IDEAS home Printed from https://ideas.repec.org/p/azt/cemmap/04-04.html
   My bibliography  Save this paper

On the robustness of fixed effects and related estimators in correlated random coefficient panel data models

Author

Listed:
  • Jeffrey M. Wooldridge

Abstract

I show that a class of fixed effects estimators is reasonably robust for estimating the population-averaged slope coefficients in panel data models with individual-specific slopes, where the slopes are allowed to be correlated with the covariates. In addition to including the usual fixed effects estimator, the results apply to estimators that eliminate individual-specific trends. Further, asymptotic variance matrices are straightforward to estimate. I apply the results, and propose alternative estimators, to estimation of averagetreatment in a general class of unobserved effects models.

Suggested Citation

  • Jeffrey M. Wooldridge, 2004. "On the robustness of fixed effects and related estimators in correlated random coefficient panel data models," CeMMAP working papers 04/04, Institute for Fiscal Studies.
    • Handle: RePEc:azt:cemmap:04/04
    DOI: 10.1920/wp.cem.2004.0404
    as

    Download full text from publisher

    File URL: https://www.cemmap.ac.uk/wp-content/uploads/2020/08/CWP0404.pdf
    Download Restriction: no
    File URL: https://libkey.io/10.1920/wp.cem.2004.0404?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    Other versions of this item:

    References listed on IDEAS

    as
    1. Hahn, Jinyong, 2001. "Comment: Binary Regressors in Nonlinear Panel-Data Models with Fixed Effects," Journal of Business & Economic Statistics, American Statistical Association, vol. 19(1), pages 16-17, January.
    2. Wooldridge, Jeffrey M., 2003. "03.2.1. Fixed Effects Estimation of the Population-Averaged Slopes in a Panel Data Random Coefficient Model," Econometric Theory, Cambridge University Press, vol. 19(2), pages 411-412, April.
    3. Chamberlain, Gary, 1984. "Panel data," Handbook of Econometrics, in: Z. Griliches† & M. D. Intriligator (ed.), Handbook of Econometrics, edition 1, volume 2, chapter 22, pages 1247-1318, Elsevier.
    4. Caroline Minter Hoxby, 1996. "How Teachers' Unions Affect Education Production," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 111(3), pages 671-718.
    5. Papke, Leslie E., 1994. "Tax policy and urban development : Evidence from the Indiana enterprise zone program," Journal of Public Economics, Elsevier, vol. 54(1), pages 37-49, May.
    6. Angrist, Joshua D, 2001. "Estimations of Limited Dependent Variable Models with Dummy Endogenous Regressors: Simple Strategies for Empirical Practice," Journal of Business & Economic Statistics, American Statistical Association, vol. 19(1), pages 2-16, January.
    7. Heckman, J.J. & Hotz, V.J., 1988. "Choosing Among Alternative Nonexperimental Methods For Estimating The Impact Of Social Programs: The Case Of Manpower Training," University of Chicago - Economics Research Center 88-12, Chicago - Economics Research Center.
    8. Leora Friedberg, 1998. "Did Unilateral Divorce Raise Divorce Rates? Evidence from Panel Data," NBER Working Papers 6398, National Bureau of Economic Research, Inc.
    9. Gary Chamberlain, 1980. "Analysis of Covariance with Qualitative Data," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 47(1), pages 225-238.
    10. Mundlak, Yair, 1978. "On the Pooling of Time Series and Cross Section Data," Econometrica, Econometric Society, vol. 46(1), pages 69-85, January.
    11. Angrist, Joshua D, 2001. "Estimations of Limited Dependent Variable Models with Dummy Endogenous Regressors: Simple Strategies for Empirical Practice: Reply," Journal of Business & Economic Statistics, American Statistical Association, vol. 19(1), pages 27-28, January.
    Full references (including those not matched with items on IDEAS)

    Citations

    Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
    as


    Cited by:

    1. José Ignacio García Pérez & Yolanda Rebollo Sanz, 2005. "The use of permanent and temporary jobs across Spanish regions: Do unit labour cost differentials offer an explanation?," Economic Working Papers at Centro de Estudios Andaluces E2005/16, Centro de Estudios Andaluces.
    2. Gudmundsson, Sveinn Vidar & Merkert, Rico & Redondi, Renato, 2020. "Cost structure effects of horizontal airline mergers and acquisitions," Transport Policy, Elsevier, vol. 99(C), pages 136-144.
    3. Sebastian Garmann, 2017. "The effect of a reduction in the opening hours of polling stations on turnout," Public Choice, Springer, vol. 171(1), pages 99-117, April.
    4. Vincent O'connell, 2006. "The Impact of Accounting Conservatism on the Compensation Relevance of UK Earnings," European Accounting Review, Taylor & Francis Journals, vol. 15(4), pages 627-649.

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Ivan Fernandez-Val, 2005. "Estimation of Structural Parameters and Marginal Effects in Binary Choice Panel Data Models with Fixed Effects," Boston University - Department of Economics - Working Papers Series WP2005-38, Boston University - Department of Economics.
    2. Fernández-Val, Iván & Vella, Francis, 2011. "Bias corrections for two-step fixed effects panel data estimators," Journal of Econometrics, Elsevier, vol. 163(2), pages 144-162, August.
    3. Fernández-Val, Iván, 2009. "Fixed effects estimation of structural parameters and marginal effects in panel probit models," Journal of Econometrics, Elsevier, vol. 150(1), pages 71-85, May.
    4. Mathenge, Mary K. & Smale, Melinda & Olwande, John, 2012. "The Impact of Maize Hybrids on Income, Poverty, and Inequality among Smallholder Farmers in Kenya," Food Security International Development Working Papers 146931, Michigan State University, Department of Agricultural, Food, and Resource Economics.
    5. Ragasa, Catherine & Lambrecht, Isabel & Kufoalor, Doreen S., 2018. "Limitations of Contract Farming as a Pro-poor Strategy: The Case of Maize Outgrower Schemes in Upper West Ghana," World Development, Elsevier, vol. 102(C), pages 30-56.
    6. Bryan S. Graham & James Powell, 2008. "Identification and Estimation of 'Irregular' Correlated Random Coefficient Models," NBER Working Papers 14469, National Bureau of Economic Research, Inc.
    7. Ghanem, Dalia, 2017. "Testing identifying assumptions in nonseparable panel data models," Journal of Econometrics, Elsevier, vol. 197(2), pages 202-217.
    8. Mathenge, Mary K. & Smale, Melinda & Olwande, John, 2014. "The impacts of hybrid maize seed on the welfare of farming households in Kenya," Food Policy, Elsevier, vol. 44(C), pages 262-271.
    9. Laisney, François & Pohlmeier, Winfried & Staat, Matthias, 1991. "Estimation of labour supply functions using panel data: a survey," ZEW Discussion Papers 91-05, ZEW - Leibniz Centre for European Economic Research.
    10. Bratti, Massimiliano & Mendola, Mariapia, 2014. "Parental health and child schooling," Journal of Health Economics, Elsevier, vol. 35(C), pages 94-108.
    11. Kere, Eric Nazindigouba & Choumert, Johanna & Combes Motel, Pascale & Combes, Jean Louis & Santoni, Olivier & Schwartz, Sonia, 2017. "Addressing Contextual and Location Biases in the Assessment of Protected Areas Effectiveness on Deforestation in the Brazilian Amazônia," Ecological Economics, Elsevier, vol. 136(C), pages 148-158.
    12. Ahn, Seung C. & Schmidt, Peter, 1995. "Efficient estimation of models for dynamic panel data," Journal of Econometrics, Elsevier, vol. 68(1), pages 5-27, July.
    13. Gao, Yichen & Li, Cong & Liang, Zhongwen, 2015. "Binary response correlated random coefficient panel data models," Journal of Econometrics, Elsevier, vol. 188(2), pages 421-434.
    14. Ken Clark & Nikolaos C. Kanellopoulos, 2009. "Low Pay Persistence in European Countries," SOEPpapers on Multidisciplinary Panel Data Research 207, DIW Berlin, The German Socio-Economic Panel (SOEP).
    15. Jie Wei & Yonghui Zhang, 2022. "Panel Probit Models with Time‐Varying Individual Effects: Reestimating the Effects of Fertility on Female Labour Participation," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 84(4), pages 799-829, August.
    16. Francesca Iorio & Stefano Fachin, 2006. "Maximum Likelihood Estimation of Input Demand Models with Fixed Costs of Adjustment," Statistical Methods & Applications, Springer;Società Italiana di Statistica, vol. 15(1), pages 129-137, May.
    17. Karkinsky, Tom & Riedel, Nadine, 2012. "Corporate taxation and the choice of patent location within multinational firms," Journal of International Economics, Elsevier, vol. 88(1), pages 176-185.
    18. Borjas, George J. & Sueyoshi, Glenn T., 1994. "A two-stage estimator for probit models with structural group effects," Journal of Econometrics, Elsevier, vol. 64(1-2), pages 165-182.
    19. Dagsvik, John K., 2018. "Invariance axioms and functional form restrictions in structural models," Mathematical Social Sciences, Elsevier, vol. 91(C), pages 85-95.
    20. Neumark, David & Rothstein, Donna, 2006. "School-to-career programs and transitions to employment and higher education," Economics of Education Review, Elsevier, vol. 25(4), pages 374-393, August.

    More about this item

    Statistics

    Access and download statistics

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:azt:cemmap:04/04. See general information about how to correct material in RePEc.

    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 CitEc recognized a bibliographic reference but did not link an item in RePEc 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 RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: Dermot Watson (email available below). General contact details of provider: https://edirc.repec.org/data/ifsssuk.html .

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

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.