IDEAS home Printed from https://ideas.repec.org/p/nbr/nberwo/0003.html
   My bibliography  Save this paper

Error Components Regression Models and Their Applications

Author

Listed:
  • Swarnjit S. Arora

Abstract

In this paper, we have developed an operational method for estimating error components regression models when the variance- covariance matrix of the disturbance terms is unkown. Monte Carlo Studies were conducted to compare the relative efficiency of the pooled estimator obtained by this procedure to (a) an ordinary least sources estimator based on data aggregated over time, (b) the covariance estimator, and (d) a generalized least squares estimator based on a known variance-covariance matrix. For T small and large p, this estimator definitely performs better than the other estimators which are also based on an estimated value of the variance-covariance matrix of the disturbances. For p small and large T it compares equally well with other estimators.

Suggested Citation

  • Swarnjit S. Arora, 1973. "Error Components Regression Models and Their Applications," NBER Working Papers 0003, National Bureau of Economic Research, Inc.
    • Handle: RePEc:nbr:nberwo:0003
    as

    Download full text from publisher

    File URL: http://www.nber.org/papers/w0003.pdf
    Download Restriction: no
    ---><---

    References listed on IDEAS

    as
    1. 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.
    2. Henderson, Charles R, Jr, 1971. "Comment on 'The Use of Error Components Models in Combining Cross Section with Time Series Data'," Econometrica, Econometric Society, vol. 39(2), pages 397-401, March.
    3. Nerlove, Marc, 1971. "Further Evidence on the Estimation of Dynamic Economic Relations from a Time Series of Cross Sections," Econometrica, Econometric Society, vol. 39(2), pages 359-382, March.
    4. Maddala, G S, 1971. "The Use of Variance Components Models in Pooling Cross Section and Time Series Data," Econometrica, Econometric Society, vol. 39(2), pages 341-358, March.
    5. Wallace, T D & Hussain, Ashiq, 1969. "The Use of Error Components Models in Combining Cross Section with Time Series Data," Econometrica, Econometric Society, vol. 37(1), pages 55-72, 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. Jichuan Wang & James H. Fisher, 1994. "Comments on “Estimating Macro-Relationships Using Micro-Data: A One-Stage Approachâ€," Sociological Methods & Research, , vol. 22(4), pages 520-531, May.
    2. Wansbeek, Tom & Kapteyn, Arie, 1989. "Estimation of the error-components model with incomplete panels," Journal of Econometrics, Elsevier, vol. 41(3), pages 341-361, July.

    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. Sukesh K. Ghosh, 1976. "Estimating from a More General Time-Series Cum Cross-Section Data Structure," The American Economist, Sage Publications, vol. 20(1), pages 15-21, March.
    2. Silvio R. Rendon, 2013. "Fixed and Random Effects in Classical and Bayesian Regression," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 75(3), pages 460-476, June.
    3. Feder, Gershon & Just, Richard E., 1977. "An analysis of credit terms in the eurodollar market," European Economic Review, Elsevier, vol. 9(2), pages 221-243.
    4. Dong Kim, 2012. "What is an oil shock? Panel data evidence," Empirical Economics, Springer, vol. 43(1), pages 121-143, August.
    5. Croissant, Yves & Millo, Giovanni, 2008. "Panel Data Econometrics in R: The plm Package," Journal of Statistical Software, Foundation for Open Access Statistics, vol. 27(i02).
    6. Badi H. Baltagi, 1987. "On Estimating from a More General Time-Series Cum Cross-Section Data Structure," The American Economist, Sage Publications, vol. 31(2), pages 69-71, October.
    7. repec:ags:ucdavw:225633 is not listed on IDEAS
    8. Baltagi, Badi H. & Pirotte, Alain, 2010. "Panel data inference under spatial dependence," Economic Modelling, Elsevier, vol. 27(6), pages 1368-1381, November.
    9. repec:jss:jstsof:27:i02 is not listed on IDEAS
    10. Marius C. O. Amba, 2021. "Simultaneous Equations with Three Way Error Components," Journal of Quantitative Economics, Springer;The Indian Econometric Society (TIES), vol. 19(3), pages 583-596, September.
    11. Jayasooriya, Sujith, 2021. "Impact of Agricultural Factors on Carbon Footprints for GHG Emission Policies in Asia," MPRA Paper 109790, University Library of Munich, Germany.
    12. Laura Magazzini & Giorgio Calzolari, 2010. "Negative variance estimates in panel data models," Working Papers 15/2010, University of Verona, Department of Economics.
    13. Esfandiar Maasoumi & Almas Heshmati & Inhee Lee, 2021. "RETRACTED ARTICLE: Green innovations and patenting renewable energy technologies," Empirical Economics, Springer, vol. 60(1), pages 513-538, January.
    14. Allen, Linda & Jagtiani, Julapa & Landskroner, Yoram, 1996. "Interest rate risk subsidization in international capital standards," Journal of Economics and Business, Elsevier, vol. 48(3), pages 251-267, August.
    15. H. Baltagi, Badi & Heun Song, Seuck & Cheol Jung, Byoung, 2001. "The unbalanced nested error component regression model," Journal of Econometrics, Elsevier, vol. 101(2), pages 357-381, April.
    16. Zeytoon Nejad Moosavian, Seyyed Ali & Goodwin, Barry K., 2018. "GENERALIZING THE GENERAL: Generalizing the CES Production Function to Allow for the Flexibility of Input-Driven Output Risk and Viability of Input Thresholds," 2018 Annual Meeting, August 5-7, Washington, D.C. 274352, Agricultural and Applied Economics Association.
    17. Lauren J. Krivo & Robert L. Kaufman, 1990. "Estimating Macro-Relationships Using Micro-Data," Sociological Methods & Research, , vol. 19(2), pages 196-224, November.
    18. Rachel A. Rosenfeld & Franã‡Ois Nielsen, 1984. "Inequality and Careers," Sociological Methods & Research, , vol. 12(3), pages 279-321, February.
    19. Adrian C. Darnell, 1994. "A Dictionary Of Econometrics," Books, Edward Elgar Publishing, number 118.
    20. 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.
    21. Brücker, Herbert & Siliverstovs, Boriss, 2006. "Estimating and forecasting European migration : methods, problems and results," Zeitschrift für ArbeitsmarktForschung - Journal for Labour Market Research, Institut für Arbeitsmarkt- und Berufsforschung (IAB), Nürnberg [Institute for Employment Research, Nuremberg, Germany], vol. 39(1), pages 35-56.
    22. Javier Alvarez & Manuel Arellano, 2003. "The Time Series and Cross-Section Asymptotics of Dynamic Panel Data Estimators," Econometrica, Econometric Society, vol. 71(4), pages 1121-1159, July.

    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:nbr:nberwo:0003. 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: the person in charge (email available below). General contact details of provider: https://edirc.repec.org/data/nberrus.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.