IDEAS home Printed from https://ideas.repec.org/a/eee/ecolet/v105y2009i1p64-67.html
   My bibliography  Save this article

A Hausman-type test to detect the presence of influential outliers in regression analysis

Author

Listed:
  • Dehon, Catherine
  • Gassner, Marjorie
  • Verardi, Vincenzo

Abstract

In regression analysis, classical estimations may be excessively influenced by a few atypical observations. We propose a Hausman-type test to balance robustness and efficiency and to check whether a robust method should be implemented. An economic application is presented.

Suggested Citation

  • Dehon, Catherine & Gassner, Marjorie & Verardi, Vincenzo, 2009. "A Hausman-type test to detect the presence of influential outliers in regression analysis," Economics Letters, Elsevier, vol. 105(1), pages 64-67, October.
    • Handle: RePEc:eee:ecolet:v:105:y:2009:i:1:p:64-67
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S0165-1765(09)00186-4
    Download Restriction: Full text for ScienceDirect subscribers only
    ---><---

    As the access to this document is restricted, you may want to search for a different version of it.

    References listed on IDEAS

    as
    1. Jan- Sturm & Jakob de Haan, 2005. "Determinants of long-term growth: New results applying robust estimation and extreme bounds analysis," Empirical Economics, Springer, vol. 30(3), pages 597-617, October.
    2. 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.
    3. Christophe Croux & Stefan Aelst & Catherine Dehon, 2003. "Bounded influence regression using high breakdown scatter matrices," Annals of the Institute of Statistical Mathematics, Springer;The Institute of Statistical Mathematics, vol. 55(2), pages 265-285, June.
    4. Catherine Dehon & Marjorie Gassner & Vincenzo Verardi, 2009. "Beware of ‘Good’ Outliers and Overoptimistic Conclusions," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 71(3), pages 437-452, June.
    5. Jakob de Haan & Jan-Egbert Sturm, 2005. "Determinants of Long-term Growth: New Results Applying Roboust Estimation and Extreme Bounds," TWI Research Paper Series 12, Thurgauer Wirtschaftsinstitut, Universität Konstanz.
    6. Sala-i-Martin, Xavier, 1997. "I Just Ran Two Million Regressions," American Economic Review, American Economic Association, vol. 87(2), pages 178-183, May.
    Full references (including those not matched with items on IDEAS)

    Citations

    Blog mentions

    As found by EconAcademics.org, the blog aggregator for Economics research:
    1. ‘Metrics Monday: Outliers
      by Marc F. Bellemare in Marc F. Bellemare on 2015-07-20 14:00:00

    Citations

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


    Cited by:

    1. Kaffine, Daniel T. & Davis, Graham A., 2017. "A multi-row deletion diagnostic for influential observations in small-sample regressions," Computational Statistics & Data Analysis, Elsevier, vol. 108(C), pages 133-145.
    2. Paola Montero Ledezma, 2017. "The Growth of World Trade: The Robustness of the Evidence," Investigación & Desarrollo, Universidad Privada Boliviana, vol. 2(1), pages 5-19.

    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. Inklaar, Robert & Jong-A-Pin, Richard & de Haan, Jakob, 2008. "Trade and business cycle synchronization in OECD countries--A re-examination," European Economic Review, Elsevier, vol. 52(4), pages 646-666, May.
    2. Jong-A-Pin, Richard, 2009. "On the measurement of political instability and its impact on economic growth," European Journal of Political Economy, Elsevier, vol. 25(1), pages 15-29, March.
    3. repec:dgr:rugsom:06c05 is not listed on IDEAS
    4. Niclas Berggren & Mikael Elinder, 2012. "Is tolerance good or bad for growth?," Public Choice, Springer, vol. 150(1), pages 283-308, January.
    5. Ward Romp & Jakob De Haan, 2007. "Public Capital and Economic Growth: A Critical Survey," Perspektiven der Wirtschaftspolitik, Verein für Socialpolitik, vol. 8(S1), pages 6-52, April.
    6. Martin Gassebner & Jerg Gutmann & Stefan Voigt, 2016. "When to expect a coup d’état? An extreme bounds analysis of coup determinants," Public Choice, Springer, vol. 169(3), pages 293-313, December.
    7. Axel Dreher & Martin Gassebner & Lars-H. R. Siemers, 2012. "Globalization, Economic Freedom, and Human Rights," Journal of Conflict Resolution, Peace Science Society (International), vol. 56(3), pages 516-546, June.
    8. C. Hopp & A. Dreher, 2013. "Do differences in institutional and legal environments explain cross-country variations in IPO underpricing?," Applied Economics, Taylor & Francis Journals, vol. 45(4), pages 435-454, February.
    9. repec:rza:wpaper:443 is not listed on IDEAS
    10. Tausch, Arno, 2011. "The ‘four economic freedoms’ and life quality. General tendencies and some hard lessons for EU-27-Europe," MPRA Paper 33225, University Library of Munich, Germany.
    11. repec:diw:diwfin:diwfin03050 is not listed on IDEAS
    12. Erdal Atukeren, 2006. "Politico-Economic Determinants of the Crowding-in Effects of Public Investments in Developing Countries," KOF Working papers 06-126, KOF Swiss Economic Institute, ETH Zurich.
    13. Jochen Hartwig & Jan-Egbert Sturm, 2018. "Testing the Grossman model of medical spending determinants with macroeconomic panel data," The European Journal of Health Economics, Springer;Deutsche Gesellschaft für Gesundheitsökonomie (DGGÖ), vol. 19(8), pages 1067-1086, November.
    14. Martin Gassebner & Noel Gaston & Michael J Lamla, 2008. "Relief For The Environment? The Importance Of An Increasingly Unimportant Industrial Sector," Economic Inquiry, Western Economic Association International, vol. 46(2), pages 160-178, April.
    15. Hilal Ozen & Ismail Kaya, 2013. "Reconsidering Migration, Globalization and Social Conditions in the World System," Bogazici Journal, Review of Social, Economic and Administrative Studies, Bogazici University, Department of Economics, vol. 27(2), pages 31-64.
    16. Sturm, Jan-Egbert & Williams, Barry, 2010. "What determines differences in foreign bank efficiency? Australian evidence," Journal of International Financial Markets, Institutions and Money, Elsevier, vol. 20(3), pages 284-309, July.
    17. Ahrend, Rüdiger, 2012. "Understanding Russian regions’ economic performance during periods of decline and growth—An extreme bound analysis approach," Economic Systems, Elsevier, vol. 36(3), pages 426-443.
    18. Toke S. Aidt, 2011. "The Causes of Corruption," ifo DICE Report, ifo Institute - Leibniz Institute for Economic Research at the University of Munich, vol. 9(2), pages 15-19, 07.
    19. Axel Dreher & Martin Gassebner & Lars-H. R. Siemers, 2007. "Does Terror Threaten Human Rights? Evidence from Panel Data," CESifo Working Paper Series 1935, CESifo.
    20. Joël van der Weele, 2005. "Financing development: debt versus equity," DNB Working Papers 038, Netherlands Central Bank, Research Department.
    21. Leopoldo Fergusson & Carlos Molina & Juan Felipe Riaño, 2018. "I Sell My Vote, and So What? Incidence, Social Bias, and Correlates of Clientelism in Colombia," Economía Journal, The Latin American and Caribbean Economic Association - LACEA, vol. 0(Fall 2018), pages 181-218, November.
    22. repec:got:cegedp:115 is not listed on IDEAS
    23. Martin Gassebner & Michael Lamla & Jan-Egbert Sturm, 2006. "Economic, demographic and political determinants of pollution reassessed," KOF Working papers 06-129, KOF Swiss Economic Institute, ETH Zurich.
    24. Kerstin Bernoth & Roberta Colavecchio & Magdolna Sass, 2010. "Drivers of Private Equity Investment in CEE and Western European Countries," Discussion Papers of DIW Berlin 1002, DIW Berlin, German Institute for Economic Research.

    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:eee:ecolet:v:105:y:2009:i:1:p:64-67. 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: Catherine Liu (email available below). General contact details of provider: http://www.elsevier.com/locate/ecolet .

    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.