Bounded Rationality and Limited Datasets
Theories of bounded rationality are typically characterized over an exhaustive data set. How does one tell whether observed choices are consistent with a theory if the data is incomplete? How can out-of-sample predictions be made? What can be identified about preferences? This paper aims to operationalize some leading bounded rationality theories when the available data is limited, as is the case in most practical settings. We also point out that the recent bounded rationality literature has overlooked a methodological pitfall that can lead to 'false positives' and 'empty' out-of-sample predictions when testing choice theories with limited data.
|Date of creation:||Mar 2012|
|Date of revision:||May 2014|
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References listed on IDEAS
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- Christopher Tyson, 2013.
"Behavioral implications of shortlisting procedures,"
Social Choice and Welfare,
Springer, vol. 41(4), pages 941-963, October.
- Christopher J. Tyson, 2012. "Behavioral Implications of Shortlisting Procedures," Working Papers 697, Queen Mary University of London, School of Economics and Finance.
- Yusufcan Masatlioglu & Daisuke Nakajima & Erkut Ozbay, 2009.
NajEcon Working Paper Reviews
- Paola Manzini & Marco Mariotti, 2012. "Categorize Then Choose: Boundedly Rational Choice And Welfare," Journal of the European Economic Association, European Economic Association, vol. 10(5), pages 1141-1165, October.
- Paola Manzini & Marco Mariotti, 2007. "Sequentially Rationalizable Choice," American Economic Review, American Economic Association, vol. 97(5), pages 1824-1839, December.
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