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Estimating Panel Data Models in the Presence of Endogeneity and Selection

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  • Julda Kielyte

Abstract

The present paper proposes a strategy for estimating panel data models in the presence of sample selection and endogeneity arising from endogenous explanatory variables and unobserved heterogeneity. We propose three alternative tests for selection bias and estimation strategies to correct for selection in the presence of endogenous regressors under the availability of valid (strictly exogenous) instruments. The approaches are illustrated using a panel of European Labour Force Survey micro data.

Suggested Citation

  • Julda Kielyte, 2008. "Estimating Panel Data Models in the Presence of Endogeneity and Selection," Journal of Economics and Econometrics, Economics and Econometrics Society, vol. 51(2), pages 1-19.
  • Handle: RePEc:eei:journl:v:51:y:2008:i:2:p:1-19
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    Cited by:

    1. Pavel Ciaian & d’Artis Kancs & Johan Swinnen, 2010. "EU Land Markets and the Common Agricultural Policy," Journal of Economics and Econometrics, Economics and Econometrics Society, vol. 53(3), pages 1-31.
    2. Ciaian, Pavel & Kancs, d'Artis, 2011. "Food, energy and environment: Is bioenergy the missing link?," Food Policy, Elsevier, vol. 36(5), pages 571-580, October.
    3. Andries Brandsma & d'Artis Kancs & Pavel Ciaian, 2013. "The Role of Additionality in the EU Cohesion Policies: An Example of Firm-Level Investment Support," European Planning Studies, Taylor & Francis Journals, vol. 21(6), pages 838-853, June.
    4. Ana Paula Martins, 2010. "Splitting Games: Nash Equilibrium and the Optimisation Problem," Journal of Economics and Econometrics, Economics and Econometrics Society, vol. 53(1), pages 1-28.
    5. Pavel Ciaian & d’Artis Kancs, 2007. "Blue Cards, Blue Prospects?," Journal of Economics and Econometrics, Economics and Econometrics Society, vol. 50(1), pages 1-28.
    6. Kancs, d'Artis & Kielyte, Julda, 2010. "European Integration and Labour Migration," European Integration online Papers (EIoP), European Community Studies Association Austria (ECSA-A), vol. 14, November.
    7. Maria Rosaria Alfano & Anna Laura Baraldi & Claudia Cantabene, 2014. "The Effect of the Decentralization Degree on Corruption: A New Interpretation," Working papers 4, Società Italiana di Economia Pubblica.
    8. Ciaian, Pavel & Kancs, d'Artis, 2011. "The Impact of Market Imperfections on Heterogeneous Firm Output, Productivity, and Profit," Journal of Rural Cooperation, Hebrew University, Center for Agricultural Economic Research, vol. 0(Number 1), pages 1-24.
    9. D'artis Kancs, 2007. "Does Economic Integration Affect the Structure of Industries? Empirical Evidence from the CEE," Economic Systems Research, Taylor & Francis Journals, vol. 19(1), pages 73-97.
    10. Piroli, Giuseppe & Ciaian, Pavel & Kancs, d'Artis, 2012. "Land use change impacts of biofuels: Near-VAR evidence from the US," Ecological Economics, Elsevier, vol. 84(C), pages 98-109.
    11. James Anderson, 2001. "Migration, FDI, and the Margins of Trade," EERI Research Paper Series EERI_RP_2001_05, Economics and Econometrics Research Institute (EERI), Brussels.
    12. Victor Rivas, 2012. "Structural Estimation of Variety Gains from Trade Integration in a Heterogeneous Firms Framework," Journal of Economics and Econometrics, Economics and Econometrics Society, vol. 55(2), pages 78-93.
    13. Chen, Xi & Zhou, Bin & Zhong, Funing, 2010. "Do Consumers Really Care about Genetically Modified (GM) Food Label? What Do We Know? What Else Should We Know?," Journal of Economics and Econometrics, Economics and Econometrics Society, vol. 53(2), pages 32-56.
    14. d'Artis Kancs, 2011. "Labour migration in the enlarged EU: a new economic geography approach," Journal of Economic Policy Reform, Taylor & Francis Journals, vol. 14(2), pages 171-188.
    15. William H. Greene & Ana P. Martins, 2002. "Striking Features of the Labor Market," EERI Research Paper Series EERI RP 2002/08, Economics and Econometrics Research Institute (EERI), Brussels.
    16. Boppana Nagarjuna & Varadi Vijay Kumar, 2010. "Heat waves or Meteor showers: Empirical evidence from the stock markets," Journal of Economics and Econometrics, Economics and Econometrics Society, vol. 53(2), pages 57-74.

    More about this item

    Keywords

    Panel Data Models; Endogeneity; Sample Selection; Mills Ratio; Semiparametric Regression; Instrumental Variables; Fixed Effects.;

    JEL classification:

    • C14 - Mathematical and Quantitative Methods - - Econometric and Statistical Methods and Methodology: General - - - Semiparametric and Nonparametric Methods: General
    • C23 - Mathematical and Quantitative Methods - - Single Equation Models; Single Variables - - - Models with Panel Data; Spatio-temporal Models
    • C24 - Mathematical and Quantitative Methods - - Single Equation Models; Single Variables - - - Truncated and Censored Models; Switching Regression Models; Threshold Regression Models
    • C33 - Mathematical and Quantitative Methods - - Multiple or Simultaneous Equation Models; Multiple Variables - - - Models with Panel Data; Spatio-temporal Models

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