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Design and Development of a System that Uses Artificial Intelligence to Suggest Tactics to Improve Classes Based on Questionnaire for Student Evaluation of Teaching

Research Project

Project/Area Number 17K00489
Research Category

Grant-in-Aid for Scientific Research (C)

Allocation TypeMulti-year Fund
Section一般
Research Field Learning support system
Research InstitutionOita University

Principal Investigator

Suzuki Yusei  大分大学, IRセンター, 准教授 (00333253)

Co-Investigator(Kenkyū-buntansha) 松葉 龍一  東京工科大学, 先進教育支援センター, 教授 (40336227)
久保田 真一郎  熊本大学, 総合情報統括センター, 准教授 (80381143)
Project Period (FY) 2017-04-01 – 2022-03-31
Project Status Completed (Fiscal Year 2021)
Budget Amount *help
¥4,680,000 (Direct Cost: ¥3,600,000、Indirect Cost: ¥1,080,000)
Fiscal Year 2019: ¥910,000 (Direct Cost: ¥700,000、Indirect Cost: ¥210,000)
Fiscal Year 2018: ¥1,950,000 (Direct Cost: ¥1,500,000、Indirect Cost: ¥450,000)
Fiscal Year 2017: ¥1,820,000 (Direct Cost: ¥1,400,000、Indirect Cost: ¥420,000)
Keywords授業評価 / 授業改善 / 動機づけ / 人工知能 / 学習意欲 / 機械学習 / 知的学習支援システム / ファカルティ・デベロップメント
Outline of Final Research Achievements

In order to support motivational design of instruction, we developed a questionnaire for student evaluation particularly focused on motivation to learn. It is named Questionnaire for Motivational Design of Instruction (QMDI). When we developed QMDI, we referred many earlier studies in various fields, such as, motivational models of the instructional design, active learning methods, support tools for class improvement, and so. We hope, every instructor, even if he/she is a beginner of the motivational design of instruction, he/she can carry out own class improvement appropriately under a result of the student evaluation. Thus we assembled concrete tactics for class improvement, and also explanations how we design instruction to increase motivation to learn under a result of the student evaluation. Then we constructed a Web system for class improvement. It provides faculty members useful suggestions including both tactics and explanations for the improvement based on a result of QMDI.

Academic Significance and Societal Importance of the Research Achievements

学生の授業評価から教員への授業改善方策の提案までのプロセスを実施できるウェブシステムの開発ができたこと及び、動機づけに着目した学生による授業評価アンケートQMDIの回答結果から機械学習やCS分析を用いた重要度や改善度指数を算出することによって、学生の授業への総合満足度を高めるのための項目を絞り込んで教員に提案できるようにしたことには意義がある。本研究で構築したシステムの公開は、教育経験の浅い教員が学生の動機づけを一層高める授業へと改善することに寄与する。

Report

(6 results)
  • 2021 Annual Research Report   Final Research Report ( PDF )
  • 2020 Research-status Report
  • 2019 Research-status Report
  • 2018 Research-status Report
  • 2017 Research-status Report
  • Research Products

    (4 results)

All 2019 2017

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

  • [Journal Article] Design of a Supporting System for Consultation of Instructional Improvement2019

    • Author(s)
      Suzuki Y., Matsuba R., Suzuki K., Kita T., Kubota SI., Nishino H.
    • Journal Title

      Conference on Complex, Intelligent, and Software Intensive Systems

      Volume: 772 Pages: 927-935

    • DOI

      10.1007/978-3-319-93659-8_86

    • ISBN
      9783319936581, 9783319936598
    • Related Report
      2018 Research-status Report
    • Peer Reviewed
  • [Journal Article] リアルタイム共同編集を用いた小グループでの成果物作成-Kaganの協同学習の4基本要素に着目して-2019

    • Author(s)
      鈴木 雄清・牧野 治敏
    • Journal Title

      大分大学高等教育開発センター紀要

      Volume: 11 Pages: 91-100

    • NAID

      120006605040

    • Related Report
      2018 Research-status Report
    • Open Access
  • [Presentation] An Approach for Building a Learning Style with ePortfolios2017

    • Author(s)
      R. Matsuba, N. Hiraoka, S-I. Kubota, M. Makoto, & Y. Suzuki
    • Organizer
      World Conference on Educational Media and Technology 2017 (EdMedia 2017)
    • Related Report
      2017 Research-status Report
    • Int'l Joint Research
  • [Presentation] 地域資源について学ぶブレンド型単位互換科目の設計2017

    • Author(s)
      鈴木雄清
    • Organizer
      九州地区大学教育研究協議会議事録
    • Related Report
      2017 Research-status Report

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Published: 2017-04-28   Modified: 2023-01-30  

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