawing on micro data of the GSOEP. For the estimation, I employ the Stata program GLLAMM, developed by Sophia Rabe-Hesketh et al. (2001). The idea is to test whether the results derived from the different specifications differ significantly. My findings suggest that for computational reasons, standard discrete choice models that are more restrictive in their assumptions regarding error variances, seem to represent the adequate model choice for the analysis of labor supply functions on basis of the GSOEP.

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://www.stata.com/meeting/2german/Haan.pdf
File Function: Presentation slides
Download Restriction: no

Bibliographic Info

Paper provided by Stata Users Group in its series German Stata Users' Group Meetings 2004 with number 7.

as in new window
Length:
Date of creation:
Date of revision:
Handle: RePEc:boc:dsug04:7

Contact details of provider:
Web page: http://www.stata.com/meeting/2german
More information through EDIRC

Related research

Keywords:

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. Brownstone, David & Train, Kenneth, 1999. "Forecasting new product penetration with flexible substitution patterns," University of California Transportation Center, Working Papers qt3tb6j874, University of California Transportation Center.
  2. Gustafsson, Siv, 1992. "Separate Taxation and Married Women's Labor Supply: A Comparison of West Germany and Sweden," Journal of Population Economics, Springer, vol. 5(1), pages 61-85, February.
  3. Laisney, François & Beninger, Denis & Beblo, Miriam, 2003. "Family Tax Splitting: A Microsimulation of its Potential Labour Supply and Intra-household Welfare Effects in Germany," ZEW Discussion Papers 03-32, ZEW - Zentrum für Europäische Wirtschaftsforschung / Center for European Economic Research.
  4. Viktor Steiner & Katharina Wrohlich, 2004. "Household Taxation, Income Splitting and Labor Supply Incentives: A Microsimulation Study for Germany," Discussion Papers of DIW Berlin 421, DIW Berlin, German Institute for Economic Research.
  5. Kenneth Train, 2003. "Discrete Choice Methods with Simulation," Online economics textbooks, SUNY-Oswego, Department of Economics, number emetr2, Spring.
  6. Bonin, Holger & Kempe, Wolfram & Schneider, Hilmar, 2002. "Household Labor Supply Effects of Low-Wage Subsidies in Germany," IZA Discussion Papers 637, Institute for the Study of Labor (IZA).
  7. Heckman, James & Singer, Burton, 1984. "A Method for Minimizing the Impact of Distributional Assumptions in Econometric Models for Duration Data," Econometrica, Econometric Society, vol. 52(2), pages 271-320, March.
  8. Steven T. Berry, 1994. "Estimating Discrete-Choice Models of Product Differentiation," RAND Journal of Economics, The RAND Corporation, vol. 25(2), pages 242-262, Summer.
  9. Michael Gerfin & Robert E. Leu, 2003. "The Impact of In-Work Benefits on Poverty and Household Labour Supply. A simulation study for Switzerland," Diskussionsschriften dp0304, Universitaet Bern, Departement Volkswirtschaft.
  10. Sophia Rabe-Hesketh & Anders Skrondal & Andrew Pickles, 2002. "Reliable estimation of generalized linear mixed models using adaptive quadrature," Stata Journal, StataCorp LP, vol. 2(1), pages 1-21, February.
  11. Richard Blundell & Alan Duncan & Julian McCrae & Costas Meghir, 2000. "The labour market impact of the working families’ tax credit," Fiscal Studies, Institute for Fiscal Studies, vol. 21(1), pages 75-103, March.
  12. Sophia Rabe-Hesketh & Anders Skrondal & Andrew Pickles, 2004. "GLLAMM Manual," U.C. Berkeley Division of Biostatistics Working Paper Series 1160, Berkeley Electronic Press.
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:boc:dsug04:7. 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: (Christopher F Baum).

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.