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2022 年度 実績報告書

GOAL project: AI-supported self-directed learning lifestyle in data-rich educational ecosystem

研究課題

研究課題/領域番号 22H03902
配分区分補助金
研究機関熊本大学

研究代表者

Majumdar Rwito  熊本大学, 半導体・デジタル研究教育機構, 准教授 (30823348)

研究分担者 Flanagan Brendan  京都大学, 国際高等教育院, 特定准教授 (00807612)
李 慧勇  京都大学, 学術情報メディアセンター, 特定研究員 (60913910)
研究期間 (年度) 2022-04-01 – 2025-03-31
キーワードGOAL / DAPER / Learning Analytics / Learning Habits
研究実績の概要

The GOAL project focused on the context of investigating self-directed learning behaviors in a data-rich environment. The learning contexts include english learning and group learning with online learning tools. As part of the project, we developed functions in the GOAL system and in the Learning and Evidence Analytics (LEAF) framework. Data collected while users used the tools are utilized to analyze learning behaviors and further create data-driven services for supporting the learners and teachers. The role of the designed learning analytics dashboards were investigated in different contexts. Apart from the application of the systems in regular schools and university learning contexts, studies were conducted to understand its usefulness in the special education context at an elementary school level. Lab studies related to the multimodal learning analytics with physical sensor data and online learning logs highlighted the potential of the GOAL architecture to synthesize different types of data. The results were reported in multiple international journals and as peer reviewed conference publications. The workshop series on embodied learning at ICCE was continued this year too which involved international collaborations.

現在までの達成度 (区分)
現在までの達成度 (区分)

3: やや遅れている

理由

The research progress was a bit delayed as a co-PI had to leave Japan after completing his postdoctoral research period. There was no replacement found, but we focused on continuing the data analysis part to understand learner behaviros in various learning contexts.

今後の研究の推進方策

We initiated design of a new system, LAreflecT. It is a data-driven environment to author mciro-learning tasks with multimedia elements. The system will support a reflective pedagogy by providing a learning path with immediate after task reflection in the learning dashboard. We will continue to use the three systems LEAF system, GOAL and LAreflect, and design data-driven teaching learning workflow using them.

  • 研究成果

    (37件)

すべて 2023 2022 その他

すべて 国際共同研究 (2件) 雑誌論文 (10件) (うち国際共著 10件、 査読あり 10件、 オープンアクセス 4件) 学会発表 (22件) (うち国際学会 22件) 備考 (2件) 学会・シンポジウム開催 (1件)

  • [国際共同研究] University of Chile(チリ)

    • 国名
      チリ
    • 外国機関名
      University of Chile
  • [国際共同研究] IIT Madras/IIT Gandhinagar/GITAM, Hyderabad(インド)

    • 国名
      インド
    • 外国機関名
      IIT Madras/IIT Gandhinagar/GITAM, Hyderabad
  • [雑誌論文] Learning Analytics and Evidence-based K12 Education in Japan: Usage of Data-driven Services and Mobile Learning Across Two Years.2023

    • 著者名/発表者名
      Kuromiya Hiroyuki、Flanagan Brendan、Majumdar Rwitajit、Ogata Hiroaki
    • 雑誌名

      International Journal of Mobile Learning and Organisation

      巻: 1 ページ: 1~1

    • DOI

      10.1504/IJMLO.2023.10048714

    • 査読あり / 国際共著
  • [雑誌論文] Algorithmic group formation and group work evaluation in a learning analytics-enhanced environment: implementation study in a Japanese junior high school2022

    • 著者名/発表者名
      Liang Changhao、Majumdar Rwitajit、Nakamizo Yuta、Flanagan Brendan、Ogata Hiroaki
    • 雑誌名

      Interactive Learning Environments

      巻: 1 ページ: 1~24

    • DOI

      10.1080/10494820.2022.2121730

    • 査読あり / 国際共著
  • [雑誌論文] Design of a learning dashboard to enhance reading outcomes and self-directed learning behaviors in out-of-class extensive reading2022

    • 著者名/発表者名
      Yang Yuanyuan、Majumdar Rwitajit、Li Huiyong、Flanagan Brendan、Ogata Hiroaki
    • 雑誌名

      Interactive Learning Environments

      巻: 1 ページ: 1~18

    • DOI

      10.1080/10494820.2022.2101126

    • 査読あり / 国際共著
  • [雑誌論文] Learning dialogs orchestrated with BookRoll: effects on engagement and learning in an undergraduate physics course2022

    • 著者名/発表者名
      Kannan Vijayanandhini、Warriem Jayakrishnan M.、Majumdar Rwitajit、Ogata Hiroaki
    • 雑誌名

      Research and Practice in Technology Enhanced Learning

      巻: 17 ページ: 1-22

    • DOI

      10.1186/s41039-022-00203-0

    • 査読あり / オープンアクセス / 国際共著
  • [雑誌論文] Early-warning prediction of student performance and engagement in open book assessment by reading behavior analysis2022

    • 著者名/発表者名
      Flanagan Brendan、Majumdar Rwitajit、Ogata Hiroaki
    • 雑誌名

      International Journal of Educational Technology in Higher Education

      巻: 19 ページ: 1-23

    • DOI

      10.1186/s41239-022-00348-4

    • 査読あり / 国際共著
  • [雑誌論文] Learning and Evidence Analytics Framework (LEAF): Research and Practice in International Collaboration2022

    • 著者名/発表者名
      Ogata Hiroaki、Majumdar Rwitajit、Yang Stephen J. H.、Warriem Jayakrishnan M.
    • 雑誌名

      Information and Technology in Education and Learning

      巻: 2 ページ: 1-12

    • DOI

      10.12937/itel.2.1.Inv.p001

    • 査読あり / オープンアクセス / 国際共著
  • [雑誌論文] Fine Grain Synthetic Educational Data: Challenges and Limitations of Collaborative Learning Analytics2022

    • 著者名/発表者名
      Flanagan Brendan、Majumdar Rwitajit、Ogata Hiroaki
    • 雑誌名

      IEEE Access

      巻: 10 ページ: 26230~26241

    • DOI

      10.1109/ACCESS.2022.3156073

    • 査読あり / オープンアクセス / 国際共著
  • [雑誌論文] E-book-based learning activity during COVID-19: engagement behaviors and perceptions of Japanese junior-high school students2022

    • 著者名/発表者名
      Kuromiya Hiroyuki、Majumdar Rwitajit、Miyabe Gou、Ogata Hiroaki
    • 雑誌名

      Research and Practice in Technology Enhanced Learning

      巻: 17 ページ: 1-15

    • DOI

      10.1186/s41039-022-00184-0

    • 査読あり / オープンアクセス / 国際共著
  • [雑誌論文] Extensive Reading at Home: Extracting Self-directed Reading Habits from Learning Logs2022

    • 著者名/発表者名
      Hsu Chia-Yu、Majumdar Rwitajit、Li Huiyong、Yang Yuanyuan、Ogata Hiroaki
    • 雑誌名

      AIED 2022

      巻: 2022 ページ: 614~619

    • DOI

      10.1007/978-3-031-11644-5_57

    • 査読あり / 国際共著
  • [雑誌論文] Detecting Teachers’ in-Classroom Interactions Using a Deep Learning Based Action Recognition Model2022

    • 著者名/発表者名
      Kuromiya Hiroyuki、Majumdar Rwitajit、Ogata Hiroaki
    • 雑誌名

      AIED 2022

      巻: 2022 ページ: 379~382

    • DOI

      10.1007/978-3-031-11647-6_74

    • 査読あり / 国際共著
  • [学会発表] 3 Years of GOAL project in Public School: Leveraging Learning & Smartwatch Logs for Self-directed Learning.2023

    • 著者名/発表者名
      Majumdar R., Yang Y., Li H., Flanagan B. and Ogata H.
    • 学会等名
      LAK23 as practitioners report.
    • 国際学会
  • [学会発表] Evidence-based Learning in Special Needs Education Facilitated by LEAF: Opportunities and Challenges.2023

    • 著者名/発表者名
      Toyokawa Y., Majumdar R., Horikoshi I., Ogata H.
    • 学会等名
      LAK23 as poster
    • 国際学会
  • [学会発表] Data and Evidence Informed Educational Practice with LEAF System2023

    • 著者名/発表者名
      Ogata H., Flanagan B., Majumdar R., Horikoshi I.
    • 学会等名
      LAK23 as demo
    • 国際学会
  • [学会発表] Applying an interpretable and accurate model to Learning analytics.2023

    • 著者名/発表者名
      Baloian N., Cobaise J., Penafiel s., Flanagan B., Majumdar R. and Ogata H.
    • 学会等名
      LAK23 as workshop paper
    • 国際学会
  • [学会発表] Estimating peer evaluation potential by utilizing learner model during group work.2022

    • 著者名/発表者名
      Liang C., Majumdar R., Gorham T., Horikoshi I., & Ogata H.
    • 学会等名
      CollabTech 2022.
    • 国際学会
  • [学会発表] Entwining Individual and Collaborative Activities in Learning-Analytics Informed Collaborative Learning.2022

    • 著者名/発表者名
      Horikoshi I., Liang C., Nakamizo Y, Majumdar R., & Ogata H.
    • 学会等名
      CollabTech 2022.
    • 国際学会
  • [学会発表] Peer Evaluation Behavior Analysis: Applicability and Reproducibility of the Method Across Systems and Activity Contexts.2022

    • 著者名/発表者名
      Horikoshi I., Liang C., Majumdar R., & Ogata H.
    • 学会等名
      ICCE 2022
    • 国際学会
  • [学会発表] Exploring predictive indicators of reading-based online group work for group formation assistance.2022

    • 著者名/発表者名
      Liang C., Majumdar R., Horikoshi I., Flanagan B. & Ogata H.
    • 学会等名
      ICCE 2022
    • 国際学会
  • [学会発表] GWpulse: Supporting Learner Modeling and Group Awareness in Online Forum with Sentiment Analysis.2022

    • 著者名/発表者名
      Nakamizo Y., Majumdar R., Horikoshi I., Liang C., Flanagan B. & Ogata H.
    • 学会等名
      ICCE 2022
    • 国際学会
  • [学会発表] Extracting Students’ Self-Regulation Strategies in an Online Extensive Reading Environment using the Experience API (xAPI).2022

    • 著者名/発表者名
      Hsu CY, Horikoshi I., Li H., Majumdar R., and Ogata H.
    • 学会等名
      ICCE 2022
    • 国際学会
  • [学会発表] LA-ReflecT: A Platform for Data-informed Reflections in Micro-learning tasks.accepted in Embodied2022

    • 著者名/発表者名
      Majumdar R., Ogata H., Warriem J.M. and Prasad P.
    • 学会等名
      Embodied@ICCE 2022
    • 国際学会
  • [学会発表] Extensive Reading at Home: Extracting Self-directed Reading Habits from Learning Logs.2022

    • 著者名/発表者名
      Hsu, CY., Majumdar, R., Li, H., Yang, Y., Ogata, H.
    • 学会等名
      AIED 2022
    • 国際学会
  • [学会発表] Detecting Teachers’ in-Classroom Interactions Using a Deep Learning Based Action Recognition Model.2022

    • 著者名/発表者名
      Kuromiya, H., Majumdar, R., Ogata, H.
    • 学会等名
      AIED 2022
    • 国際学会
  • [学会発表] Learning at a Cafe and Learning at a Lab: Integrating Learning Logs with Smart Eyewear and Environmental Sensor Data.2022

    • 著者名/発表者名
      Majumdar R., Tanimura N., Arakawa Y., Nakamizo Y., Flanagan B., Li H., Yang Y. and Ogata H.
    • 学会等名
      ICALT 2022
    • 国際学会
  • [学会発表] Application of Learning Analytics Enhanced e-book reader for Inclusive Education at Special Needs Class.2022

    • 著者名/発表者名
      Toyokawa Y., Majumdar R., Ogata H.
    • 学会等名
      ICALT 2022
    • 国際学会
  • [学会発表] Continuous Data-Driven Group Learning Support: A Case Study of an Asynchronous Online Course.2022

    • 著者名/発表者名
      Liang C., Majumdar R., Ogata H.
    • 学会等名
      CSCL 2022
    • 国際学会
  • [学会発表] Learning and Evidence Analytics Framework (LEAF): Innovating Log Data Driven Services for Teaching and Learning.2022

    • 著者名/発表者名
      Majumdar R., Liang C., Kuromiya H., Li. H., Flanagan B., Ogata H.
    • 学会等名
      ISLS 2022
    • 国際学会
  • [学会発表] GOAL System to Support In-class Reading Activity: A Study of Advanced and Standard EFL Learners.2022

    • 著者名/発表者名
      Majumdar R., Li H., Yang Y., Flanagan B. and Ogata H.
    • 学会等名
      ICFULL 2022
    • 国際学会
  • [学会発表] Leverage Technology to Support Self-direction Strategies for High School Students in Weekly English Vocabulary and Grammar Learning.2022

    • 著者名/発表者名
      Yang Y., Li H., Majumdar R., and Ogata H.
    • 学会等名
      ICFULL 2022
    • 国際学会
  • [学会発表] erception-behavior differences in self-directed language learning among junior high school EFL learners.2022

    • 著者名/発表者名
      Li H., Majumdar R., Yang Y. and Ogata H.
    • 学会等名
      ICFULL 2022
    • 国際学会
  • [学会発表] Active Reading Dashboard to Enhance English Language Learning.2022

    • 著者名/発表者名
      Toyokawa Y., Majumdar R., Ogata H.
    • 学会等名
      ICFULL 2022
    • 国際学会
  • [学会発表] Detecting Writing Difficulties among Students in Special Needs Class Using BookRoll’s Pen Stroke Data.2022

    • 著者名/発表者名
      Toyokawa Y., Majumdar R., Ogata H.
    • 学会等名
      ICFULL 2022
    • 国際学会
  • [備考] The GOAL website

    • URL

      https://sites.google.com/view/letsgoal/

  • [備考] ICCE Embodied Learning Workshop

    • URL

      https://sites.google.com/view/la-reflect/embodiedicce2022

  • [学会・シンポジウム開催] 2nd International Workshop on Embodied Learning: Technology Design, Analytics & Practices2022

URL: 

公開日: 2024-12-25  

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