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Controlling for overdispersion in grouped conditional logit models: A computationally simple application of Dirichlet-multinomial regression

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  • Paulo Guimarães
  • Richard C. Lindrooth

Abstract

In this article, we provide a random utility-based derivation of the Dirichlet-multinomial regression and propose it as a convenient alternative for dealing with overdispersed multinomial data. We show that this model is a natural extension of McFadden's conditional logit for grouped data and discuss its relationship with count models. Finally, we use a data set on patient choice of hospitals to illustrate an application of the Dirichlet-multinomial regression. Copyright Royal Economic Society 2007

Suggested Citation

  • Paulo Guimarães & Richard C. Lindrooth, 2007. "Controlling for overdispersion in grouped conditional logit models: A computationally simple application of Dirichlet-multinomial regression," Econometrics Journal, Royal Economic Society, vol. 10(2), pages 439-452, July.
    • Handle: RePEc:ect:emjrnl:v:10:y:2007:i:2:p:439-452
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    Cited by:

    1. Schaffner, Florian, 2016. "Information transmission in high dimensional choice problems: The value of online ratings in the restaurant market," VfS Annual Conference 2016 (Augsburg): Demographic Change 145585, Verein für Socialpolitik / German Economic Association.
    2. Anna Conte & M. Levati, 2014. "Use of data on planned contributions and stated beliefs in the measurement of social preferences," Theory and Decision, Springer, vol. 76(2), pages 201-223, February.
    3. Anna Conte & M. Vittoria Levati & Natalia Montinari, 2019. "Experience in public goods experiments," Theory and Decision, Springer, vol. 86(1), pages 65-93, February.
    4. Georgeanne M. Artz & Younjun Kim & Peter F. Orazem, 2016. "Does Agglomeration Matter Everywhere?: New Firm Location Decisions In Rural And Urban Markets," Journal of Regional Science, Wiley Blackwell, vol. 56(1), pages 72-95, January.
    5. Mullahy John, 2015. "Multivariate Fractional Regression Estimation of Econometric Share Models," Journal of Econometric Methods, De Gruyter, vol. 4(1), pages 1-30, January.
    6. Lutz Schneider & Alexander Kubis, 2010. "Are there Gender-specific Preferences for Location Factors? A Grouped Conditional Logit-Model of Interregional Migration Flows in Germany," Schmollers Jahrbuch : Journal of Applied Social Science Studies / Zeitschrift für Wirtschafts- und Sozialwissenschaften, Duncker & Humblot, Berlin, vol. 130(2), pages 143-168.
    7. John Mullahy, 2010. "Multivariate Fractional Regression Estimation of Econometric Share Models," NBER Working Papers 16354, National Bureau of Economic Research, Inc.
    8. David, Guy & Lindrooth, Richard C. & Helmchen, Lorens A. & Burns, Lawton R., 2014. "Do hospitals cross-subsidize?," Journal of Health Economics, Elsevier, vol. 37(C), pages 198-218.
    9. K. John McConnell & Richard C. Lindrooth & Douglas R. Wholey & Thomas M. Maddox & Nick Bloom, 2016. "Modern Management Practices and Hospital Admissions," Health Economics, John Wiley & Sons, Ltd., vol. 25(4), pages 470-485, April.
    10. Patrick Lloyd-Smith & Craig Schram & Wiktor Adamowicz & Diane Dupont, 2018. "Endogeneity of Risk Perceptions in Averting Behavior Models," Environmental & Resource Economics, Springer;European Association of Environmental and Resource Economists, vol. 69(2), pages 217-246, February.
    11. Jacob A. Jordaan, 2012. "Agglomeration and the location choice of foreign direct investment: new evidence from manufacturing FDI in Mexico," Estudios Económicos, El Colegio de México, Centro de Estudios Económicos, vol. 27(1), pages 61-97.
    12. José M. R. Murteira & Joaquim J. S. Ramalho, 2016. "Regression Analysis of Multivariate Fractional Data," Econometric Reviews, Taylor & Francis Journals, vol. 35(4), pages 515-552, April.
    13. Dakshina G. De Silva & Robert Mccomb, 2012. "Research Universities And Regional High‐Tech Firm Start‐Up And Exit," Economic Inquiry, Western Economic Association International, vol. 50(1), pages 112-130, January.
    14. Aksoy, Ozan & Yıldırım, Sinan, 2020. "A model of dynamic migration networks: Explaining Turkey's inter-provincial migration flows," SocArXiv rf724, Center for Open Science.
    15. Federica Alberti & Anna Conte & Daniela T. Di Cagno & Emanuela Sciubba, 2020. "How do we choose whom to trust? The effect of social networks on trust," Working Papers in Economics & Finance 2020-02, University of Portsmouth, Portsmouth Business School, Economics and Finance Subject Group.
    16. Rosa, Leonardo & Bettinger, Eric & Carnoy, Martin & Dantas, Pedro, 2022. "The effects of public high school subsidies on student test scores," Economics of Education Review, Elsevier, vol. 87(C).

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