Nothing Special   »   [go: up one dir, main page]

IDEAS home Printed from https://ideas.repec.org/p/hal/wpaper/hal-00492039.html
   My bibliography  Save this paper

Inference on Time-Invariant Variables using Panel Data: A Pre-Test Estimator with an Application to the Returns to Schooling

Author

Listed:
  • Jean-Bernard Chatelain

    (CES - Centre d'économie de la Sorbonne - UP1 - Université Paris 1 Panthéon-Sorbonne - CNRS - Centre National de la Recherche Scientifique)

  • Kirsten Ralf

    (PSE - Paris-Jourdan Sciences Economiques - ENS-PSL - École normale supérieure - Paris - PSL - Université Paris Sciences et Lettres - INRA - Institut National de la Recherche Agronomique - EHESS - École des hautes études en sciences sociales - ENPC - École des Ponts ParisTech - CNRS - Centre National de la Recherche Scientifique)

Abstract
This paper proposes a new pre-test estimator of panel data models including time invariant variables based upon the Mundlak-Krishnakumar estimator and an "unrestricted" Hausman-Taylor estimator. The paper evaluates the biases of currently used restricted estimators, omitting the average-over-time of at least one endogenous time-varying explanatory variable. Repeated Between, Ordinary Least Squares, Two stage restricted Between and Oaxaca-Geisler estimator, Fixed Effect Vector Decomposition, Generalized least squares may lead to wrong conclusions regarding the statistical significance of the estimated parameter values of time-invariant variables.

Suggested Citation

  • Jean-Bernard Chatelain & Kirsten Ralf, 2010. "Inference on Time-Invariant Variables using Panel Data: A Pre-Test Estimator with an Application to the Returns to Schooling," Working Papers hal-00492039, HAL.
  • Handle: RePEc:hal:wpaper:hal-00492039
    Note: View the original document on HAL open archive server: https://paris1.hal.science/hal-00492039
    as

    Download full text from publisher

    File URL: https://paris1.hal.science/hal-00492039/document
    Download Restriction: no
    ---><---

    Other versions of this item:

    References listed on IDEAS

    as
    1. Oaxaca, Ronald L. & Geisler, Iris, 2003. "Fixed effects models with time invariant variables: a theoretical note," Economics Letters, Elsevier, vol. 80(3), pages 373-377, September.
    2. Hausman, Jerry A & Taylor, William E, 1981. "Panel Data and Unobservable Individual Effects," Econometrica, Econometric Society, vol. 49(6), pages 1377-1398, November.
    3. Greene, William, 2011. "Fixed Effects Vector Decomposition: A Magical Solution to the Problem of Time-Invariant Variables in Fixed Effects Models?," Political Analysis, Cambridge University Press, vol. 19(2), pages 135-146, April.
    4. Boumahdi, Rachid & Thomas, Alban, 2006. "Instrument relevance and efficient estimation with panel data," Economics Letters, Elsevier, vol. 93(2), pages 305-310, November.
    5. Hausman, Jerry, 2015. "Specification tests in econometrics," Applied Econometrics, Russian Presidential Academy of National Economy and Public Administration (RANEPA), vol. 38(2), pages 112-134.
    6. Michael C. Lovell, 1963. "Seasonal Adjustment of Economic Time Series and Multiple Regression," Cowles Foundation Discussion Papers 151, Cowles Foundation for Research in Economics, Yale University.
    7. Joshua D. Angrist & Jörn-Steffen Pischke, 2009. "Mostly Harmless Econometrics: An Empiricist's Companion," Economics Books, Princeton University Press, edition 1, number 8769.
    8. Baltagi, Badi H. & Bresson, Georges & Pirotte, Alain, 2003. "Fixed effects, random effects or Hausman-Taylor?: A pretest estimator," Economics Letters, Elsevier, vol. 79(3), pages 361-369, June.
    9. Chamberlain, Gary, 1982. "Multivariate regression models for panel data," Journal of Econometrics, Elsevier, vol. 18(1), pages 5-46, January.
    10. Card, David, 1999. "The causal effect of education on earnings," Handbook of Labor Economics, in: O. Ashenfelter & D. Card (ed.), Handbook of Labor Economics, edition 1, volume 3, chapter 30, pages 1801-1863, Elsevier.
    11. Breusch, Trevor & Ward, Michael B. & Nguyen, Hoa Thi Minh & Kompas, Tom, 2011. "On the Fixed-Effects Vector Decomposition," Political Analysis, Cambridge University Press, vol. 19(2), pages 123-134, April.
    12. Plümper, Thomas & Troeger, Vera E., 2007. "Efficient Estimation of Time-Invariant and Rarely Changing Variables in Finite Sample Panel Analyses with Unit Fixed Effects," Political Analysis, Cambridge University Press, vol. 15(2), pages 124-139, April.
    13. Swamy, P A V B & Arora, S S, 1972. "The Exact Finite Sample Properties of the Estimators of Coefficients in the Error Components Regression Models," Econometrica, Econometric Society, vol. 40(2), pages 261-275, March.
    14. Kelejian, Harry H & Stephan, Scott W, 1983. "Inference in Random Coefficient Panel Data Models: A Correction and Clarification of the Literature," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 24(1), pages 249-254, February.
    15. O. Ashenfelter & D. Card (ed.), 1999. "Handbook of Labor Economics," Handbook of Labor Economics, Elsevier, edition 1, volume 3, number 3.
    16. repec:zbw:rwirep:0083 is not listed on IDEAS
    17. Beck, Nathaniel & Katz, Jonathan N., 2001. "Throwing Out the Baby with the Bath Water: A Comment on Green, Kim, and Yoon," International Organization, Cambridge University Press, vol. 55(2), pages 487-495, April.
    18. Mitze, Timo, 2009. "Endogeneity in Panel Data Models with Time-Varying and Time-Fixed Regressors: To IV or not IV?," Ruhr Economic Papers 83, RWI - Leibniz-Institut für Wirtschaftsforschung, Ruhr-University Bochum, TU Dortmund University, University of Duisburg-Essen.
    19. Baltagi, Badi H & Khanti-Akom, Sophon, 1990. "On Efficient Estimation with Panel Data: An Empirical Comparison of Instrumental Variables Estimators," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 5(4), pages 401-406, Oct.-Dec..
    20. Mundlak, Yair, 1978. "On the Pooling of Time Series and Cross Section Data," Econometrica, Econometric Society, vol. 46(1), pages 69-85, 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. Farla, Kristine, 2012. "Institutions and credit," MERIT Working Papers 2012-038, United Nations University - Maastricht Economic and Social Research Institute on Innovation and Technology (MERIT).
    2. Chatelain, Jean-Bernard & Ralf, Kirsten, 2014. "Spurious regressions and near-multicollinearity, with an application to aid, policies and growth," EconStor Open Access Articles and Book Chapters, ZBW - Leibniz Information Centre for Economics, vol. 39(A), pages 85-96.
    3. Andrew Bell & Malcolm Fairbrother & Kelvyn Jones, 2019. "Fixed and random effects models: making an informed choice," Quality & Quantity: International Journal of Methodology, Springer, vol. 53(2), pages 1051-1074, March.
    4. Varvara Isyuk, 2014. "Resuming bank lending in the aftermath of the Capital Purchase Program," Université Paris1 Panthéon-Sorbonne (Post-Print and Working Papers) halshs-01093414, HAL.
    5. Mintewab Bezabih & Salvatore Di Falco & Alemu Mekonnen, 2014. "Is it the climate or the weather? Differential economic impacts of climatic factors in Ethiopia," GRI Working Papers 148, Grantham Research Institute on Climate Change and the Environment.
    6. Varvara Isyuk, 2014. "Resuming bank lending in the aftermath of the Capital Purchase Program," Post-Print halshs-01093414, HAL.
    7. Chatelain, Jean-Bernard & Ralf, Kirsten, 2021. "Inference on time-invariant variables using panel data: A pretest estimator," Economic Modelling, Elsevier, vol. 97(C), pages 157-166.
    8. Daeheon Choi & Chune Young Chung & Mira Yoon & Jason Young, 2020. "Factors in a Sustainable Labor Market: Evidence from New College Graduates’ Initial Job Placement in Korea," Sustainability, MDPI, vol. 12(6), pages 1-22, March.
    9. Paul Van Rompuy, 2016. "Sub-national Tax Autonomy and Deficits: Empirical Results for 27 OECD Countries," Regional Studies, Taylor & Francis Journals, vol. 50(7), pages 1248-1259, July.
    10. Varvara Isyuk, 2014. "Resuming bank lending in the aftermath of the Capital Purchase Program," Documents de travail du Centre d'Economie de la Sorbonne 14062, Université Panthéon-Sorbonne (Paris 1), Centre d'Economie de la Sorbonne.
    11. Bell, Andrew & Jones, Kelvyn, 2015. "Explaining Fixed Effects: Random Effects Modeling of Time-Series Cross-Sectional and Panel Data," Political Science Research and Methods, Cambridge University Press, vol. 3(1), pages 133-153, January.
    12. Daeheon Choi & Chune Young Chung & Ha Truong, 2019. "Return on Education in Two Major Vietnamese Cities," Sustainability, MDPI, vol. 11(18), pages 1-30, September.

    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. Chatelain, Jean-Bernard & Ralf, Kirsten, 2021. "Inference on time-invariant variables using panel data: A pretest estimator," Economic Modelling, Elsevier, vol. 97(C), pages 157-166.
    2. Sebastian Kripfganz & Claudia Schwarz, 2019. "Estimation of linear dynamic panel data models with time‐invariant regressors," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 34(4), pages 526-546, June.
    3. Régis BRETON & Sébastien GALANTI & Christophe HURLIN & Anne-Gaël VAUBOURG, 2011. "Does the firm-analyst relationship matter in explaining analysts' earnings forecast errors?," LEO Working Papers / DR LEO 469, Orleans Economics Laboratory / Laboratoire d'Economie d'Orleans (LEO), University of Orleans.
    4. Breusch, Trevor & Ward, Michael B. & Nguyen, Hoa Thi Minh & Kompas, Tom, 2011. "On the Fixed-Effects Vector Decomposition," Political Analysis, Cambridge University Press, vol. 19(2), pages 123-134, April.
    5. Tammuz Alraheb & Amine Tarazi, 2016. "Local Versus International Crises, Foreign Subsidiaries and Bank Stability: Evidence from the MENA Region," Working Papers hal-01270806, HAL.
    6. Georges Bresson & Guy Lacroix & Mohammad Arshad Rahman, 2021. "Bayesian panel quantile regression for binary outcomes with correlated random effects: an application on crime recidivism in Canada," Empirical Economics, Springer, vol. 60(1), pages 227-259, January.
    7. Pierre MANDON & Clément MATHONNAT, 2014. "Forms of Democracies and Financial Development," Working Papers 201421, CERDI.
    8. Arta Mulliqi & Nick Adnett & Mehtap Hisarciklilar & Artane Rizvanolli, 2018. "Human Capital and International Competitiveness in Europe, with Special Reference to Transition Economies," Eastern European Economics, Taylor & Francis Journals, vol. 56(6), pages 541-563, November.
    9. Sakari Lähdemäki & Eero Lehto & Eero Mäkynen, 2018. "The Role of Natural Resources and Geography for Productivity in Developed Countries," Working Papers 320, Työn ja talouden tutkimus LABORE, The Labour Institute for Economic Research LABORE.
    10. Baltagi, Badi H. & Bresson, Georges & Chaturvedi, Anoop & Lacroix, Guy, 2014. "Robust linear static panel data models using epsilon-contamination," MPRA Paper 59896, University Library of Munich, Germany.
    11. Mitze, Timo, 2010. "Estimating Gravity Models of International Trade with Correlated Time-Fixed Regressors: To IV or not IV?," MPRA Paper 23540, University Library of Munich, Germany.
    12. Hansen, Mary Eschelbach & Hansen, Bradley A., 2012. "Crisis and Bankruptcy: The Mediating Role of State Law, 1920–1932," The Journal of Economic History, Cambridge University Press, vol. 72(2), pages 448-468, May.
    13. Pierre Mandon & Clément Mathonnat, 2014. "Forms of Democracies and Financial Development," CERDI Working papers halshs-01084679, HAL.
    14. García-Mainar, Inmaculada & Montuenga-Gómez, Víctor M., 2009. "Education returns of wage earners and self-employed workers: Response," Economics of Education Review, Elsevier, vol. 28(5), pages 645-647, October.
    15. Øivind A. Nilsen & Arvid Raknerud & Terje Skjerpen, 2017. "Estimation of a model for matched panel data with high-dimensional two-way unobserved heterogeneity," Empirical Economics, Springer, vol. 53(4), pages 1657-1680, December.
    16. Aleksey Oshchepkov & Anna Shirokanova, 2020. "Multilevel Modeling For Economists: Why, When And How," HSE Working papers WP BRP 233/EC/2020, National Research University Higher School of Economics.
    17. Franc Klaassen & Rutger Teulings, 2015. "Untangling Fixed Effects and Constant Regressors," Tinbergen Institute Discussion Papers 15-137/VI, Tinbergen Institute.
    18. Pierre Mandon & Clément Mathonnat, 2015. "Forms of Democracies and Financial Development," CERDI Working papers halshs-01196108, HAL.
    19. Anne-Gael Vaubourg & Valdete Berisha-Krasniqui & Sébastien Galanti & Christophe Hurlin & Régis Breton, 2013. "We study whether financial analysts' concern for preserving good relationships with firms' managers motivates them to issue pessimistic or optimistic forecasts. Based on a dataset of one-yearahead EPS," Larefi Working Papers 1304, Larefi, Université Bordeaux 4.
    20. Pierre Mandon & Clément Mathonnat, 2014. "Forms of Democracies and Financial Development," Working Papers halshs-01084679, HAL.

    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:hal:wpaper:hal-00492039. 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: CCSD (email available below). General contact details of provider: https://hal.archives-ouvertes.fr/ .

    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.