Department of Psychology and Population Research Center, The University of Texas at Austin, Austin, TX 78712.
Department of Psychology, Stanford University, Stanford, CA 94305.
Proc Natl Acad Sci U S A. 2023 Jan 3;120(1):e2216315120. doi: 10.1073/pnas.2216315120. Epub 2022 Dec 28.
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 = 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.
行为科学干预措施有可能解决长期存在的政策问题,但它们的效果在不同的背景下通常存在差异(例如,教师、学校和地理区域)。然而,这种背景异质性理解不足,这降低了该领域的影响力及其对机制的理解。在这里,我们提出了一种有效探究异质性并解决这些知识空白的方法。该方法 a)呈现生动代表不同调节背景的情景,b)测量短期行为结果(例如,学术选择),该结果已知与典型干预结果(例如,学业成就)相关,c)评估调节背景对干预措施通常针对的心理变量与短期结果之间的联系的因果效应。我们通过四个实验(总计=3235)说明了这种方法的实用性,这些实验直接测试了成长心态与学生学术选择之间联系的背景调节因素,成长心态是指能力可以发展的信念。研究结果表明,教师的成长心态支持性信息及其提供的结构机会调节了学生心态与他们的选择之间的联系(研究 1 至 3)。这一模式在青少年的全国代表性样本中得到了复制,并且在人口统计学亚组之间没有差异(研究 2),也不是由几个可能的混淆因素造成的(研究 3 至 4)。讨论集中在如何将这种探究背景异质性的方法应用于其他行为科学干预措施,并在其他政策领域扩大其影响。