Mindset × Context: Schools, Classrooms, and the Unequal Translation of Expectations into Math Achievement.

IF 9.4 1区 心理学 Q1 PSYCHOLOGY, DEVELOPMENTAL
Jamie M Carroll, David S Yeager, Jenny Buontempo, Cameron Hecht, Andrei Cimpian, Pratik Mhatre, Chandra Muller, Robert Crosnoe
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To do this, this monograph advances Mindset × Context Theory. This orients research on educational equity to the reciprocal influence between students' psychological motivations and their school-based opportunities to enact those motivations. Mindset × Context Theory predicts that a student's mindset will be more strongly linked to developmental outcomes among groups of students who are at risk for poor outcomes, but only in a school or classroom context where there is sufficient need and support for the mindset. Our application of this theory centers on expectations for success in high school math as a foundational belief for students' math progress early in high school. We examine how this mindset varies across interpersonal and cultural dynamics in schools and classrooms. Following this perspective, we ask: 1. Which gender and socioeconomic identity groups showed the weakest or strongest links between expectations for success in math and progress through the math curriculum? 2. 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This allowed for generalization to the U.S. public school population and for the systematic investigation of school- and classroom-level contextual factors. The NSLM's complete sampling of students within schools also allowed for a comparison of students from different gender and socioeconomic groups with the same expectations in the same educational contexts. To analyze these data, we used the Bayesian Causal Forest (BCF) algorithm, a best-in-class machine-learning method for discovering complex, replicable interaction effects. Chapter IV examined the interplay of expectations, gender, and socioeconomic status (SES; operationalized with maternal educational attainment). Adolescents' expectations for success in math were meaningful predictors of their early math progress, even when controlling for other psychological factors, prior achievement in math, and racial and ethnic identities. Boys from low-SES families were the most vulnerable identity group. 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引用次数: 0

Abstract

When do adolescents' dreams of promising journeys through high school translate into academic success? This monograph reports the results of a collaborative effort among sociologists and psychologists to systematically examine the role of schools and classrooms in disrupting or facilitating the link between adolescents' expectations for success in math and their subsequent progress in the early high school math curriculum. Our primary focus was on gendered patterns of socioeconomic inequality in math and how they are tethered to the school's peer culture and to students' perceptions of gender stereotyping in the classroom. To do this, this monograph advances Mindset × Context Theory. This orients research on educational equity to the reciprocal influence between students' psychological motivations and their school-based opportunities to enact those motivations. Mindset × Context Theory predicts that a student's mindset will be more strongly linked to developmental outcomes among groups of students who are at risk for poor outcomes, but only in a school or classroom context where there is sufficient need and support for the mindset. Our application of this theory centers on expectations for success in high school math as a foundational belief for students' math progress early in high school. We examine how this mindset varies across interpersonal and cultural dynamics in schools and classrooms. Following this perspective, we ask: 1. Which gender and socioeconomic identity groups showed the weakest or strongest links between expectations for success in math and progress through the math curriculum? 2. How did the school's peer culture shape the links between student expectations for success in math and math progress across gender and socioeconomic identity groups? 3. How did perceptions of classroom gender stereotyping shape the links between student expectations for success in math and math progress across gender and socioeconomic identity groups? We used nationally representative data from about 10,000 U.S. public school 9th graders in the National Study of Learning Mindsets (NSLM) collected in 2015-2016-the most recent, national, longitudinal study of adolescents' mindsets in U.S. public schools. The sample was representative with respect to a large number of observable characteristics, such as gender, race, ethnicity, English Language Learners (ELLs), free or reduced price lunch, poverty, food stamps, neighborhood income and labor market participation, and school curricular opportunities. This allowed for generalization to the U.S. public school population and for the systematic investigation of school- and classroom-level contextual factors. The NSLM's complete sampling of students within schools also allowed for a comparison of students from different gender and socioeconomic groups with the same expectations in the same educational contexts. To analyze these data, we used the Bayesian Causal Forest (BCF) algorithm, a best-in-class machine-learning method for discovering complex, replicable interaction effects. Chapter IV examined the interplay of expectations, gender, and socioeconomic status (SES; operationalized with maternal educational attainment). Adolescents' expectations for success in math were meaningful predictors of their early math progress, even when controlling for other psychological factors, prior achievement in math, and racial and ethnic identities. Boys from low-SES families were the most vulnerable identity group. They were over three times more likely to not make adequate progress in math from 9th to 10th grade relative to girls from high-SES families. Boys from low-SES families also benefited the most from their expectations for success in math. Overall, these results were consistent with Mindset × Context Theory's predictions. Chapters V and VI examined the moderating role of school-level and classroom-level factors in the patterns reported in Chapter IV. Expectations were least predictive of math progress in the highest-achieving schools and schools with the most academically oriented peer norms, that is, schools with the most formal and informal resources. School resources appeared to compensate for lower levels of expectations. Conversely, expectations most strongly predicted math progress in the low/medium-achieving schools with less academically oriented peers, especially for boys from low-SES families. This chapter aligns with aspects of Mindset × Context Theory. A context that was not already optimally supporting student success was where outcomes for vulnerable students depended the most on student expectations. Finally, perceptions of classroom stereotyping mattered. Perceptions of gender stereotyping predicted less progress in math, but expectations for success in math more strongly predicted progress in classrooms with high perceived stereotyping. Gender stereotyping interactions emerged for all sociodemographic groups except for boys from high-SES families. The findings across these three analytical chapters demonstrate the value of integrating psychological and sociological perspectives to capture multiple levels of schooling. It also drew on the contextual variability afforded by representative sampling and explored the interplay of lab-tested psychological processes (expectations) with field-developed levers of policy intervention (school contexts). This monograph also leverages developmental and ecological insights to identify which groups of students might profit from different efforts to improve educational equity, such as interventions to increase expectations for success in math, or school programs that improve the school or classroom cultures.

心态 × 背景:学校、教室和期望转化为数学成绩的不平等。
青少年对高中充满希望的旅程的梦想何时转化为学业成功?这本专著报告了社会学家和心理学家合作的结果,系统地研究了学校和课堂在破坏或促进青少年对数学成功的期望与他们随后在高中早期数学课程中的进步之间的联系方面的作用。我们的主要关注点是数学中社会经济不平等的性别模式,以及它们如何与学校的同龄人文化和学生对课堂上性别刻板印象的看法联系在一起。为了做到这一点,这本专著推进了思维定势 × 语境理论。这将教育公平的研究导向于学生的心理动机和他们在学校实施这些动机的机会之间的相互影响。心态 × 情境理论预测,在有不良结果风险的学生群体中,学生的心态将与发展结果更紧密地联系在一起,但只有在有足够需求和支持这种心态的学校或课堂环境中。我们对这一理论的应用集中在对高中数学成功的期望上,这是学生在高中早期数学进步的基本信念。我们研究了这种心态在学校和课堂上的人际和文化动态中是如何变化的。根据这一观点,我们提出以下问题:1。哪些性别和社会经济身份群体在对数学成功的期望与数学课程进步之间表现出最弱或最强的联系?2.学校的同伴文化是如何影响学生对数学成功的期望与性别和社会经济身份群体的数学进步之间的联系的?3.对课堂性别刻板印象的看法如何影响学生对数学成功的期望与性别和社会经济身份群体的数学进步之间的联系?我们在2015-2016年收集的全国学习心态研究(NSLM)中使用了来自约10000名美国公立学校九年级学生的全国代表性数据,这是美国公立学校青少年心态的最新全国纵向研究。样本在大量可观察到的特征方面具有代表性,如性别、种族、民族、英语学习者、免费或降价午餐、贫困、食品券、社区收入和劳动力市场参与以及学校课程机会。这允许对美国公立学校人群进行概括,并对学校和课堂层面的背景因素进行系统调查。NSLM对学校内的学生进行了全面抽样,还可以对来自不同性别和社会经济群体、在相同教育背景下具有相同期望的学生进行比较。为了分析这些数据,我们使用了贝叶斯因果森林(BCF)算法,这是一种同类最佳的机器学习方法,用于发现复杂的、可复制的交互效应。第四章研究了期望、性别和社会经济地位(SES;与母亲的教育程度相结合)的相互作用。青少年对数学成功的期望是他们早期数学进步的有意义的预测因素,即使在控制了其他心理因素、先前的数学成就以及种族和民族身份的情况下也是如此。社会经济地位低家庭的男孩是最脆弱的身份群体。与来自高社会经济地位家庭的女孩相比,她们从9年级到10年级在数学方面没有取得足够进步的可能性高出三倍多。来自低社会经济地位家庭的男孩也从他们对数学成功的期望中受益最大。总的来说,这些结果与心态一致 × 语境理论的预测。第五章和第六章研究了学校水平和课堂水平因素在第四章中报告的模式中的调节作用。在成绩最高的学校和具有最注重学业的同龄人规范的学校,即拥有最多正式和非正式资源的学校,期望对数学进步的预测最小。学校资源似乎弥补了较低水平的期望。相反,在学业取向较差的低/中等成绩学校,尤其是来自低社会经济地位家庭的男孩,期望对数学进步的预测最为强烈。本章与心态的各个方面保持一致 × 语境理论。弱势学生的成绩在很大程度上取决于学生的期望,这一背景并没有为学生的成功提供最佳支持。最后,对课堂陈规定型观念的看法很重要。对性别陈规定型观念的感知预测了数学的进步,但对数学成功的期望更强烈地预测了在性别陈规定型意识较高的课堂上的进步。除了来自社会经济地位高的家庭的男孩外,所有社会人口群体都出现了性别陈规定型的互动。 这三个分析章节的研究结果证明了将心理学和社会学观点相结合以获取多个教育水平的价值。它还利用了代表性抽样提供的情境可变性,并探讨了实验室测试的心理过程(期望)与实地开发的政策干预杠杆(学校情境)的相互作用。这本专著还利用发展和生态学的见解来确定哪些学生群体可能从改善教育公平的不同努力中受益,例如增加对数学成功期望的干预措施,或改善学校或课堂文化的学校项目。
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来源期刊
CiteScore
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期刊介绍: Since 1935, Monographs of the Society for Research in Child Development has been a platform for presenting in-depth research studies and significant findings in child development and related disciplines. Each issue features a single study or a collection of papers on a unified theme, often complemented by commentary and discussion. In alignment with all Society for Research in Child Development (SRCD) publications, the Monographs facilitate the exchange of data, techniques, research methods, and conclusions among development specialists across diverse disciplines. Subscribing to the Monographs series also includes a full subscription (6 issues) to Child Development, the flagship journal of the SRCD, and Child Development Perspectives, the newest journal from the SRCD.
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