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Do background characteristics matter in Children's mastery of digital literacy? A cognitive diagnosis model analysis

机译:在儿童掌握数字扫盲中做背景特征吗? 认知诊断模型分析

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This study aims to investigate the mastery profiles of digital literacy skills of Hong Kong primary students using a general cognitive diagnosis model (CDM) framework. In particular, the relationship between the mastery of each digital skill and a number of students' background characteristics is explored using a three-step approach. The current study analyzes data collected from 642 Grade 3 students in Hong Kong using a newly developed digital literacy assessment (DLA). CDMs are fitted to the data to determine students' mastery profiles of five digital skills, as well as test properties; subsequently latent logistic regression analyses were implemented to determine the relationship between skill mastery and the covariates. Results indicate that CDM analysis is an appropriate method to analyze the DLA performance data, which exhibited measurement invariance across gender and socioeconomic status (SES). Despite low mastery proportions for all digital skills, students' skill mastery can be accurately classified. Finally, the latent logistic regression results indicate that children's background characteristics (i.e., gender, educational aspiration, home language, SES, and access to digital devices) are differentially related to their mastery of each digital skill.
机译:本研究旨在使用一般认知诊断模型(CDM)框架来调查香港小学生数字扫盲技能的掌握简介。特别是,使用三步方法探索每个数字技能的掌握与许多学生背景特征之间的关系。目前的研究分析了利用新开发的数字扫盲评估(DLA)在香港642年级学生收集的数据。 CDMS适用于数据,以确定学生的五个数字技能的掌握简介,以及测试属性;随后实施了潜在的逻辑回归分析以确定技能掌握与协变量之间的关系。结果表明,CDM分析是分析DLA性能数据的适当方法,这些方法在性别和社会经济地位(SES)上表现出展出的测量不变性。尽管掌握了所有数字技能的掌握比例,但学生的技能掌握可以准确分类。最后,潜在的逻辑回归结果表明,儿童的背景特征(即,性别,教育展示,家庭语言,SES和访问数字设备)与他们对每个数字技能的掌握差异。

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