What Do We Learn about Voter Preferences from Conjoint Experiments?
Political scientists frequently interpret the results of conjoint experiments as reflective of majority preferences. In this article, we show that the target estimand of conjoint experiments, the average marginal component effect (AMCE), is not well defined in these terms. Even with individually rat...
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Published in | American journal of political science Vol. 66; no. 4; pp. 1008 - 1020 |
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Main Authors | , , |
Format | Journal Article |
Language | English |
Published |
Oxford
Blackwell Publishing Ltd
01.10.2022
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Subjects | |
Online Access | Get full text |
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Summary: | Political scientists frequently interpret the results of conjoint experiments as reflective of majority preferences. In this article, we show that the target estimand of conjoint experiments, the average marginal component effect (AMCE), is not well defined in these terms. Even with individually rational experimental subjects, the AMCE can indicate the opposite of the true preference of the majority. To show this, we characterize the preference aggregation rule implied by the AMCE and demonstrate its several undesirable properties. With this result, we provide a method for placing bounds on the proportion of experimental subjects who prefer a given candidate feature. We describe conditions under which the AMCE corresponds in sign with the majority preference. Finally, we offer a structural interpretation of the AMCE and highlight that the problem we describe persists even when a model of voting is imposed. |
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Bibliography: | Kocak gratefully acknowledges the support of the Research Program in Political Economy at Princeton University. The authors thank Naoki Egami, Matias Iaryczower, Kosuke Imai, John Londregan, Nolan McCarty, Teppei Yamamoto, and seminar audiences at Harvard, NYUAD, Princeton, Rochester, UCL, UdeM, the APSA Annual Meeting, the 2019 Conference of the Society for Political Methodology, and the 2019 Toronto Political Behavior Workshop for useful comments and encouragement. |
ISSN: | 0092-5853 1540-5907 |
DOI: | 10.1111/ajps.12714 |