A Test of the Rational Expectations Hypothesis using data from a Natural Experiment
Abstract
Data on contestantsÕ choices in Italian Game Show Affari Tuoi are analysed in a way that separates the effect of risk attitude from that of beliefs concerning the amount of money that will be offered to contestants in future rounds. The importance of belief-formation is confirmed by the estimation of a mixture model which establishes that the vast majority of contestants are forward-looking as opposed to myopic. The most important issue addressed in the paper is what belief function is actually being used by contestants. This function is estimated in an unconstrained way as a component of the choice model, which is estimated using maximum simulated likelihood. Separate identification of the belief function and preferences is possible by virtue of the fact that at a certain stage of the game, beliefs are not relevant, and risk attitude is the sole determinant of choice. The rational expectations hypothesis is tested by comparing the estimated belief function with the ÒtrueÓ offer function which is estimated using data on offers actually made to contestants. We find that there is a significant difference between these two functions, and hence we reject the rational expectations hypothesis. However, when a simpler Òrule-of-thumbÓ structure is assumed for the belief function, we find a correspondence to the function obtained from data on actual offers. Our overall conclusion is that contestants are rational to the extent that they make use of all available relevant information, but are not fully rational because they are not processing the information in an optimal way. The importance of allowing the choice data to convey the belief function without prejudice is emphasised.Download Info
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Paper provided by Dipartimento di Economia e Finanza, LUISS Guido Carli in its series Quaderni DEF with number 146.
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Date of creation: Aug 2007
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Handle: RePEc:lui:wpaper:146
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For corrections or technical questions regarding this item, or to correct its listing, contact: (Daniela Di Cagno).
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Keywords: beliefs; discrete choice models; simulated likelihood; natural experiments; rational expectations; risky choices;Other versions of this item:
- Anna Conte & Peter G. Moffatt & Fabrizio Botti & Daniela T. Di Cagno & Carlo D'Ippoliti, 2009. "A Test of the Rational Expectations Hypothesis using data from a Natural Experiment," Quaderni DEF 161, Dipartimento di Economia e Finanza, LUISS Guido Carli.
- Anna Conte & Peter G. Moffatt & Fabrizio Botti & Daniela T. Di Cagno & Carlo D'Ippoliti, 2009. "A Test of the Rational Expectations Hypothesis using data from a Natural Experiment," Jena Economic Research Papers 2009-104, Friedrich-Schiller-University Jena, Max-Planck-Institute of Economics.
- C15 - Mathematical and Quantitative Methods - - Econometric and Statistical Methods and Methodology: General - - - Statistical Simulation Methods: General
- C23 - Mathematical and Quantitative Methods - - Single Equation Models; Single Variables - - - Models with Panel Data; Longitudinal Data; Spatial Time Series
- C25 - Mathematical and Quantitative Methods - - Single Equation Models; Single Variables - - - Discrete Regression and Qualitative Choice Models; Discrete Regressors; Proportions
- D81 - Microeconomics - - Information, Knowledge, and Uncertainty - - - Criteria for Decision-Making under Risk and Uncertainty
This paper has been announced in the following NEP Reports:
- NEP-ALL-2008-03-01 (All new papers)
- NEP-CBE-2008-03-01 (Cognitive & Behavioural Economics)
- NEP-DCM-2008-03-01 (Discrete Choice Models)
- NEP-UPT-2008-03-01 (Utility Models & Prospect Theory)
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