IDEAS home Printed from https://ideas.repec.org/a/zbw/ifweej/20111.html
   My bibliography  Save this article

Estimating standard errors for the Parks model: Can jackknifing help?

Author

Listed:
  • Reed, W. Robert
  • Webb, Rachel S.

Abstract

Non-spherical errors, namely heteroscedasticity, serial correlation and cross-sectional correlation are commonly present within panel data sets. These can cause significant problems for econometric analyses. The FGLS(Parks) estimator has been demonstrated to produce considerable efficiency gains in these settings. However, it suffers from underestimation of coefficient standard errors, oftentimes severe. Potentially, jackknifing the FGLS(Parks) estimator could allow one to maintain the efficiency advantages of FGLS(Parks) while producing more reliable estimates of coefficient standard errors. Accordingly, this study investigates the performance of the jackknife estimator of FGLS(Parks) using Monte Carlo experimentation. We find that jackknifing can - in narrowly defined situations - substantially improve the estimation of coefficient standard errors. However, its overall performance is not sufficient to make it a viable alternative to other panel data estimators.

Suggested Citation

  • Reed, W. Robert & Webb, Rachel S., 2011. "Estimating standard errors for the Parks model: Can jackknifing help?," Economics - The Open-Access, Open-Assessment E-Journal (2007-2020), Kiel Institute for the World Economy (IfW Kiel), vol. 5, pages 1-14.
    • Handle: RePEc:zbw:ifweej:20111
    DOI: 10.5018/economics-ejournal.ja.2011-1
    as

    Download full text from publisher

    File URL: http://dx.doi.org/10.5018/economics-ejournal.ja.2011-1
    Download Restriction: no
    File URL: https://www.econstor.eu/bitstream/10419/43717/1/643794921.pdf
    Download Restriction: no
    File URL: https://libkey.io/10.5018/economics-ejournal.ja.2011-1?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. Beck, Nathaniel & Katz, Jonathan N., 1995. "What To Do (and Not to Do) with Time-Series Cross-Section Data," American Political Science Review, Cambridge University Press, vol. 89(3), pages 634-647, September.
    2. A. Colin Cameron & Jonah B. Gelbach & Douglas L. Miller, 2008. "Bootstrap-Based Improvements for Inference with Clustered Errors," The Review of Economics and Statistics, MIT Press, vol. 90(3), pages 414-427, August.
    3. Robert Breunig, 2002. "Bias correction for inequality measures: an application to China and Kenya," Applied Economics Letters, Taylor & Francis Journals, vol. 9(12), pages 783-786.
    4. Reed W. Robert & Webb Rachel, 2010. "The PCSE Estimator is Good -- Just Not As Good As You Think," Journal of Time Series Econometrics, De Gruyter, vol. 2(1), pages 1-26, September.
    5. Roll, Richard & Schwartz, Eduardo & Subrahmanyam, Avanidhar, 2009. "Options trading activity and firm valuation," Journal of Financial Economics, Elsevier, vol. 94(3), pages 345-360, December.
    6. Roger Congleton & Feler Bose, 2010. "The rise of the modern welfare state, ideology, institutions and income security: analysis and evidence," Public Choice, Springer, vol. 144(3), pages 535-555, September.
    7. W. Robert Reed & Haichun Ye, 2009. "Which panel data estimator should I use?," Applied Economics, Taylor & Francis Journals, vol. 43(8), pages 985-1000.
    8. Sunil Sapra, 2002. "A jackknife maximum likelihood estimator for the probit model," Applied Economics Letters, Taylor & Francis Journals, vol. 9(2), pages 73-74.
    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. Muntasir Murshed & Seemran Rashid, 2020. "An Empirical Investigation of Real Exchange Rate Responses to Foreign Currency Inflows: Revisiting the Dutch Disease Phenomenon in South Asia," The Economics and Finance Letters, Conscientia Beam, vol. 7(1), pages 23-46.
    2. Economou, Athina & Gavroglou, Stavros & Kollias, Christos, 2013. "Economic fluctuations and political self-placement," Journal of Behavioral and Experimental Economics (formerly The Journal of Socio-Economics), Elsevier, vol. 46(C), pages 57-65.

    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. Moundigbaye, Mantobaye & Rea, William S. & Reed, W. Robert, 2018. "Which panel data estimator should I use? A corrigendum and extension," Economics - The Open-Access, Open-Assessment E-Journal (2007-2020), Kiel Institute for the World Economy (IfW Kiel), vol. 12, pages 1-31.
    2. Mantobaye Moundigbaye & William Rea & W. Robert Reed, 2016. "More Evidence On “Which Panel Data Estimator Should I Use?”," Working Papers in Economics 16/18, University of Canterbury, Department of Economics and Finance.
    3. Moundigbaye, Mantobaye & Messemer, Clarisse & Parks, Richard W. & Reed, W. Robert, 2020. "Bootstrap methods for inference in the Parks model," Economics - The Open-Access, Open-Assessment E-Journal (2007-2020), Kiel Institute for the World Economy (IfW Kiel), vol. 14, pages 1-18.
    4. Simplice A. Asongu & Uchenna R. Efobi & Belmondo V. Tanankem & Evans S. Osabuohien, 2019. "Globalisation and Female Economic Participation in Sub-Saharan Africa," Working Papers of the African Governance and Development Institute. 19/019, African Governance and Development Institute..
    5. Bergh, Andreas & Nilsson, Therese, 2010. "Good for Living? On the Relationship between Globalization and Life Expectancy," World Development, Elsevier, vol. 38(9), pages 1191-1203, September.
    6. Lulu Gu & W.R. Reed, 2013. "Chinese overseas M&A performance and the Go Global policy," The Economics of Transition, The European Bank for Reconstruction and Development, vol. 21(1), pages 157-192, January.
    7. Niklas Potrafke, 2012. "Political cycles and economic performance in OECD countries: empirical evidence from 1951–2006," Public Choice, Springer, vol. 150(1), pages 155-179, January.
    8. Saima SARWAR* & M. Wasif SIDDIQI**, 2018. "AN ATTEMPT TO CRYSTALIZE THE BLACK-BOX MYSTERY: Institutional Quality or Constitutional Rights," Pakistan Journal of Applied Economics, Applied Economics Research Centre, vol. 28(1), pages 103-130.
    9. Gu, Lulu & Reed, W. Robert, 2013. "Information asymmetry, market segmentation, and cross-listing: Implications for event study methodology," Journal of Asian Economics, Elsevier, vol. 28(C), pages 28-40.
    10. V. Saravanakumar, "undated". "Impact of Climate Change on Yield of Major Food Crops in Tamil Nadu, India," Working papers 91, The South Asian Network for Development and Environmental Economics.
    11. Horst Entorf & Hannes Spengler, 2015. "Crime, prosecutors, and the certainty of conviction," European Journal of Law and Economics, Springer, vol. 39(1), pages 167-201, February.
    12. Aguirre, Mariana & Ibikunle, Gbenga, 2014. "Determinants of renewable energy growth: A global sample analysis," Energy Policy, Elsevier, vol. 69(C), pages 374-384.
    13. Potrafke, Niklas, 2010. "The growth of public health expenditures in OECD countries: Do government ideology and electoral motives matter?," Journal of Health Economics, Elsevier, vol. 29(6), pages 797-810, December.
    14. Zewdie Habte SHIKUR, 2022. "Development And Enterprises’ Labor Demand In Sub-Saharan Africa: Evidence From Panel Data Of Four Countries," Applied Econometrics and International Development, Euro-American Association of Economic Development, vol. 22(2), pages 109-124.
    15. Checherita-Westphal, Cristina & Žďárek, Václav, 2017. "Fiscal reaction function and fiscal fatigue: evidence for the euro area," Working Paper Series 2036, European Central Bank.
    16. Valerio Leone Sciabolazza, 2022. "Bargaining within the Council of the European Union: An Empirical Study on the Allocation of Funds of the European Budget," Italian Economic Journal: A Continuation of Rivista Italiana degli Economisti and Giornale degli Economisti, Springer;Società Italiana degli Economisti (Italian Economic Association), vol. 8(2), pages 227-258, July.
    17. Qurat ul Ain & Yan Jie & Larisa Ivașcu & Syed Ghulam Meran Shah & Tahir Yousaf, 2023. "Whether rising tide has lifted all the boats? Effect of inter‐governmental transfers on household income inequality in Pakistan," International Journal of Finance & Economics, John Wiley & Sons, Ltd., vol. 28(1), pages 430-447, January.
    18. Nguyen, Canh Phuc, 2022. "Does economic complexity matter for the shadow economy?," Economic Analysis and Policy, Elsevier, vol. 73(C), pages 210-227.
    19. Joseph, Iverson-Love, 2022. "The effect of natural disaster on economic growth: Evidence from a major earthquake in Haiti," World Development, Elsevier, vol. 159(C).
    20. Fernando Martín-Mayoral & Juan Fernández Sastre, 2017. "Determinants of social spending in Latin America during and after the Washington consensus: a dynamic panel error-correction model analysis," Latin American Economic Review, Springer;Centro de Investigaciòn y Docencia Económica (CIDE), vol. 26(1), pages 1-32, December.

    More about this item

    Keywords

    Panel data estimation; Parks model; cross-sectional correlation; jackknife; Monte Carlo;
    All these keywords.

    JEL classification:

    • C23 - Mathematical and Quantitative Methods - - Single Equation Models; Single Variables - - - Models with Panel Data; Spatio-temporal Models
    • C15 - Mathematical and Quantitative Methods - - Econometric and Statistical Methods and Methodology: General - - - Statistical Simulation Methods: General

    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:zbw:ifweej:20111. 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: ZBW - Leibniz Information Centre for Economics (email available below). General contact details of provider: https://edirc.repec.org/data/iwkiede.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.