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Development of automatic prediction method of learning effect by PBL and construction of learning and guidance advice generation system

Research Project

Project/Area Number 17K12953
Research Category

Grant-in-Aid for Young Scientists (B)

Allocation TypeMulti-year Fund
Research Field Educational technology
Research InstitutionSuwa University of Science (2018-2019)
Tokyo University of Science, Suwa (2017)

Principal Investigator

Ozaki Takeshi  公立諏訪東京理科大学, 工学部, 講師 (80712158)

Project Period (FY) 2017-04-01 – 2020-03-31
Project Status Completed (Fiscal Year 2019)
Budget Amount *help
¥4,160,000 (Direct Cost: ¥3,200,000、Indirect Cost: ¥960,000)
Fiscal Year 2019: ¥910,000 (Direct Cost: ¥700,000、Indirect Cost: ¥210,000)
Fiscal Year 2018: ¥1,430,000 (Direct Cost: ¥1,100,000、Indirect Cost: ¥330,000)
Fiscal Year 2017: ¥1,820,000 (Direct Cost: ¥1,400,000、Indirect Cost: ¥420,000)
Keywordsプロジェクト基盤学習 / アクティブラーニング / 学習分析 / 授業改善 / 遠隔授業 / 授業評価 / PBL / 教育工学 / 機械学習
Outline of Final Research Achievements

This research was carried out for the purpose of constructing the support system necessary for improving the learning effect of Project-Based Learning (PBL). First, a system based on Moodle was constructed to support the activities of students in PBL and to grasp the status of activities, and PBL classes were conducted. Second, we devised a technique to structure success factors and learning results of PBL and to visualize the relation. It was shown that this method can improve the learning results as intended. Finally, using the same system, PBL classes were conducted with the participation of students from two universities, and the learning results of inter-university PBL studies were obtained.

Academic Significance and Societal Importance of the Research Achievements

PBLを含むアクティブラーニングは多くの教育機関で導入されている。しかし、狙った学習効果を得ることができない問題や指導方法が教員の経験に依存する問題があった。
本研究の成果により、定量的な分析によって授業改善が可能となり、狙った学習成果を得ることができるようになった。したがって、教員のスキルに依存しない学習成果を向上させる支援体制を確立することが可能となり、アクティブラーニングの導入の敷居を下がり、さらなる導入の促進に貢献することができた。

Report

(4 results)
  • 2019 Annual Research Report   Final Research Report ( PDF )
  • 2018 Research-status Report
  • 2017 Research-status Report
  • Research Products

    (8 results)

All 2020 2018 2017

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

  • [Journal Article] A Proposal for the Continuous Improvement of PBL Classes Aimed at Acquiring Fundamental Competencies for Working Persons2020

    • Author(s)
      Takeshi Ozaki, Hiroo Hirose, Hiroshi Ichikawa, Yoshito Yamamoto
    • Journal Title

      Educational technology research

      Volume: 42 Pages: 25-37

    • NAID

      130007838007

    • Related Report
      2019 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] 社会人基礎力の修得を目的とした課題実践型PBL授業の継続的改善策の提案2018

    • Author(s)
      尾崎剛, 広瀬啓雄, 市川博, 山本芳人
    • Journal Title

      日本教育工学会論文誌

      Volume: 42 Pages: 243-253

    • NAID

      130007588261

    • Related Report
      2018 Research-status Report
    • Peer Reviewed
  • [Journal Article] Verification of Class Improvement of Project-Based Learning in Appraisal Method with Fuzziness2017

    • Author(s)
      Ozaki Takeshi、Hirose Hiroo、Ichikawa Hiroshi、Yamamoto Yoshito、Amagasa Michihiro
    • Journal Title

      Proceedings of the 2017 9th International Conference on Education Technology and Computers

      Volume: - Pages: 104-108

    • DOI

      10.1145/3175536.3175545

    • Related Report
      2017 Research-status Report
    • Peer Reviewed
  • [Journal Article] Verification Of Improvement Based On Relationship Between Success Factors And Learning Outcomes In Project-Based Learning2017

    • Author(s)
      Takeshi Ozaki, Hiroo Hirose, Hirosi Ichikawa, Yoshito Yamamoto
    • Journal Title

      2017 International Academic Business Conference, 2017 International Education Conference & 2017 International Science Education Conference Proceedings

      Volume: -

    • Related Report
      2017 Research-status Report
    • Peer Reviewed
  • [Journal Article] Appraisal Method for Project-Based Learning with Fuzziness2017

    • Author(s)
      Hiroo Hirose, Michihiro Amagasa, and Takeshi Ozaki
    • Journal Title

      International Journal of Emerging Technology and Advanced Engineering

      Volume: 7 Pages: 124-131

    • Related Report
      2017 Research-status Report
    • Peer Reviewed / Open Access
  • [Presentation] プロジェクト基盤学習における成功要因と学習成果の関係性に基づく授業改善の検証2017

    • Author(s)
      尾崎 剛、広瀬 啓雄、市川 博、山本 芳人
    • Organizer
      日本教育工学会 第33回全国大会
    • Related Report
      2017 Research-status Report
  • [Presentation] Verification Of Improvement Based On Relationship Between Success Factors And Learning Outcomes In Project-Based Learning2017

    • Author(s)
      Takeshi Ozaki, Hiroo Hirose, Hirosi Ichikawa, Yoshito Yamamoto
    • Organizer
      2017 International Education Conference
    • Related Report
      2017 Research-status Report
    • Int'l Joint Research
  • [Presentation] Verification of Class Improvement of Project-Based Learning in Appraisal Method with Fuzziness2017

    • Author(s)
      Takeshi Ozaki, Hiroo Hirose, Hiroshi Ichikawa, Yoshito Yamamoto, Michihiro Amagasa
    • Organizer
      2017 9th International Conference on Education Technology and Computers
    • Related Report
      2017 Research-status Report
    • Int'l Joint Research

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Published: 2017-04-28   Modified: 2021-02-19  

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