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Efficiently exploring the causal role of contextual moderators in behavioral science

Behavioral science interventions have the potential to address longstanding policy problems, but their effects are typically heterogeneous across contexts (e.g., teachers, schools, and geographic regions). This contextual heterogeneity is poorly understood, however, which reduces the field’s impact...

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Autores principales: Hecht, Cameron A., Dweck, Carol S., Murphy, Mary C., Kroeper, Kathryn M., Yeager, David S.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: National Academy of Sciences 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9910482/
https://www.ncbi.nlm.nih.gov/pubmed/36577065
http://dx.doi.org/10.1073/pnas.2216315120
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author Hecht, Cameron A.
Dweck, Carol S.
Murphy, Mary C.
Kroeper, Kathryn M.
Yeager, David S.
author_facet Hecht, Cameron A.
Dweck, Carol S.
Murphy, Mary C.
Kroeper, Kathryn M.
Yeager, David S.
author_sort Hecht, Cameron A.
collection PubMed
description Behavioral science interventions have the potential to address longstanding policy problems, but their effects are typically heterogeneous across contexts (e.g., teachers, schools, and geographic regions). This contextual heterogeneity is poorly understood, however, which reduces the field’s impact and its understanding of mechanisms. Here, we present an efficient way to interrogate heterogeneity and address these gaps in knowledge. This method a) presents scenarios that vividly represent different moderating contexts, b) measures a short-term behavioral outcome (e.g., an academic choice) that is known to relate to typical intervention outcomes (e.g., academic achievement), and c) assesses the causal effect of the moderating context on the link between the psychological variable typically targeted by interventions and this short-term outcome. We illustrated the utility of this approach across four experiments (total n = 3,235) that directly tested contextual moderators of the links between growth mindset, which is the belief that ability can be developed, and students’ academic choices. The present results showed that teachers’ growth mindset-supportive messages and the structural opportunities they provide moderated the link between students’ mindsets and their choices (studies 1 to 3). This pattern was replicated in a nationally representative sample of adolescents and did not vary across demographic subgroups (study 2), nor was this pattern the result of several possible confounds (studies 3 to 4). Discussion centers on how this method of interrogating contextual heterogeneity can be applied to other behavioral science interventions and broaden their impact in other policy domains.
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spelling pubmed-99104822023-06-28 Efficiently exploring the causal role of contextual moderators in behavioral science Hecht, Cameron A. Dweck, Carol S. Murphy, Mary C. Kroeper, Kathryn M. Yeager, David S. Proc Natl Acad Sci U S A Social Sciences Behavioral science interventions have the potential to address longstanding policy problems, but their effects are typically heterogeneous across contexts (e.g., teachers, schools, and geographic regions). This contextual heterogeneity is poorly understood, however, which reduces the field’s impact and its understanding of mechanisms. Here, we present an efficient way to interrogate heterogeneity and address these gaps in knowledge. This method a) presents scenarios that vividly represent different moderating contexts, b) measures a short-term behavioral outcome (e.g., an academic choice) that is known to relate to typical intervention outcomes (e.g., academic achievement), and c) assesses the causal effect of the moderating context on the link between the psychological variable typically targeted by interventions and this short-term outcome. We illustrated the utility of this approach across four experiments (total n = 3,235) that directly tested contextual moderators of the links between growth mindset, which is the belief that ability can be developed, and students’ academic choices. The present results showed that teachers’ growth mindset-supportive messages and the structural opportunities they provide moderated the link between students’ mindsets and their choices (studies 1 to 3). This pattern was replicated in a nationally representative sample of adolescents and did not vary across demographic subgroups (study 2), nor was this pattern the result of several possible confounds (studies 3 to 4). Discussion centers on how this method of interrogating contextual heterogeneity can be applied to other behavioral science interventions and broaden their impact in other policy domains. National Academy of Sciences 2022-12-28 2023-01-03 /pmc/articles/PMC9910482/ /pubmed/36577065 http://dx.doi.org/10.1073/pnas.2216315120 Text en Copyright © 2022 the Author(s). Published by PNAS. https://creativecommons.org/licenses/by-nc-nd/4.0/This article is distributed under Creative Commons Attribution-NonCommercial-NoDerivatives License 4.0 (CC BY-NC-ND) (https://creativecommons.org/licenses/by-nc-nd/4.0/) .
spellingShingle Social Sciences
Hecht, Cameron A.
Dweck, Carol S.
Murphy, Mary C.
Kroeper, Kathryn M.
Yeager, David S.
Efficiently exploring the causal role of contextual moderators in behavioral science
title Efficiently exploring the causal role of contextual moderators in behavioral science
title_full Efficiently exploring the causal role of contextual moderators in behavioral science
title_fullStr Efficiently exploring the causal role of contextual moderators in behavioral science
title_full_unstemmed Efficiently exploring the causal role of contextual moderators in behavioral science
title_short Efficiently exploring the causal role of contextual moderators in behavioral science
title_sort efficiently exploring the causal role of contextual moderators in behavioral science
topic Social Sciences
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9910482/
https://www.ncbi.nlm.nih.gov/pubmed/36577065
http://dx.doi.org/10.1073/pnas.2216315120
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