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Interval Regression Models with;Endogenous Explanatory Variables

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Author Info

  • Giulia BETTIN

    ()
    (Universit… Politecnica delle Marche, Dipartimento di Scienze Economiche e Sociali)

  • Riccardo LUCCHETTI

    ()
    (Universita' Politecnica delle Marche, Dipartimento di Economia)

Abstract

We consider the estimation of linear models where the dependent variable is observed by intervals and some continuous regressors may be endogenous. Our approach is fully parametric and two estimators are proposed: a two-step estimator and a limited-information maximum-likelihood estimator. The results can be summarised as follows: the two-step estimator may offer some computational advantages over the LIML (Limited Information Maximum Likelihood) estimator, and a Monte Carlo experiment suggests that its relative efficiency is rather satisfactory. The LIML estimator, however, is probably simpler to implement and has the advantage of providing a framework in which several testing procedures are more straightforward to perform. The application of TSLS (Two-Stage Least Squares) to a proxy of the dependent variable built by taking midpoints, on the other hand, leads to inconsistent estimates. An example application is also included, which uses Australian data on migrants' remittances.

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File URL: http://docs.dises.univpm.it/web/quaderni/pdf/339.pdf
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Bibliographic Info

Paper provided by Universita' Politecnica delle Marche (I), Dipartimento di Scienze Economiche e Sociali in its series Working Papers with number 339.

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Length: 21
Date of creation: Apr 2010
Date of revision:
Handle: RePEc:anc:wpaper:339

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Keywords: Instrumental variables; Interval models; Migration; Remittances;

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  1. Rivers, Douglas & Vuong, Quang H., 1988. "Limited information estimators and exogeneity tests for simultaneous probit models," Journal of Econometrics, Elsevier, vol. 39(3), pages 347-366, November.
  2. Stewart, Mark B, 1982. "On Least Squares Estimation when the Dependent Variable is Grouped," The Warwick Economics Research Paper Series (TWERPS) 207, University of Warwick, Department of Economics.
  3. Gao, Chuanming & Lahiri, Kajal, 2000. "Further consequences of viewing LIML as an iterated Aitken estimator," Journal of Econometrics, Elsevier, vol. 98(2), pages 187-202, October.
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  7. Rapoport, Hillel & Docquier, Frederic, 2006. "The Economics of Migrants' Remittances," Handbook on the Economics of Giving, Reciprocity and Altruism, Elsevier.
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Cited by:
  1. Di Paolo, Antonio & Tansel, Aysit, 2013. "Returns to Foreign Language Skills in a Developing Country: The Case of Turkey," IZA Discussion Papers 7724, Institute for the Study of Labor (IZA).
  2. Bratti, Massimiliano & Cavalli, Laura, 2013. "Delayed First Birth and New Mothers' Labor Market Outcomes: Evidence from Biological Fertility Shocks," IZA Discussion Papers 7135, Institute for the Study of Labor (IZA).
  3. Benjamin Volland, 2013. "Conscientious consumers? Preferences, personality and expenditure in the UK," Papers on Economics and Evolution 2013-05, Max Planck Institute of Economics, Evolutionary Economics Group.
  4. Elena AMBROSETTI & Eralba CELA & Tineke FOKKEMA, 2011. "The Remittances Behaviour of the Second Generation in Europe: Altruism or Self-Interest?," Working Papers 368, Universita' Politecnica delle Marche (I), Dipartimento di Scienze Economiche e Sociali.
  5. Erasmus Kersting & Christopher Kilby, 2013. "Aid and Democracy Redux," Villanova School of Business Department of Economics and Statistics Working Paper Series 23, Villanova School of Business Department of Economics and Statistics.
  6. Alessandro STERLACCHINI, 2012. "Patent Oppositions as Competitive Tools: An Analysis of the Major Players in the European Market of White Goods," Working Papers 374, Universita' Politecnica delle Marche (I), Dipartimento di Scienze Economiche e Sociali.
  7. Ruggero GRILLI & Gabriele TEDESCHI & Mauro GALLEGATI, 2012. "Markets connectivity and financial contagion," Working Papers 382, Universita' Politecnica delle Marche (I), Dipartimento di Scienze Economiche e Sociali.
  8. Ugo FRATESI, 2010. "The National and International Effects;of Regional Policy Choices: Agglomeration Economies, Peripherality and Territorial Characteristics," Working Papers 344, Universita' Politecnica delle Marche (I), Dipartimento di Scienze Economiche e Sociali.

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