Direction of collaborative problem solving-based STEM learning by learning analytics approach

L Chen, N Yoshimatsu, Y Goda, F Okubo… - Research and Practice …, 2019 - Springer
The purpose of this study was to explore the factors that might affect learning performance
and collaborative problem solving (CPS) awareness in science, technology, engineering …

Learning analytics platform in higher education in Japan

B Flanagan, H Ogata - Knowledge Management & E …, 2018 - repository.kulib.kyoto-u.ac.jp
In recent years, learning analytics has become a hot topic with many institutes deploying
learning management systems and learning analytics tools. In this paper, we introduce …

Exploring factors that influence collaborative problem solving awareness in science education

L Chen, K Inoue, Y Goda, F Okubo, Y Taniguchi… - Technology, Knowledge …, 2020 - Springer
This study designed a science course following collaborative problem solving (CPS)
processes, and examined the effect on students' CPS awareness. The Limnic Eruption CPS …

How students use learning analytics dashboards in higher education: A learning performance perspective

L Chen, X Geng, M Lu, A Shimada, M Yamada - Sage Open, 2023 - journals.sagepub.com
Developed to maximize learning performance, learning analytics dashboards (LAD) are
becoming increasingly commonplace in education. An LAD's effectiveness depends on how …

Students' performance prediction using data of multiple courses by recurrent neural network

F Okubo, T Yamashita, A Shimada… - … on Computers in …, 2017 - library.apsce.net
In this paper, we propose a cross analytics methodology of student activities and course
activities using e-Book operation logs collected in 15 courses with face-to-face lecture style …

Design of Learning Analytics Dashboard Supporting Metacognition.

L Chen, M Lu, Y Goda, M Yamada - … for development of the information society, 2019 - ERIC
Metacognition is an aspect in self-regulated learning and is necessary to achieve such
learning in an effective and efficient manner. However, it is not always easy and accurate for …

Factors of the Use of Learning Analytics Dashboard That Affect Metacognition.

L Chen, M Lu, Y Goda, A Shimada, M Yamada - International Association for …, 2020 - ERIC
In this study, we used a learning analytics dashboard (LAD) in a higher education course to
support students' metacognition and evaluated the effects of its use. The LAD displays …

Exploring behavioral and strategic factors affecting secondary students' learning performance in collaborative problem solving-based STEM lessons

L Chen, Y Taniguchi, A Shimada, M Yamada - Sage Open, 2024 - journals.sagepub.com
Despite the growing emphasis on integrating collaborative problem-solving (CPS) into
science, technology, engineering, and mathematics (STEM) education, a comprehensive …

How Does Students' Prior Knowledge Affect Learning Behavioral Patterns in CPS-Based STEM Lessons?

L Chen, T Yuta, A Shimada, M Yamada - Technology, Knowledge and …, 2024 - Springer
In this study, a collaborative problem solving-based STEM course was implemented in a
seventh-grade class. This study aimed to examine the effects of students' prior knowledge …

[PDF][PDF] On the Prediction of Students' Quiz Score by Recurrent Neural Network.

F Okubo, T Yamashita, A Shimada, Y Taniguchi… - CrossMMLA …, 2018 - ceur-ws.org
In this paper, we explore the factor for improving the performance of prediction of students'
quiz scores by using a Recurrent Neural Network. The proposed method is applied to the …