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Norum, Reilly; Lee, Ji-Eun; Ottmar, Erin – Grantee Submission, 2022
This preliminary study examined whether distinct student profiles (N = 760) emerged based on their behavioral patterns in an online algebraic learning game. We applied k-means clustering analysis to clickstream data collected in the game and then examined how students' behavioral patterns varied across the clusters using data visualization. The…
Descriptors: Computer Games, Game Based Learning, Student Characteristics, Visual Aids
Liu, Min; Li, Chenglu; Pan, Zilong; Pan, Xin – Interactive Learning Environments, 2023
More research is needed on how to best use analytics to support educational decisions and design effective learning environments. This study was to explore and mine the data captured by a digital educational game designed for middle school science to understand learners' behavioral patterns in using the game, and to use evidence-based findings to…
Descriptors: Computer Games, Educational Games, Instructional Design, Instructional Effectiveness
Ruiperez-Valiente, Jose A.; Gaydos, Matthew; Rosenheck, Louisa; Kim, Yoon Jeon; Klopfer, Eric – IEEE Transactions on Learning Technologies, 2020
Learning games have great potential to become an integral part of new classrooms of the future. One of the key reported benefits is the capacity to keep students deeply engaged during their learning process. Therefore, it is necessary to develop models that can measure quantitatively how learners are engaging with learning games to inform game…
Descriptors: Behavior Patterns, Learner Engagement, Learning Analytics, Computer Games
Hsu, Chung-Yuan; Chiou, Guo-Li; Tsai, Meng-Jung – Interactive Learning Environments, 2019
This study was to investigate the role of students' game self-efficacy in their game performance as well as in their visual behavior distributions and transfer patterns during their gameplay. A total of 48 university students were recruited for participating in a gameplaying task while wearing with an ASL Mobile Eye eye-tracker. After the…
Descriptors: Game Based Learning, Self Efficacy, Eye Movements, Attention
Feng, Xuanqi; Yamada, Masanori – Educational Technology & Society, 2021
It is challenging to utilize learning analytic technologies to examine gameplay log data for game-embedded assessment in the field of game-based learning. Analytical approaches based on a new perspective focusing on complicated contextual data are imperative in the current scenario. A relatively new concept called precision education, which…
Descriptors: Learning Analytics, Behavior Patterns, Informal Education, Game Based Learning
Chu, Hui-Chun; Wang, Chun-Chieh; Wang, Lin – Educational Technology & Society, 2019
EFL (English as a foreign language) students usually learn by rote when they study English grammar. They usually memorize all the grammar rules mechanically instead of learning grammar in a structured way. Researchers have suggested that students can internalize knowledge via using knowledge construction tools and collaborated learning activities.…
Descriptors: Instructional Effectiveness, Concept Mapping, Cooperative Learning, Game Based Learning