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Estimation of Public Goods Game Data

  • Merrett, Danielle

This paper compares the performance of alternative estimation approaches for Public Goods Game data. A leave-one-out cross validation was applied to test the performance of five estimation approaches. Random effects is revealed as the best estimation approach because of its un-biased and precise estimates and its ability to estimate time-invariant demographics. Surprisingly, approaches that treat the choice variable as continuous out-perform those that treat the choice variable as discrete. Correcting for censoring is shown to induce biased estimates. A finite Poisson mixture model produced relatively un-biased estimates however lacked the precision of fixed and random effects estimation.

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File URL: http://www.econ-wpseries.com/2012/201209.pdf
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Paper provided by University of Sydney, School of Economics in its series Working Papers with number 2012-09.

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Date of creation: Apr 2012
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Handle: RePEc:syd:wpaper:2123/8256
Contact details of provider: Postal: Sydney, NSW 2006
Phone: 61 +2 9351 5055
Fax: 61 +2 9351 4341
Web page: http://sydney.edu.au/arts/economics
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  1. Carpenter, Jeffrey P., 2004. "When in Rome: conformity and the provision of public goods," Journal of Behavioral and Experimental Economics (formerly The Journal of Socio-Economics), Elsevier, vol. 33(4), pages 395-408, September.
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  4. Isaac, R. Mark & McCue, Kenneth F. & Plott, Charles R., . "Public Goods Provision in an Experimental Environment," Working Papers 428, California Institute of Technology, Division of the Humanities and Social Sciences.
  5. Greene, William H, 1981. "On the Asymptotic Bias of the Ordinary Least Squares Estimator of the Tobit Model," Econometrica, Econometric Society, vol. 49(2), pages 505-13, March.
  6. Breitmoser, Yves, 2010. "Structural modeling of altruistic giving," MPRA Paper 24262, University Library of Munich, Germany.
  7. Claudia Keser & Frans A.A.M. van Winden, 2000. "Conditional Cooperation and Voluntary Contributions to Public Goods," Tinbergen Institute Discussion Papers 00-011/1, Tinbergen Institute.
  8. Nikiforakis, Nikos, 2010. "Feedback, punishment and cooperation in public good experiments," Games and Economic Behavior, Elsevier, vol. 68(2), pages 689-702, March.
  9. Nicholas Bardsley & Peter Moffatt, 2007. "The Experimetrics of Public Goods: Inferring Motivations from Contributions," Theory and Decision, Springer, vol. 62(2), pages 161-193, March.
  10. Glenn Harrison & E. Rutström, 2009. "Expected utility theory and prospect theory: one wedding and a decent funeral," Experimental Economics, Springer, vol. 12(2), pages 133-158, June.
  11. R. Isaac & James Walker & Susan Thomas, 1984. "Divergent evidence on free riding: An experimental examination of possible explanations," Public Choice, Springer, vol. 43(2), pages 113-149, January.
  12. Tan, Jonathan H.W. & Bolle, Friedel, 2007. "Team competition and the public goods game," Economics Letters, Elsevier, vol. 96(1), pages 133-139, July.
  13. Keser, Claudia & van Winden, Frans, 2000. " Conditional Cooperation and Voluntary Contributions to Public Goods," Scandinavian Journal of Economics, Wiley Blackwell, vol. 102(1), pages 23-39, March.
  14. Ananish Chaudhuri, 2011. "Sustaining cooperation in laboratory public goods experiments: a selective survey of the literature," Experimental Economics, Springer, vol. 14(1), pages 47-83, March.
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