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Alternative estimating and testing empirical strategies for fractional regression models

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Author Info
Esmeralda A. Ramalho () (Universidade de Evora, Departamento de Economia, CEFAGE-UE)
Joaquim J.S. Ramalho () (Universidade de Evora, Departamento de Economia, CEFAGE-UE)
José M.R. Murteira () (Faculdade de Economia, Universidade de Coimbra, CEMAPRE)

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Abstract

In many economic settings, the variable of interest is often a fraction or a proportion, being defined only on the unit interval. The bounded nature of such variables and, in some cases, the possibility of nontrivial probability mass accumulating at one or both boundaries raise some interesting estimation and inference issues. In this paper we: (i) provide a comprehensive survey of the main alternative models and estimation methods suitable to deal with fractional response variables; (ii) propose a full testing methodology to assess the validity of the assumptions required by each alternative estimator; and (iii) examine the finite sample properties of most of the estimators and tests discussed through an extensive Monte Carlo study. An application concerning corporate capital structure choices is also provided.

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File URL: http://www.cefage.uevora.pt/en/content/download/1723/22481/version/1/file/2009_08.pdf
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Publisher Info
Paper provided by University of Evora, CEFAGE-UE (Portugal) in its series CEFAGE-UE Working Papers with number 2009_08.

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Length: 66 pages
Date of creation: 2009
Date of revision:
Handle: RePEc:cfe:wpcefa:2009_08

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Related research
Keywords: Fractional regression models; Conditional mean tests; Non-nested hypotheses; Zero outcomes; Two-part models.;

Find related papers by JEL classification:
C12 - Mathematical and Quantitative Methods - - Econometric and Statistical Methods: General - - - Hypothesis Testing
C13 - Mathematical and Quantitative Methods - - Econometric and Statistical Methods: General - - - Estimation
C25 - Mathematical and Quantitative Methods - - Single Equation Models; Single Variables - - - Discrete Regression and Qualitative Choice Models
G32 - Financial Economics - - Corporate Finance and Governance - - - Financing Policy; Capital and Ownership Structure

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This page was last updated on 2009-11-16.


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