到达目的地是成功的一半:高中生在基于互联网的数字阅读中的个体差异和导航策略的探索

IF 9 1区 心理学 Q1 PSYCHOLOGY, EDUCATIONAL
Kole A. Norberg , Hyeju Han , Byeong-Young Cho , Scott H. Fraundorf
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引用次数: 0

摘要

我们研究了认识论信念、元认知和学习能力方面的个体差异如何预测基于互联网的数字阅读过程中的成功导航行为。为此,我们首先对 257 名青少年的网络导航行为进行了量化,并使用随机森林来确定哪些行为最能解释结构不完善的主题的学习差异。我们发现,即使控制了访问的网站,搜索词的生成也是预测学习(即知识增长和批判性提问)的主要因素。我们认为,这些导航行为反映了认知灵活性和以任务为中心的导航。中介分析显示,元认知意识是预测学生成功实施这些行为的驱动因素。此外,导航中的认知灵活性对学习能力较差的学生尤其有用。我们的结论是,引导青少年读者进入网站的元认知过程可能是在无限制的、基于互联网的环境中取得成功的关键。 教育相关性声明数字阅读对于 21 世纪的学生来说至关重要,但目前还不清楚哪些具体技能或行为是最重要的教学内容。在对高中生数字阅读的分析中,我们发现最能预测学习和理解能力的导航行为--甚至比寻找特定主题的网站更重要--是创建特定主题的搜索查询,这种查询超越了广泛的相关性,包括与主题的紧密结合。学生在元认知方面的个体差异预测了他们参与这类查询活动的情况,这表明对主题理解的监控在这种行为中发挥了作用。这些结果表明,教育者可以通过鼓励学生反思他们的搜索查询,特别是建议学生考虑学习背景的范围,以及他们正在查询的信息如何服务于任务的目的,来改进数字阅读。最后,教育工作者不仅要关注什么对数字素养很重要,还要关注为什么数字素养很重要,以及为什么需要将数字素养作为一种技能来培养,从而提高学生在这一领域的成绩。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Getting there is half the journey: An exploration of high schoolers' individual differences and navigation strategies during internet-based digital reading
We examined how individual differences in epistemic beliefs, metacognition, and academic aptitude predicted successful navigation behaviors during internet-based digital reading. To do this, we first quantified internet navigation behaviors of 257 adolescents and used a random forest to identify which behaviors best explained variance in learning of an ill-structured topic. We found that search term generation, even controlling for sites accessed, was the dominant predictor of learning (i.e., knowledge gain and critical questioning). We argue these navigation behaviors reflect cognitive flexibility and task-centered navigation. Mediation analysis revealed that metacognitive awareness was a driving predictor behind students' successful implementation of these behaviors. Further, cognitive flexibility in navigation was particularly useful for students with less academic proficiency. We conclude that the metacognitive processes that lead adolescent readers to a website may be critical for success in unconstrained, internet-based environments.

Educational relevance statement

Digital reading is crucial for 21st century students to acquire, but it is unclear what specific skills or behaviors are most important to teach. In an analysis of high school students' digital reading, we found that the navigation behavior that best predicted learning and comprehension–even more than finding topic-specific sites–was creating topic-specific search queries that go beyond broad relevance to include a tight alignment to the topic. Students' engagement in this type of querying activity was predicted by individual differences in metacognition, suggesting that monitoring comprehension of the topic plays a role in the behavior. Individual differences in students' beliefs in the importance of digital literacy as a skill also predicted learning gains.
These results suggest that educators may be able to improve digital reading by encouraging students to reflect on their search queries, specifically advising students to consider the scope of the context for learning and how the information they are looking up serves the purpose of the task. Finally, educators may be able to improve student performance in this domain by focusing not just on what is important for digital literacy, but also on why it is important and needs to be honed as its own skill.
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来源期刊
Learning and Individual Differences
Learning and Individual Differences PSYCHOLOGY, EDUCATIONAL-
CiteScore
6.60
自引率
2.80%
发文量
86
期刊介绍: Learning and Individual Differences is a research journal devoted to publishing articles of individual differences as they relate to learning within an educational context. The Journal focuses on original empirical studies of high theoretical and methodological rigor that that make a substantial scientific contribution. Learning and Individual Differences publishes original research. Manuscripts should be no longer than 7500 words of primary text (not including tables, figures, references).
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