Zhou Tian, Zhou Xuejun, Wang Baozhu
College of Mathematics and Statistics, Huanggang Normal University, No. 146 Xingang 2nd Road, Huangzhou District, Huanggang City, Hubei Province, 438000, China.
BMC Psychol. 2025 Jul 12;13(1):784. doi: 10.1186/s40359-025-03114-z.
In educational practice, the interaction between students' learning behaviors and psychological states is crucial. Learning engagement reflects the degree of active participation in learning activities, academic self-efficacy embodies students' confidence in their own learning abilities, and learning anxiety may affect students' academic performance and mental health.
This study aims to break through traditional linear thinking by using Latent Profile Analysis to identify heterogeneous groups of high school students in terms of learning engagement, reveal differences in their learning anxiety and nonlinear characteristics, and validate the differentiated mediating mechanism of academic self-efficacy between learning engagement and anxiety. It fills the theoretical gap from the perspective of group heterogeneity and provides a basis and support for constructing a learning psychological theory model and precise stratified intervention in educational practice.
In this study, the method of cluster convenience sampling was adopted. Three ordinary high schools in a city of Hubei Province were selected, and students from six classes in each grade from the first year to the third year of senior high school were sampled as the research subjects. A total of 1,008 original questionnaires were obtained, and 936 valid questionnaires were collected. LPA was employed to identify the potential categories of high school students' learning engagement and the impact of these categories on learning anxiety. Additionally, the mediating role of academic self-efficacy between different types of learning engagement and learning anxiety was examined based on the classification results. Furthermore, a generalized additive mixed model was used to analyze the linear relationships between different types of learning engagement, academic self-efficacy, and learning anxiety.
Learning engagement can be categorized into four types, among which students with "High Vigor-High Dedication-High Absorption" type exhibit the highest levels of learning anxiety. Academic self-efficacy plays a mediating role between various types of learning engagement and learning anxiety. Moreover, for students with "Medium Vigor-Low Dedication-High Absorption" type, as well as those with "Low Vigor-Medium Dedication-Medium Absorption" type, there exists a non-linear relationship between learning engagement and both academic self-efficacy and learning anxiety.
This study reveals the heterogeneous characteristics of learning engagement and its differentiated impact on learning anxiety. Furthermore, the study finds that the relationship between learning engagement types and self-efficacy and learning anxiety exhibits a nonlinear characteristic with a turning point, breaking through the traditional assumption of a linear relationship and revealing the possible existence of a 'threshold effect' in changes in learning engagement levels.
This study divides high school students' learning engagement into four potential categories through LPA, breaking away from traditional single-dimensional or dichotomous research perspectives and providing categorical empirical evidence for learning engagement theory, which fills a gap in the sufficient segmentation of groups with moderate engagement levels.
在教育实践中,学生学习行为与心理状态之间的相互作用至关重要。学习投入反映了对学习活动的积极参与程度,学业自我效能体现了学生对自身学习能力的信心,而学习焦虑可能影响学生的学业成绩和心理健康。
本研究旨在突破传统线性思维,运用潜在剖面分析识别高中生在学习投入方面的异质群体,揭示他们在学习焦虑方面的差异和非线性特征,并验证学业自我效能在学习投入与焦虑之间的差异化中介机制。从群体异质性角度填补理论空白,为构建学习心理理论模型及教育实践中的精准分层干预提供依据和支持。
本研究采用整群便利抽样法。选取湖北省某市三所普通高中,抽取高一至高三各年级六个班的学生作为研究对象。共获得1008份原始问卷,回收有效问卷936份。运用潜在剖面分析确定高中生学习投入的潜在类别及其对学习焦虑的影响。此外,根据分类结果检验学业自我效能在不同类型学习投入与学习焦虑之间的中介作用。进一步,使用广义相加混合模型分析不同类型学习投入、学业自我效能与学习焦虑之间的线性关系。
学习投入可分为四种类型,其中“高活力 - 高奉献 - 高专注”型学生的学习焦虑水平最高。学业自我效能在各类学习投入与学习焦虑之间起中介作用。此外,对于“中等活力 - 低奉献 - 高专注”型以及“低活力 - 中等奉献 - 中等专注”型学生,学习投入与学业自我效能和学习焦虑之间均存在非线性关系。
本研究揭示了学习投入的异质特征及其对学习焦虑的差异化影响。此外,研究发现学习投入类型与自我效能和学习焦虑之间的关系呈现出具有转折点的非线性特征,突破了传统的线性关系假设,揭示了学习投入水平变化中可能存在的“阈值效应”。
本研究通过潜在剖面分析将高中生的学习投入分为四个潜在类别,摆脱了传统的单维或二分法研究视角,为学习投入理论提供了类别实证依据,填补了中等投入水平群体充分细分方面的空白。