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Students' study activities before and after exam deadlines as predictors of performance in STEM courses: A multi-source data analysis
IF 3.8 1区 心理学 Q1 PSYCHOLOGY, EDUCATIONAL Pub Date : 2024-11-30 DOI: 10.1016/j.lindif.2024.102598
Luise von Keyserlingk , Fani Lauermann , Qiujie Li , Renzhe Yu , Charlott Rubach , Richard Arum , Jutta Heckhausen
Many college students struggle with regulating the time and effort they invest in classes. We used digital trace data from a learning management system to examine students' behavioral engagement and associations with course performance in four chemistry courses (N = 1596). Results from Study 1a show that behavioral engagement declined across the course, except for high spikes in exam weeks. Students with higher regularity and continued engagement after midterm exams obtained higher course grades, whereas steep increases in study activities shortly before exams did not predict performance. Using a selective subsample of students (n = 51, with 510 observations over time) who identified chemistry as a challenging course, Study 1b explores whether intentions to regulate learning behaviors with goal-directed control strategies lead to changes in behavioral engagement. Intentions to use control strategies lead to short-term changes in behavioral engagement, but students did not implement planned adjustments to their study behaviors in the long run.

Educational relevance statement

This study shows that consistent behavioral engagement in a learning management system over the course of a semester and early increases in learning activities before critical course exams predicted students' academic success in chemistry college courses. Students showed increased behavioral engagement immediately before course exams, but such short-term increases did not lead to better course performance. Instead, regular course engagement, as indicated by click activity in a learning management system, was significantly related to students' end-of-term course performance. Findings from a small and selective subsample of students who perceived the course as particularly challenging (study 1b) further suggest that students' intentions to change their behavioral engagement for the following exam(s) predicted only short-term changes in observed engagement in the learning management system. Thus, these students might benefit from further support to effectively regulate their learning behaviors. Studies 1a and 1b suggest that digital trace data from the course's learning management system can be informative in identifying struggling students, particularly using trace data from weeks around exams.
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引用次数: 0
The structure of adult thinking: A network approach to (meta)cognitive processing
IF 3.8 1区 心理学 Q1 PSYCHOLOGY, EDUCATIONAL Pub Date : 2024-11-30 DOI: 10.1016/j.lindif.2024.102584
Gabe Avakian Orona , Jacquelynne S. Eccles , Sabrina Solanki , David A. Copp , Quoc-Viet Dang , Richard Arum
Complex cognitive processes have been broadly categorized into three general domains: first-order cognition (i.e., thinking directed to solve problems), metacognition (i.e., thinking about one's thinking during problem-solving), and epistemic cognition (i.e., thinking about the epistemic nature of problems and beliefs about criteria for knowledge justification). Few, if any studies, have empirically examined the conditional dependencies between a large inventory of components simultaneously. This paper aims to contribute the first set of preliminary explorations into the interrelationships between different thinking and reasoning components that represent key aspects of emerging adult cognitive processing using a psychological network approach. In two cross-sectional studies (combined N = 1496), data was collected from undergraduate students enrolled at a large public university. Scrutiny of the networks suggests that thinking dispositions and competency with probability are key bridges between metacognitive abilities and epistemic beliefs. Implications for instruction are discussed.

Educational relevance statement

It remains a perennial aim of all education systems to improve the thinking and reasoning of students. But which complex cognitive processes are worthwhile targets, and how do they fit among the plethora of metacognitive, self-regulatory, and epistemological belief aspects of students? The present set of studies is the first to apply a network approach to a broad array of cognitive components to uncover the central student-level variables that can be targeted with instruction. Based on the findings of the two studies presented, instruction aimed at epistemic dispositions could potentially assist in the development of complex cognition because of their centrality to networks of effective reasoning processes.
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引用次数: 0
Ink and pixels: Impact of highlighting and reading self-efficacy on adolescents' cognitive load, epistemic emotions, and text comprehension
IF 3.8 1区 心理学 Q1 PSYCHOLOGY, EDUCATIONAL Pub Date : 2024-11-30 DOI: 10.1016/j.lindif.2024.102604
Angelica Ronconi, Gianmarco Altoè, Lucia Mason
This study investigated the impact of reading texts on paper versus on screen on lower-secondary school students' perception of cognitive load, epistemic emotions, and text comprehension, while considering contextual and individual factors, that is, the strategy of highlighting and the motivational variable of reading self-efficacy. In a mixed-design experiment, 191 seventh graders read two informational texts, one in print and the other on screen. Half of the participants only read the texts, while the other half highlighted them to support comprehension. Students self-reported their perception of cognitive load and epistemic emotions immediately after reading. Text comprehension was assessed using literal and inferential multiple-choice questions. The study also examined whether the supportive role of self-efficacy varied across reading media. Findings suggest that adolescents' digital reading reduced cognitive load without affecting their text comprehension. However, limited benefits of highlighting and reading self-efficacy emerged in digital reading.
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引用次数: 0
The relationship between positive and painful emotions and cognitive load during an algebra learning task 代数学习任务中积极和痛苦情绪与认知负荷之间的关系
IF 3.8 1区 心理学 Q1 PSYCHOLOGY, EDUCATIONAL Pub Date : 2024-11-28 DOI: 10.1016/j.lindif.2024.102597
Benjamin S. Hawthorne , Gavin R. Slemp , Dianne A. Vella-Brodrick , John Hattie
The mechanism through which emotional states impact learning is not yet fully understood. Through the lens of cognitive load theory, this study examines the relationship between emotional valence and learning during an algebra-based mathematics task and explores cognitive load as a potential mechanism through which emotions impact learning. Using structural equation modelling and path analysis of Australian Year 7 and 8 Secondary School students completing an algebraic learning task, we test a hypothesised model whereby extraneous cognitive load mediates the relationship between positive emotions, painful emotions, and learning. This model was tested against an alternative model with emotions mediating the relationship between extraneous cognitive load and learning. Results demonstrate that extraneous cognitive load mediates the relationship between painful emotions and learning. Alternatively, positive emotions were related to learning but not mediated by extraneous cognitive load. Implications of these findings for teachers and educators are also discussed.
情绪状态影响学习的机制尚未完全明了。本研究通过认知负荷理论的视角,研究了在代数数学任务中情绪情感与学习之间的关系,并探讨了认知负荷作为情绪影响学习的潜在机制。通过对澳大利亚七、八年级中学生完成代数学习任务的情况进行结构方程建模和路径分析,我们检验了一个假设模型,即外在认知负荷会介导积极情绪、痛苦情绪和学习之间的关系。该模型与另一个模型进行了对比测试,后者认为情绪介导了外在认知负荷与学习之间的关系。结果表明,外在认知负荷介导了痛苦情绪与学习之间的关系。另外,积极情绪与学习有关,但不受外来认知负荷的影响。本文还讨论了这些研究结果对教师和教育工作者的启示。
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引用次数: 0
Idiographic learning analytics: Mapping of the ethical issues 成语学习分析:伦理问题图谱
IF 3.8 1区 心理学 Q1 PSYCHOLOGY, EDUCATIONAL Pub Date : 2024-11-27 DOI: 10.1016/j.lindif.2024.102599
Kamila Misiejuk , Jeanette Samuelsen , Rogers Kaliisa , Paul Prinsloo
This paper examines the ethical implications of idiographic learning analytics (LA), a personalized approach to learning where individual student data serves as the primary reference frame for analysis. By focusing on the unique characteristics of each learner, idiographic LA offers tailored educational experiences that could potentially enhance learning outcomes. This personalized approach offers new possibilities to mitigate common ethical challenges in nomothetic LA. This study explores the ethical dimensions of idiographic LA by integrating theories and lessons learned from implementing idiographic approaches in the fields of quantified self, recommender systems, intelligent tutoring systems, and artificial intelligence personalization. We employ a consequentialist ethical perspective to assess the implications of idiographic practices in education, highlighting potential benefits and risks and mapping the main ethical issues differentiating idiographic LA from nomothetic LA. The paper provides several points of consideration to ensure ethical implementations of idiographic LA.
特异性学习分析(idiographic learning analytics,LA)是一种个性化学习方法,以学生个人数据为主要分析参考框架,本文探讨了特异性学习分析的伦理意义。通过关注每个学习者的独特特征,特异性学习分析提供了量身定制的教育体验,从而有可能提高学习效果。这种个性化的方法为减轻提名法中常见的伦理挑战提供了新的可能性。本研究通过整合量化自我、推荐系统、智能辅导系统和人工智能个性化等领域实施特异性方法的理论和经验教训,探索特异性学习方法的伦理层面。我们采用了后果主义伦理视角来评估教育领域特异性实践的影响,强调了潜在的益处和风险,并描绘了特异性学习方法与提名式学习方法之间的主要伦理问题。本文提供了几个考虑要点,以确保以符合伦理的方式实施特异性语言学。
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引用次数: 0
Academic engagement lowered children's fixed mindset in mathematics: A random intercepts cross-lagged panel model with five waves 学术参与降低了儿童的数学固定思维模式:五波随机截距交叉滞后面板模型
IF 3.8 1区 心理学 Q1 PSYCHOLOGY, EDUCATIONAL Pub Date : 2024-11-26 DOI: 10.1016/j.lindif.2024.102595
Jia-Ming Yu , Ru-De Liu , Yi Ding , Rui Zhen
This study used a Random Intercept Cross-Lagged Panel Model (RI-CLPM) and Cross-Lagged Panel Model (CLPM) to examine and compare the temporal associations between fixed mindset and academic engagement in mathematics among elementary school students in China, based on a follow-up survey with five time waves. By disentangling between- and within-person effects, the RI-CLPM fit the data much better than the CLPM. In the between-person effects, fixed mindset was significantly and negatively associated with academic engagement. In the within-person effects, the results showed that students' prior academic engagement lowered later fixed mindset cross all the time waves, but the opposite was not true. We proposed the action-alters-cognition approach based on the findings, and suggested that involving students to engage in learning activities is a more effective way to change their negative beliefs about intelligence.
本研究采用随机截距交叉滞后面板模型(RI-CLPM)和交叉滞后面板模型(CLPM),基于五个时间波的跟踪调查,研究并比较了中国小学生固定心态与数学学习投入之间的时间关联。通过区分人际效应和人内效应,RI-CLPM 比 CLPM 更好地拟合了数据。在人际效应中,固定型思维模式与学业参与度呈显著负相关。在人内效应中,结果显示学生之前的学业参与降低了后来的固定心态在所有时间波中的跨度,但反之则不成立。我们根据研究结果提出了 "行动-改变-认知 "的方法,认为让学生参与学习活动是改变他们对智力的消极信念的更有效方法。
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引用次数: 0
Associations among parents' math anxiety, math-related leisure activities, children's early numeracy interest and skills 父母的数学焦虑、与数学有关的休闲活动、儿童的早期计算兴趣和技能之间的关系
IF 3.8 1区 心理学 Q1 PSYCHOLOGY, EDUCATIONAL Pub Date : 2024-11-25 DOI: 10.1016/j.lindif.2024.102596
Sum Kwing Cheung , Catherine McBride , David J. Purpura , Audrey Pui Lam Ho , Melody Chi Ying Ng
Parents play a pivotal role in early numeracy development. It however remains unknown whether parents' math anxiety and math-related leisure activities concurrently contribute to children's early numeracy skills through numeracy interest. This study thus fills this research gap. One hundred eighty kindergarteners were tested on their numeracy skills; their parents were surveyed about their math anxiety, frequency of math-related leisure activities, and their children's numeracy interest. Using structural equation modeling, we found that, after controlling the effects of children's gender, age and family income on numeracy skills, parents' math anxiety had direct negative links with both numeracy interest and skills, but no mediation was found. Parents' math-related leisure activities were positively associated with numeracy skills via numeracy interest. These findings indicate that additional numeracy support may be provided to children with parents who show high levels of math anxiety and a relative little participation in math-related leisure activities.

Educational relevance and implications statement

This study demonstrated that parents' math anxiety was negatively associated with their young children's numeracy interest and skills, respectively. Additionally, their frequency of participation in math-related leisure activities was positively associated with their young children's numeracy skills through numeracy interest. Thus, results suggest that parents' negative attitudes towards math may exert impacts on their young children through the home math environment they create. These findings imply that early childhood educators may provide extra support to parents showing high math anxiety or low participation in math-related leisure activities. Parents should also be reminded not to promote young children's numeracy skills at the expense of their numeracy interest.
父母在儿童早期计算能力发展中起着举足轻重的作用。然而,父母的数学焦虑和与数学相关的休闲活动是否同时通过计算兴趣促进儿童早期计算技能的发展,这一点仍是未知数。因此,本研究填补了这一研究空白。我们对 180 名幼儿园儿童进行了运算技能测试,并对其父母的数学焦虑、与数学相关的休闲活动频率以及孩子的运算兴趣进行了调查。通过结构方程模型,我们发现,在控制了儿童性别、年龄和家庭收入对计算能力的影响后,父母的数学焦虑与计算兴趣和计算能力有直接的负相关,但没有发现中介作用。家长与数学相关的休闲活动通过计算兴趣与计算技能呈正相关。这些研究结果表明,如果父母的数学焦虑程度较高,且相对较少参与与数学相关的休闲活动,则可为子女提供额外的算术支持。此外,他们参与数学相关休闲活动的频率通过计算兴趣与幼儿的计算技能呈正相关。因此,研究结果表明,家长对数学的消极态度可能会通过他们所营造的家庭数学环境对幼儿产生影响。这些研究结果表明,幼儿教育工作者可以为表现出高度数学焦虑或较少参与数学相关休闲活动的家长提供额外支持。此外,还应提醒家长不要以牺牲幼儿的计算兴趣为代价来提高他们的计算能力。
{"title":"Associations among parents' math anxiety, math-related leisure activities, children's early numeracy interest and skills","authors":"Sum Kwing Cheung ,&nbsp;Catherine McBride ,&nbsp;David J. Purpura ,&nbsp;Audrey Pui Lam Ho ,&nbsp;Melody Chi Ying Ng","doi":"10.1016/j.lindif.2024.102596","DOIUrl":"10.1016/j.lindif.2024.102596","url":null,"abstract":"<div><div>Parents play a pivotal role in early numeracy development. It however remains unknown whether parents' math anxiety and math-related leisure activities concurrently contribute to children's early numeracy skills through numeracy interest. This study thus fills this research gap. One hundred eighty kindergarteners were tested on their numeracy skills; their parents were surveyed about their math anxiety, frequency of math-related leisure activities, and their children's numeracy interest. Using structural equation modeling, we found that, after controlling the effects of children's gender, age and family income on numeracy skills, parents' math anxiety had direct negative links with both numeracy interest and skills, but no mediation was found. Parents' math-related leisure activities were positively associated with numeracy skills via numeracy interest. These findings indicate that additional numeracy support may be provided to children with parents who show high levels of math anxiety and a relative little participation in math-related leisure activities.</div></div><div><h3>Educational relevance and implications statement</h3><div>This study demonstrated that parents' math anxiety was negatively associated with their young children's numeracy interest and skills, respectively. Additionally, their frequency of participation in math-related leisure activities was positively associated with their young children's numeracy skills through numeracy interest. Thus, results suggest that parents' negative attitudes towards math may exert impacts on their young children through the home math environment they create. These findings imply that early childhood educators may provide extra support to parents showing high math anxiety or low participation in math-related leisure activities. Parents should also be reminded not to promote young children's numeracy skills at the expense of their numeracy interest.</div></div>","PeriodicalId":48336,"journal":{"name":"Learning and Individual Differences","volume":"117 ","pages":"Article 102596"},"PeriodicalIF":3.8,"publicationDate":"2024-11-25","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142704329","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"心理学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Advancing holistic educational goals through generative language-based technologies 通过基于语言的生成技术推进整体教育目标的实现
IF 3.8 1区 心理学 Q1 PSYCHOLOGY, EDUCATIONAL Pub Date : 2024-11-25 DOI: 10.1016/j.lindif.2024.102600
Miguel Nussbaum , Zvi Bekerman
We explore the transformative potential of generative language-based technologies in educational reform, moving beyond traditional cognitive transmission towards a more holistic and relational learning paradigm. Through Humberto Maturana's theoretical lens, we examine how generative AI can facilitate dynamic, learner-centred environments that emphasize relational understanding and structural coupling. We critique the prevailing focus on cognitive training and advocate for integrating the embodied, interactive nature of learning—encompassing both verbal and non-verbal communication—into educational practices. Generative language-based technologies are positioned as key tools for reshaping educational practices, enabling learners to transcend the constraints of present educational paradigms and foster a more integrated understanding of knowledge. By emphasizing social interactions and environmental engagement, generative language-based technologies promote more meaningful communication and connections. We also address significant challenges these technologies present, including risks to educational equity, ethical concerns, and the potential erosion of cognitive autonomy through over-reliance on AI tools.
我们探索基于语言的生成技术在教育改革中的变革潜力,超越传统的认知传递,转向更全面、更具关系性的学习范式。通过亨伯托-马图拉纳(Humberto Maturana)的理论视角,我们研究了生成式人工智能如何促进强调关系理解和结构耦合的、以学习者为中心的动态环境。我们批判了目前对认知训练的普遍关注,主张将学习的体现性、互动性--包括语言和非语言交流--融入教育实践。基于语言的生成技术被定位为重塑教育实践的关键工具,使学习者能够超越现有教育范式的限制,促进对知识更全面的理解。通过强调社会互动和环境参与,基于语言的生成技术促进了更有意义的交流和联系。我们还探讨了这些技术所带来的重大挑战,包括教育公平的风险、伦理问题,以及过度依赖人工智能工具对认知自主性的潜在侵蚀。
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引用次数: 0
Longitudinal associations between autonomy support, help seeking, and achievement 自主支持、寻求帮助和成就之间的纵向联系
IF 3.8 1区 心理学 Q1 PSYCHOLOGY, EDUCATIONAL Pub Date : 2024-11-19 DOI: 10.1016/j.lindif.2024.102583
Jianzhong Xu
Drawing from self-determination theory and self-regulation theory, this study applied cross-lagged panel model to investigate the longitudinal relationships between teacher and parent autonomy support, help seeking, and mathematics achievement. A sample of 1055 eighth-grade students in China participated. With two waves of data collected over the course of one school year, the study revealed positive reciprocal effects between (a) teacher autonomy support and achievement, and (b) teacher autonomy support and help seeking. Furthermore, higher prior help seeking led to higher subsequent parent autonomy support while higher prior achievement resulted in higher subsequent help seeking. This study extends extant literature, by simultaneously examining and differentiating the bidirectional relationships between two sources of autonomy support – teacher and parent – help seeking, and achievement.
本研究借鉴自我决定理论和自我调节理论,采用交叉滞后面板模型研究教师和家长的自主支持、寻求帮助与数学成绩之间的纵向关系。中国有 1055 名八年级学生参与了这项研究。通过一学年内收集的两波数据,研究揭示了(a) 教师自主支持与成绩之间,以及(b) 教师自主支持与寻求帮助之间的正向互惠效应。此外,之前寻求帮助的程度越高,之后家长自主支持的程度就越高,而之前取得的成绩越高,之后寻求帮助的程度就越高。本研究通过同时研究和区分自主支持的两个来源--教师和家长--寻求帮助与成绩之间的双向关系,对现有文献进行了扩展。
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引用次数: 0
Domain-specific and domain-general skills as predictors of arithmetic fluency development 预测算术流利性发展的领域特定技能和领域一般技能
IF 3.8 1区 心理学 Q1 PSYCHOLOGY, EDUCATIONAL Pub Date : 2024-11-19 DOI: 10.1016/j.lindif.2024.102585
Riikka Mononen , Johan Korhonen , Karoline Hægeland , Matin Younesi , Silke M. Göbel , Markku Niemivirta
We investigated Norwegian children's (n = 262) development in arithmetic fluency from first to third grade. Children's arithmetic fluency was measured at four time points, domain-specific (i.e., symbolic magnitude processing and number sequences) and domain-general skills (i.e., working memory, rapid naming, non-verbal reasoning, and sustained attention) once in the first grade. Based on a series of growth mixture models, one developmental trajectory best described the data. Multigroup latent growth curve models showed that girls and boys developed similarly in their arithmetic fluency over time. Symbolic magnitude processing and number sequence skills predicted both initial level and growth in arithmetic fluency, and working memory predicted only initial level, similarly for boys and girls. Mother's education level predicted the initial level of arithmetic fluency for boys, and rapid naming predicted growth for girls. Our findings highlight the role of domain-specific skills in the development of arithmetic fluency.
我们调查了挪威儿童(n = 262)从一年级到三年级在算术流利性方面的发展情况。儿童的算术流畅性在四个时间点进行测量,即一年级时的特定领域(即符号大小处理和数字序列)和一般领域技能(即工作记忆、快速命名、非语言推理和持续注意力)。根据一系列成长混合模型,有一种发展轨迹最能描述数据。多组潜增长曲线模型显示,随着时间的推移,女孩和男孩在算术流利性方面的发展相似。符号幅度处理和数列技能预测了算术流利性的初始水平和增长,而工作记忆只预测了初始水平,男孩和女孩的情况相似。母亲的教育水平预测了男孩算术流利性的初始水平,而快速命名预测了女孩算术流利性的增长。我们的研究结果凸显了特定领域技能在算术流利性发展中的作用。
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引用次数: 0
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Learning and Individual Differences
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