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Development and assessment of methodology to improve learning materials and educational strategy based on learning data from MOOC

Research Project

Project/Area Number 15H02922
Research Category

Grant-in-Aid for Scientific Research (B)

Allocation TypeSingle-year Grants
Section一般
Research Field Educational technology
Research InstitutionHokkaido University

Principal Investigator

Shigeta Katsusuke  北海道大学, 情報基盤センター, 准教授 (40451900)

Co-Investigator(Kenkyū-buntansha) 八木 秀文  東北大学, オープンオンライン教育開発推進センター, 特任講師 (00740127)
森 秀樹  東京工業大学, 教育革新センター, 准教授 (30527776)
林 康弘  武蔵野大学, 経済学部, 准教授 (50382544)
武田 俊之  関西学院大学, 高等教育推進センター, 教育技術主事 (70227031)
金子 大輔  北星学園大学, 経済学部, 教授 (70397438)
永嶋 知紘  北海道大学, 高等教育推進機構, 特定専門職員 (90749988)
Research Collaborator NAGASHIMA tomohiro  
Project Period (FY) 2015-04-01 – 2019-03-31
Project Status Completed (Fiscal Year 2018)
Budget Amount *help
¥13,260,000 (Direct Cost: ¥10,200,000、Indirect Cost: ¥3,060,000)
Fiscal Year 2018: ¥2,340,000 (Direct Cost: ¥1,800,000、Indirect Cost: ¥540,000)
Fiscal Year 2017: ¥2,340,000 (Direct Cost: ¥1,800,000、Indirect Cost: ¥540,000)
Fiscal Year 2016: ¥4,160,000 (Direct Cost: ¥3,200,000、Indirect Cost: ¥960,000)
Fiscal Year 2015: ¥4,420,000 (Direct Cost: ¥3,400,000、Indirect Cost: ¥1,020,000)
Keywords教授学習支援システム / オンライン教育 / MOOC / 学習分析 / オープンエデュケーション / 教育学習支援システム / 学習履歴データ / 教育工学
Outline of Final Research Achievements

In this study, we developed and evaluated methods of teaching materials and education improvement using learning history data obtained by MOOC. For the improvement of teaching materials, we proposed a method to use the written data on the MOOC's discussion board to improve the teaching materials through analysis using the data of the MOOC's discussion board offered. For improvement of education, we developed a method of group-by-group learning support based on the learning motives and purpose thinking that the students of online courses have. We applied this method in an actual online course, quantitatively grasped the learner's learning situation, provided learning support to each group, and examined the effects and problems through online education practice.

Academic Significance and Societal Importance of the Research Achievements

MOOCをはじめとするオンライン学習環境における学習支援の研究が進展している。オンライン学習環境では学習履歴データの分析(ラーニングアナリティクス,LA)による教育学習の改善が期待されるが、その具体的手法の提案には未踏領域が多い。本研究では、教材改善についてはディスカッションボード上に寄せられた受講者の声から、教育改善については受講者を学習動機や目的指向性に応じたグループ形成による働きかけにより、それぞれを達成しうる方法を提案した。本研究で開発した手法はMOOCのような大規模な受講生を抱える学習環境に対応しうる新たな手法であり、研究成果の高い学術的・社会的意義が認められる。

Report

(5 results)
  • 2018 Annual Research Report   Final Research Report ( PDF )
  • 2017 Annual Research Report
  • 2016 Annual Research Report
  • 2015 Annual Research Report
  • Research Products

    (16 results)

All 2019 2018 2017 2016 2015 Other

All Int'l Joint Research (3 results) Journal Article (1 results) (of which Peer Reviewed: 1 results,  Open Access: 1 results) Presentation (10 results) (of which Int'l Joint Research: 5 results,  Invited: 2 results) Remarks (2 results)

  • [Int'l Joint Research] スタンフォード大学(学習支援を目的としたMOOC学習継続モデルの開発)

    • Related Report
      2017 Annual Research Report
  • [Int'l Joint Research] Open Learning Initiative, CMU(米国)

    • Related Report
      2016 Annual Research Report
  • [Int'l Joint Research] Open Learning Initiative, CMU(米国)

    • Related Report
      2015 Annual Research Report
  • [Journal Article] Open Education : Innovating higher education and lifelong learning through openness2016

    • Author(s)
      重田勝介
    • Journal Title

      Journal of Information Processing and Management

      Volume: 59 Issue: 1 Pages: 3-10

    • DOI

      10.1241/johokanri.59.3

    • NAID

      130005140723

    • ISSN
      0021-7298, 1347-1597
    • Related Report
      2016 Annual Research Report
    • Peer Reviewed / Open Access
  • [Presentation] 学習動機と目的指向性に基づいたオンライン講座におけるグループ単位での学習支援の取り組み2019

    • Author(s)
      重田勝介,武田俊之,森 秀樹,八木 秀文,永嶋 知紘,金子 大輔,林 康弘
    • Organizer
      情報処理学会第28回CLE研究会
    • Related Report
      2018 Annual Research Report
  • [Presentation] Developing and revising OER by students: Lessons learned through an open educational practice over 3 years2018

    • Author(s)
      Katsusuke Shigeta
    • Organizer
      OE Global 2018
    • Related Report
      2018 Annual Research Report
    • Int'l Joint Research
  • [Presentation] 学習支援を目的としたMOOC学習継続モデルの検討2018

    • Author(s)
      森秀樹、永嶋知紘、武田俊之、林康弘、金子大輔、小島一記、八木秀文、重田勝介
    • Organizer
      日本教育工学会研究会
    • Related Report
      2017 Annual Research Report
  • [Presentation] MOOCディスカッションボードの分析による教材改善手法の提案2017

    • Author(s)
      重田勝介、八木秀文、武田俊之、森秀樹、林康弘、金子大輔、永嶋知紘
    • Organizer
      日本教育工学会第33回全国大会
    • Related Report
      2017 Annual Research Report
  • [Presentation] MOOC教材とビデオ視聴行動の関連の視覚化に関する検討2017

    • Author(s)
      武田俊之, 林康弘, 重田勝介, 森秀樹, 金子大輔, 八木秀文, 永嶋知紘
    • Organizer
      日本教育工学会研究会
    • Related Report
      2017 Annual Research Report
  • [Presentation] Development of the Dashboard System for Teachers to Perform Effective Indication of the Learning Data Analysis2016

    • Author(s)
      Yasuhiro Hayashi, Toshiyuki Takeda, Tomohiro Nagashima, Hidefumi Yagi, Hideki Mori, Daisuke Kaneko, Katsusuke Shigeta
    • Organizer
      International Conference on Knowledge Creation & Intelligent Computing 2016
    • Place of Presentation
      マナド(インドネシア)
    • Year and Date
      2016-11-15
    • Related Report
      2016 Annual Research Report
    • Int'l Joint Research
  • [Presentation] The Impacts of Open Education for Higher Education -OE Strategy at Hokkaido University2016

    • Author(s)
      Katsusuke Shigeta
    • Organizer
      International Forum on Educational Technology
    • Place of Presentation
      長春(中国)
    • Year and Date
      2016-09-18
    • Related Report
      2016 Annual Research Report
    • Int'l Joint Research / Invited
  • [Presentation] Critical Issues for Success in Open, Smart, and Social Learning Environments2016

    • Author(s)
      Insook Lee, Eunbae Lee, Katsusuke Shigeta, Cheolil Lim, Lucy Green
    • Organizer
      International Conference of Educational Technology
    • Place of Presentation
      ソウル(韓国)
    • Year and Date
      2016-04-18
    • Related Report
      2016 Annual Research Report
    • Int'l Joint Research / Invited
  • [Presentation] MOOC改善支援のためのダッシュボード設計と試作2016

    • Author(s)
      武田俊之, 林康弘, 重田勝介, 森秀樹, 金子大輔, 八木秀文, 永嶋知紘
    • Organizer
      教育システム情報学会第1回研究会
    • Place of Presentation
      放送大学(千葉県千葉市)
    • Related Report
      2016 Annual Research Report
  • [Presentation] Tackling a lack of local OER: How international OER adoption enhanced the quality of learning on campus2015

    • Author(s)
      T.Nagashima, K,Shigeta, N.Bier
    • Organizer
      Open Education Conference 2015
    • Place of Presentation
      バンクーバー(カナダ)
    • Year and Date
      2015-11-18
    • Related Report
      2015 Annual Research Report
    • Int'l Joint Research
  • [Remarks] オンライン講座「オープンエデュケーションと未来の学び2018」受講案内ページ

    • URL

      https://sites.google.com/jamsquare.org/jamooc/

    • Related Report
      2018 Annual Research Report
  • [Remarks] オンライン講座「オープンエデュケーションと未来の学び2018」(要ログイン)

    • URL

      https://www.jamooc.net

    • Related Report
      2018 Annual Research Report

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Published: 2015-04-16   Modified: 2022-05-18  

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