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The Experimenters' Dilemma: Inferential Preferences over Populations

Rigotti, Luca and Wilson, Alistair and Gupta, Neeraja (2023) The Experimenters' Dilemma: Inferential Preferences over Populations. Working Paper. UNSPECIFIED. (Unpublished)

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Abstract

We examine the experimenter's preferences over different populations using statistical power under a fixed budget as the stand-in for the researcher's utility. We consider five populations commonly used in experiments by economists: undergraduate students at a physical location, undergraduate students in a virtual setting, Amazon MTurk "workers", a filtered MTurk subset from CloudResearch, and Prolific. Focusing on noise due to inattention, observation costs dominate the comparisons, with the larger online population samples superior to the smaller lab samples. However, once we factor in responsiveness to treatment, the lab samples have greater power than either MTurk or Prolific.


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Details

Item Type: Monograph (Working Paper)
Status: Unpublished
Creators/Authors:
CreatorsEmailPitt UsernameORCID
Rigotti, Lucaluca@pitt.eduluca
Wilson, Alistairalistair@pitt.edualistair0000-0001-8118-2376
Gupta, NeerajaNEG38@pitt.eduNEG38
Monograph Type: Working Paper
Date: 20 April 2023
Date Type: Completion
Institution: University of Pittsburgh
Department: Economics
Schools and Programs: Dietrich School of Arts and Sciences > Economics
Dietrich School of Arts and Sciences > Economics > Economics Working Papers
Refereed: No
Date Deposited: 20 Apr 2023 13:45
Last Modified: 20 Apr 2023 13:45
URI: http://d-scholarship.pitt.edu/id/eprint/44635

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