Using profile analysis and ROC curves to examine the relationship between perfectionism and academic self-efficacy in secondary school students

Andrea Fuster-Rico , María Vicent , Carolina Gonzálvez , María Pérez-Marco , Lucía Granados-Alós , Raquel Suriá
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Abstract

This study attempts to clarify the relationship between multidimensional perfectionism and academic self-efficacy in adolescents using a dual approach: variable-oriented and person-oriented. The study sample consisted of 1375 students aged 15 to 18 (M = 16.36, SD = 1.04). The Child and Adolescent Perfectionism Scale and the Perceived Self-Efficacy in Academic Situations Scale were used. Four perfectionist profiles were obtained from a combination of socially prescribed perfectionism (SPP) and self-oriented perfectionism (SOP) based on the Latent Profile Analysis: very low perfectionism, low perfectionism, high perfectionism, and moderate perfectionism. The high perfectionism group scored significantly higher on academic self-efficacy than the other groups. Furthermore, post-hoc comparisons revealed statistically significant differences in academic self-efficacy between all profiles, with moderate to large effect sizes, with the exception of the very low and low perfectionism groups. Logistic regressions demonstrated that SOP and SPP positively and significantly predicted high scores on academic self-efficacy. Upon analysis of the ROC curves, it was found that both SOP and SPP display good and similar discriminative ability, correctly classifying 79% and 76% of the participants with and without high academic self-efficacy levels, respectively. Possible explanations and implications for Educational Psychology are discussed.

利用特征分析和ROC曲线研究中学生完美主义与学业自我效能感之间的关系
本研究采用变量导向和人本导向的双重方法,试图阐明青少年多维完美主义与学业自我效能感之间的关系。研究样本包括 1375 名 15 至 18 岁的学生(男 = 16.36,女 = 1.04)。研究使用了儿童与青少年完美主义量表和学业情境中的自我效能感量表。根据潜伏特征分析,结合社会规定完美主义(SPP)和自我导向完美主义(SOP),得出了四种完美主义特征:极低完美主义、低完美主义、高完美主义和中等完美主义。高完美主义组在学业自我效能感方面的得分明显高于其他组别。此外,事后比较显示,除极低完美主义和低完美主义组外,其他各组在学业自我效能感方面均存在统计学意义上的显著差异,效应大小为中等至较大。逻辑回归表明,SOP 和 SPP 对学业自我效能感的高分有积极和显著的预测作用。在对 ROC 曲线进行分析后发现,SOP 和 SPP 都显示出良好且相似的判别能力,分别正确地将 79% 和 76% 的具有和不具有高学业自我效能感水平的参与者进行了分类。本文讨论了可能的解释以及对教育心理学的启示。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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