Learning analytics dashboards are becoming increasingly common tools for providing feedback to learners. However, there is limited empirical evidence regarding the effects of learning analytics dashboard design features on learners' cognitive load, particularly in digital learning environments. To address this gap, we developed goal-based,…

This study investigates the relationship between students' self-efficacy beliefs, goal-setting, and learning tactics in an online business course. Using sequence analysis and process mining techniques, we analyzed log data from 209 students to identify distinct learning tactics and their association with self-efficacy beliefs, inferred from…

The study evaluated students' experience of learning with virtual classrooms facilitated by Google Classroom at the Institute of social work, Dar es Salaam, Tanzania. The study employed the Activity Theory (AT) as a theoretical framework using the first triangle of the activity system, which includes three components - Subject-Tool-Object (STO).…

Scholars indicated that learners who are strategic with their language learning (e.g., selfregulated learning [SRL], cognitive and meta-cognitive strategies) tend to be more efficient, resourceful, and flexible, and thus have better language learning outcomes (Oxford, 2016; Heo et al., 2012; Plonsky, 2011). Besides focusing on the knowledge,…

This paper explores how learning analytics data provided by a math problem-solving educational technology platform informed 5th and 6th grade teachers' instructional decisions around socioemotional learning (SEL). MathSpring is an educational technology tool that provides teachers with data on students' effort, progress, and emotions while…

Research has demonstrated that compared to mastery-approach goals (i.e., trying to develop a mental ability), performance-approach goals (i.e., trying to outperform others) elicit higher metacognitive judgments, such as judgments of learning (JOLs). However, the underlying mechanism of the effects of achievement goals on JOLs remains unclear.…

In recent years, several studies have reported the potential of employing digital games in EFL (English as Foreign Language) courses to promote students' learning motivation. However, scholars have pointed out that students generally lack self-learning ability, which is the key to the success of learning a foreign language. Therefore, it is…

This study examined language learning strategy and goal orientation of college-level English Language Learners (ELLs) by using a questionnaire survey. It analyzed the relationship between goal orientation and demographic characteristics and further explored the correlation between learning strategy use and goal orientation. The results of the…

Based on the achievement goal theory, this experimental study explored the influence of predictive and descriptive learning analytics dashboards on graduate students' motivation and statistics anxiety in an online graduate-level statistics course. Participants were randomly assigned into one of three groups: (1) predictive dashboard; (2)…

Background: As one of the gamification elements, leaderboard, especially absolute leaderboard, is widely used in educational gamification systems. However, empirical studies on the optimal use condition of the leaderboard and underlying influence mechanisms are deficient. Objectives: This study explored which difficulty was more conducive to…

Many large-scale, school-based interventions have attempted to improve academic performance through promoting students' growth mindset, defined as the belief that one's intellectual ability can increase with practice and time. However, most have shown weak to no effects. Thus, it is important to examine how growth mindset might affect retention…

The storage of information in external tools (e.g., notebook, cellphone) has become increasingly common. Some researchers have defined this behavior as cognitive offloading, which is a type of learning strategy. Studies have indicated that as age increases, children become increasingly capable of calibrating their learning strategies according to…

A design-based study was conducted in iterative cycles to test the effectiveness of the updated goal-access-feedback-challenge-collaboration (updated-GAFCC) gamification design model. The test-bed was a 10-week undergraduate introductory information management course. Students from three consecutive school years participated in the study, with the…

Learning analytics researchers have been diligently integrating trace data to study Self-Regulated Learning (SRL). Compared to traditionally used survey data, trace data, such as log or clickstream data designed and interpreted to understand a certain SRL construct, are considered to be more effective in capturing dynamic SRL as fine-grained…

Social comparison is prevalent, even within classrooms, yet limited research explores its impact on academic outcomes. The current study adopted social comparison theory and achievement goal theory and tested a structural equation model that explained the pathways among two types of social comparison (i.e. ability-based and opinion-based),…