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Practical Considerations for Choosing Between Tobit and SCLS or CLAD Estimators for Censored Regression Models with an Application to Charitable Giving

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  • Mark Ottoni Wilhelm

Abstract

Practical considerations for choosing between Tobit, symmetrically censored least squares (SCLS) and censored least absolute deviations (CLAD) estimators are offered. Practical considerations deal with when a Hausman test is better than a conditional moment test for judging the severity of a misspecification, the need to bootstrap the sampling distributions of the Hausman tests, what to look for in a graphical examination of the residuals and the limited value of SCLS. The practical considerations are applied to a model of the intergenerational transmission of charitable giving using new data from the Panel Study of Income Dynamics (PSID). The paper shows how to use relative distribution methods to calculate CLAD-based marginal effects on the observable dependent variable. Copyright (c) Blackwell Publishing Ltd and the Department of Economics, University of Oxford, 2008.

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  • Mark Ottoni Wilhelm, 2008. "Practical Considerations for Choosing Between Tobit and SCLS or CLAD Estimators for Censored Regression Models with an Application to Charitable Giving," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 70(4), pages 559-582, August.
  • Handle: RePEc:bla:obuest:v:70:y:2008:i:4:p:559-582
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    References listed on IDEAS

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    1. Pradhan, Jaya Prakash, 2011. "Regional heterogeneity and firms’ innovation: the role of regional factors in industrial R&D in India," MPRA Paper 28096, University Library of Munich, Germany.
    2. Pradhan, Jaya Prakash, 2010. "R&D strategy of small and medium enterprises in India: Trends and determinants," MPRA Paper 20951, University Library of Munich, Germany.
    3. Brown, Sarah & Greene, William H. & Harris, Mark N. & Taylor, Karl, 2015. "An inverse hyperbolic sine heteroskedastic latent class panel tobit model: An application to modelling charitable donations," Economic Modelling, Elsevier, vol. 50(C), pages 228-236.
    4. Steinberg, Richard & Zhang, Ye & Brown, Eleanor & Rooney, Patrick, 2010. "Earned, owned, or transferred: are donations sensitive to the composition of income and wealth?," MPRA Paper 30082, University Library of Munich, Germany.
    5. Pollmann, Daniel & Dohmen, Thomas & Palm, Franz C., 2012. "Robust Estimation of Wage Dispersion with Censored Data: An Application to Occupational Earnings Risk and Risk Attitudes," IZA Discussion Papers 6447, Institute for the Study of Labor (IZA).
    6. Pradhan, Jaya Prakash & Das, Keshab, 2012. "Exports by Indian Manufacturing SMEs: Regional Patterns and Determinants," MPRA Paper 41804, University Library of Munich, Germany.
    7. Jaya Prakash Pradhan & Mohammad Zohair & Mallikarjun V. Alagawadi, 2013. "Regional Policies, Firm Characteristics and Exporting in the Indian State of Karnataka," Foreign Trade Review, , vol. 48(1), pages 45-81, February.
    8. Cobourn, Kelly M. & Burrack, Hannah J. & Goodhue, Rachael E. & Williams, Jeffrey C. & Zalom, Frank G., 2011. "Implications of simultaneity in a physical damage function," Journal of Environmental Economics and Management, Elsevier, vol. 62(2), pages 278-289, September.
    9. Yörük Bariş K., 2015. "Do Charitable Subsidies Crowd Out Political Giving? The Missing Link between Charitable and Political Contributions," The B.E. Journal of Economic Analysis & Policy, De Gruyter, vol. 15(1), pages 1-29, January.
    10. Lundborg , Per & Skedinger, Per, 2014. "Minimum Wages and the Integration of Refugee Immigr ants," Working Paper Series 4/14, Stockholm University, Swedish Institute for Social Research.
    11. Atamanov, Aziz & Van den Berg, Marrit, 2012. "Determinants of the rural nonfarm economy in Tajikistan," MERIT Working Papers 080, United Nations University - Maastricht Economic and Social Research Institute on Innovation and Technology (MERIT).
    12. Backus, Peter, 2010. "Is charity a homogeneous good?," The Warwick Economics Research Paper Series (TWERPS) 951, University of Warwick, Department of Economics.

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