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Using the Factor of Curves Model to Evaluate Associations Among Multiple Family Constructs Over Time

机译:使用曲线因子模型评估一段时间内多个家庭结构之间的关联

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摘要

Research in family psychology often focuses on understanding how multiple familial constructs develop over time. To examine these developmental processes, researchers frequently use a multivariate latent growth model (LGM) in which univariate LGMs are specified for each individual construct and then correlations are examined between the slopes and intercepts of different pairs of constructs. However, if the developmental associations among the constructs are hypothesized to derive from a higher-order common “cause” or factor, then a more appropriate model is the Factor of Curves (FOCUS) model. In this paper, we describe the FOCUS model for assessing the covariation among multiple developmental measures over time. We use empirical data to illustrate the benefits of the FOCUS model for testing whether a common factor, family academic orientation, is responsible for the interrelations among parental school perception, parental educational involvement, and children’s academic competence from elementary school to high school. Results support that a higher-order family academic orientation construct can be used to characterize the developmental associations among parental school perception, parental educational involvement, and children’s academic competence over time. We emphasize the importance of selecting a statistical model that matches one’s theory of developmental change.
机译:家庭心理学的研究通常侧重于理解随着时间的流逝,多种家庭结构如何发展。为了检查这些发育过程,研究人员经常使用多变量潜在生长模型(LGM),在该模型中为每个单独的构建物指定单变量LGM,然后研究不同构建物对的斜率和截距之间的相关性。但是,如果假设构建体之间的发展关联是从较高阶的常见“原因”或因子得出的,则更合适的模型是曲线因子(FOCUS)模型。在本文中,我们描述了FOCUS模型,该模型用于评估随时间变化的多个发展指标之间的协方差。我们使用经验数据来说明FOCUS模型的优势,该模型用于测试一个共同因素,即家庭学业取向是否是导致父母对学校的看法,父母的教育程度以及儿童从小学到高中的学术能力之间相互关系的原因。结果表明,可以使用更高阶的家庭学业取向结构来表征父母对学校的看法,父母的教育投入以及随着时间的推移孩子的学术能力之间的发展联系。我们强调选择与自己的发展变化理论相匹配的统计模型的重要性。

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