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Analysis and Visualization of Class Attitudes and Understanding using Real-time Learning Analytics

Research Project

Project/Area Number 20K03078
Research Category

Grant-in-Aid for Scientific Research (C)

Allocation TypeMulti-year Fund
Section一般
Review Section Basic Section 09070:Educational technology-related
Research InstitutionKanagawa Institute of Technology

Principal Investigator

Tanaka Tetsuo  神奈川工科大学, 情報学部, 教授 (90727984)

Co-Investigator(Kenkyū-buntansha) 松本 一教  神奈川工科大学, 情報学部, 教授 (40350673)
Project Period (FY) 2020-04-01 – 2023-03-31
Project Status Completed (Fiscal Year 2022)
Budget Amount *help
¥3,900,000 (Direct Cost: ¥3,000,000、Indirect Cost: ¥900,000)
Fiscal Year 2022: ¥1,170,000 (Direct Cost: ¥900,000、Indirect Cost: ¥270,000)
Fiscal Year 2021: ¥1,430,000 (Direct Cost: ¥1,100,000、Indirect Cost: ¥330,000)
Fiscal Year 2020: ¥1,300,000 (Direct Cost: ¥1,000,000、Indirect Cost: ¥300,000)
Keywordsラーニングアナリティクス / 授業支援 / 穴埋め教材 / 学修行動ログ / プログラミング演習 / 音読 / 講義支援 / 演習支援 / 学習行動ログ / 理解度 / 躓き / 学習行動
Outline of Research at the Start

授業中の学生の学習行動を分析・可視化するリアルタイムラーニングアナリティクスへの関心が高まっている.本研究では,アクティブとは言えない学生を含む全学生を対象として,授業中の学習行動を分析し授業態度等を可視化してタイムリーに教員に提示する方法を確立する.そのために,PDF文書から生成した穴埋め式のデジタル教材を用いる.これにより,学生はシステムとのインタラクションを強制されることになり,これまで収集することができなかったアクティブとは言えない学生の学習行動ログが取得可能となる.この学習行動ログを分析してリアルタイムに教員に提示することにより,教員はタイムリーに適切なアクションを取ることができる.

Outline of Final Research Achievements

We have developed a fill-in workbook that supports lecture-style classes and a programming exercise system that supports exercise-style classes, with the aim of allowing teachers to ascertain the attitudes and understanding of students during classes.
The fill-in workbook forces students to interact with the system, and it is possible to collect learning behavior logs, including inactive students. We applied it to actual classes and confirmed that the purpose was achieved.
The programming exercise system accumulates operation logs during programming and presents the progress of the entire class and the progress of each student to the teacher. We applied it to an actual class and confirmed that it was possible to ascertain the students' coding status.

Academic Significance and Societal Importance of the Research Achievements

学校教育において,アクティブとは言えない学生についても授業に集中しているのか,ただ教材の該当ページを開いているだけなのか,多くの学生がどこで躓いているのかなどをリアルタイムに把握し,教員が状況に合わせて適切なアクションを取ることができるようになる.また学術的には,ラーニングアナリティクスにおける分析対象をアクティブではない学生の授業中の詳細データにまで広げることになり,本分野の発展に寄与する.

Report

(4 results)
  • 2022 Annual Research Report   Final Research Report ( PDF )
  • 2021 Research-status Report
  • 2020 Research-status Report
  • Research Products

    (18 results)

All 2023 2022 2021 2020

All Journal Article (4 results) (of which Peer Reviewed: 4 results,  Open Access: 3 results) Presentation (13 results) (of which Int'l Joint Research: 6 results) Book (1 results)

  • [Journal Article] Basic study on the effectiveness of reading aloud in learning programming languages2023

    • Author(s)
      Mari Ueda, Hideo Kasuga and Tetsuo Tanaka
    • Journal Title

      Acoustical Science and Technology

      Volume: 44 Issue: 1 Pages: 33-35

    • DOI

      10.1250/ast.44.33

    • ISSN
      0369-4232, 1346-3969, 1347-5177
    • Year and Date
      2023-01-01
    • Related Report
      2022 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Development of a Programming Learning Support System with Functions for Switching Display Language and for Showing Students' Learning Status to Teachers2023

    • Author(s)
      Ryo Tokimatsu, Naoya Kamita, Tetsuo Tanaka, Kazunori Matsumoto
    • Journal Title

      International Journal of Learning Technologies and Learning Environments

      Volume: 採録決定

    • Related Report
      2022 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Students' Learning Attitude Extraction based on Learning Behavior Log of Fill-in Workbook2021

    • Author(s)
      [4]安部 功亮,田中 哲雄,松本 一教
    • Journal Title

      IEEJ Transactions on Electronics, Information and Systems

      Volume: 141 Issue: 12 Pages: 1437-1443

    • DOI

      10.1541/ieejeiss.141.1437

    • NAID

      130008123445

    • ISSN
      0385-4221, 1348-8155
    • Year and Date
      2021-12-01
    • Related Report
      2021 Research-status Report
    • Peer Reviewed
  • [Journal Article] ealing with Stumbling in C Language Programming Using Visual Programming Environment2020

    • Author(s)
      Kousuke Abe, Yuki Fukawa, Tetsuo Tanaka
    • Journal Title

      International Journal of Learning Technologies and Learning Environments

      Volume: 3 Pages: 35-50

    • Related Report
      2020 Research-status Report
    • Peer Reviewed / Open Access
  • [Presentation] Programming Exercise System to Ascertain Students’ Coding Status2023

    • Author(s)
      Tetsuo Tanaka, Mari Ueda, Hideo Kasuga, Kazunori Matsumoto
    • Organizer
      11th International Conference on Information and Education Technology (ICIET 2023)
    • Related Report
      2022 Annual Research Report
    • Int'l Joint Research
  • [Presentation] プログラミング演習システムの開発と実授業での実践2023

    • Author(s)
      田中哲雄,上田麻理,宮崎剛
    • Organizer
      電子情報通信学会 教育工学研究会 ET2022-91
    • Related Report
      2022 Annual Research Report
  • [Presentation] Prototype of Programming Exercise Support System Able to Visualize Coding Status2022

    • Author(s)
      Atsutoshi Satoh, Tetsuo Tanaka
    • Organizer
      11th International Congress on Advanced Applied Informatics (IIAI AAI 2022)
    • Related Report
      2022 Annual Research Report
    • Int'l Joint Research
  • [Presentation] A Proposal of Programming Learning System with Reading Aloud “ONDOKU”2022

    • Author(s)
      Mari Ueda, Nobuyuki Ishida, Kodai Odagiri, Hideo Kasuga, Tetsuo Tanaka
    • Organizer
      11th International Congress on Advanced Applied Informatics (IIAI AAI 2022)
    • Related Report
      2022 Annual Research Report
    • Int'l Joint Research
  • [Presentation] 音読を用いたプログラミング学習支援システムの試作2022

    • Author(s)
      上田麻理,小田切空大,春日秀雄,田中哲雄
    • Organizer
      電気学会情報システム研究会 IS-22-29
    • Related Report
      2022 Annual Research Report
  • [Presentation] プログラミング学習における音読の有効性に関する検討-その22022

    • Author(s)
      上田 麻理,春日 秀雄,小田桐 空大,田中 哲雄
    • Organizer
      日本音響学会2022年秋季研究発表会
    • Related Report
      2022 Annual Research Report
  • [Presentation] プログラミング学習における音読の有効性に関する検討-その12022

    • Author(s)
      上田 麻理,小田桐 空大,春日 秀雄,田中 哲雄
    • Organizer
      日本音響学会2022年春季研究発表会
    • Related Report
      2022 Annual Research Report
  • [Presentation] 音読を用いたプログラミング学習システムの提案2022

    • Author(s)
      上田麻理,石田伸幸,小田桐空大,春日秀雄,田中哲雄
    • Organizer
      情報処理学会第84回全国大会
    • Related Report
      2022 Annual Research Report
  • [Presentation] コーディング状態を可視化するプログラミング演習支援システムの提案2022

    • Author(s)
      佐藤淳俊,田中哲雄
    • Organizer
      令和4年電気学会全国大会
    • Related Report
      2021 Research-status Report
  • [Presentation] Prototyping and Evaluation of Programming Learning Support System with Function for Switching Display Language2021

    • Author(s)
      Naoya Kamita, Tetsuo Tanaka
    • Organizer
      10th International Congress on Advanced Applied Informatics
    • Related Report
      2021 Research-status Report
    • Int'l Joint Research
  • [Presentation] 表示言語を切り替え可能なプログラミング学習支援システムの提案2021

    • Author(s)
      上田尚弥,田中哲雄
    • Organizer
      電気学会情報システム研究会 IS-21-013
    • Related Report
      2021 Research-status Report
  • [Presentation] Learning Attitude Analysis based on Operation Logs of Fill-in Workbook System2020

    • Author(s)
      Kousuke Abe, Tetsuo Tanaka, Kazunori Matsumoto
    • Organizer
      IIAI 9th International Congress on Advanced Applied Informatics (IIAI AAI)
    • Related Report
      2020 Research-status Report
    • Int'l Joint Research
  • [Presentation] PROTOTYPING A RETROSPECTIVE REVIEW SUPPORT FUNCTION FOR A FILL-IN WORKBOOK SYSTEM2020

    • Author(s)
      Kousuke Abe, Tetsuo Tanaka, Kazunori Matsumoto
    • Organizer
      17th International Conference on Cognition and Exploratory Learning in Digital Age (CELDA 2020)
    • Related Report
      2020 Research-status Report
    • Int'l Joint Research
  • [Book] Development of Fill-in Workbook System to Visualize Learning Attitude. In: Ifenthaler, D., Isaias, P., Sampson, D.G. (eds) Orchestration of Learning Environments in the Digital World. Cognition and Exploratory Learning in the Digital Age2022

    • Author(s)
      Abe, K., Tanaka, T., Matsumoto, K.
    • Total Pages
      18
    • Publisher
      Springer
    • ISBN
      9783030909437
    • Related Report
      2021 Research-status Report

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Published: 2020-04-28   Modified: 2024-01-30  

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