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Modeling the Modeler: A Normative Theory of Experimental Design

Evan Piermon and Fernando Payró Chew

No 1471, Working Papers from Barcelona School of Economics

Abstract: We consider an analyst whose goal is to identify a subject's utility function through revealed preference analysis. We argue the analyst's preference about which experiments to run should adhere to three normative principles: The first, Structural Invariance, requires that the value of a choice experiment only depends on what the experiment may potentially reveal. The second, Identification Separability, demands that the value of identification is independent of what would have been counterfactually identified had the subject had a different utility. Finally, Information Monotonicity asks that more in- formative experiments are preferred. We provide a representation theorem, showing that these three principles characterize Expected Identification Value maximization, a functional form that unifies several theories of experimental design. We also study several special cases and discuss potential applications.

Keywords: Revealed Preferences; experimental design; choice experiments (search for similar items in EconPapers)
JEL-codes: D81 (search for similar items in EconPapers)
Date: 2024-12
New Economics Papers: this item is included in nep-dcm, nep-des, nep-exp, nep-mic and nep-upt
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