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Development and Evaluation of Student-Centered Enrollment System: Data-Assisted Advising Functions

Research Project

Project/Area Number 16H03082
Research Category

Grant-in-Aid for Scientific Research (B)

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

Principal Investigator

MATSUDA Takeshi  首都大学東京, 大学教育センター, 教授 (90406835)

Co-Investigator(Kenkyū-buntansha) 近藤 伸彦  首都大学東京, 大学教育センター, 准教授 (10534612)
重田 勝介  北海道大学, 情報基盤センター, 准教授 (40451900)
渡辺 雄貴  東京理科大学, 教育支援機構, 准教授 (50570090)
加藤 浩  放送大学, 教養学部, 教授 (80332146)
Project Period (FY) 2016-04-01 – 2019-03-31
Project Status Completed (Fiscal Year 2018)
Budget Amount *help
¥17,160,000 (Direct Cost: ¥13,200,000、Indirect Cost: ¥3,960,000)
Fiscal Year 2018: ¥5,720,000 (Direct Cost: ¥4,400,000、Indirect Cost: ¥1,320,000)
Fiscal Year 2017: ¥6,630,000 (Direct Cost: ¥5,100,000、Indirect Cost: ¥1,530,000)
Fiscal Year 2016: ¥4,810,000 (Direct Cost: ¥3,700,000、Indirect Cost: ¥1,110,000)
Keywords自己管理学習レディネス / 教学IR / 数理モデル / 科目選択支援 / 教学IRデータ / アカデミックな意志決定 / 教学IR / 教育工学 / 学生支援 / フェーディング
Outline of Final Research Achievements

This research addressed an online dashboard system developed for students who need useful information on registration for a course. The system deals with three major factors that contribute to the outcomes of students’ learning; the evaluation methods or grade calculation standards of a course, students’ self-directed learning readiness, or SDLR, and students’ learning goals. It analyzes the collected data and forming the recommendation model based on the student’s the self-directed learning readiness scale or SDLR and his or her choice of abilities.
Our system displays two lists of courses; one shows the degree of conformance between a student’s level of SDLR and the level that courses require and the other indicates the fitness of the ability that a student wants to earn and that the course might provide. Through our experience with the development of this system, some findings including data collection, statistical modeling, and the initial reaction of students were obtained.

Academic Significance and Societal Importance of the Research Achievements

シラバスデータ,学生の自己管理学習レディネス尺度の値を基に,授業が求める自己管理学習と学生の現状とのマッチングをしたことに加え,学生自身が伸ばしたい能力と授業とのマッチングも試みた点が,従来の研究と比べた本研究の学術的な独自性である.
社会的には,経営判断を支援する役割を担ってきたInstitutional Research(IR)が,学生自身の科目選択に役立つ可能性を模索し,その新たな方向性を示した.

Report

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

    (39 results)

All 2019 2018 2017 2016 Other

All Journal Article (10 results) (of which Peer Reviewed: 8 results,  Open Access: 9 results,  Acknowledgement Compliant: 1 results) Presentation (22 results) (of which Int'l Joint Research: 6 results,  Invited: 2 results) Book (5 results) Remarks (2 results)

  • [Journal Article] Modeling of Learning Process based on Bayesian Networks2019

    • Author(s)
      Nobuhiko KONDO and Toshiharu HATANAKA
    • Journal Title

      Educational technology research

      Volume: 41 Issue: 1 Pages: 57-67

    • DOI

      10.15077/etr.42136

    • NAID

      130007605298

    • ISSN
      0387-7434, 2189-7751
    • Year and Date
      2019-02-28
    • Related Report
      2018 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Development and Evaluation of a Groupware to Organize Groupwork in Large Class2018

    • Author(s)
      西森年寿 , 加藤浩 , 八重樫文 , 望月俊男 , 安藤拓生 , 奥林泰一郎
    • Journal Title

      Japan Journal of Educational Technology

      Volume: 42 Issue: 3 Pages: 271-281

    • DOI

      10.15077/jjet.42060

    • NAID

      130007600548

    • ISSN
      1349-8290, 2189-6453
    • Year and Date
      2018-12-31
    • Related Report
      2018 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Current Trends and Perspectives of ICT Utilization in Active Learning2018

    • Author(s)
      大山牧子・松田岳士
    • Journal Title

      Japan Journal of Educational Technology

      Volume: 42 Issue: 3 Pages: 211-220

    • DOI

      10.15077/jjet.42166

    • NAID

      130007590207

    • ISSN
      1349-8290, 2189-6453
    • Year and Date
      2018-12-31
    • Related Report
      2018 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] IR for Educational Planning, Learning Analytics, and Educational Engineering2017

    • Author(s)
      松田 岳士、渡辺 雄貴
    • Journal Title

      Japan Journal of Educational Technology

      Volume: 41 Issue: 3 Pages: 199-208

    • DOI

      10.15077/jjet.42028

    • NAID

      130006337712

    • ISSN
      1349-8290, 2189-6453
    • Year and Date
      2017-12-31
    • Related Report
      2017 Annual Research Report
    • Open Access
  • [Journal Article] Modeling of Learning Process based on Bayesian Network2017

    • Author(s)
      近藤伸彦 畠中利治
    • Journal Title

      Japan Journal of Educational Technology

      Volume: 41 Issue: 3 Pages: 271-281

    • DOI

      10.15077/jjet.41031

    • NAID

      130006337691

    • ISSN
      1349-8290, 2189-6453
    • Year and Date
      2017-12-31
    • Related Report
      2017 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Reconsidering the Theory of Emergent Division of Labor for Designing Collaborative Learning Environment2017

    • Author(s)
      望月俊男,加藤浩
    • Journal Title

      Transactions of Japanese Society for Information and Systems in Education

      Volume: 34 Issue: 2 Pages: 84-97

    • DOI

      10.14926/jsise.34.84

    • NAID

      130005606784

    • ISSN
      1341-4135, 2188-0980
    • Year and Date
      2017-04-01
    • Related Report
      2017 Annual Research Report
    • Peer Reviewed / Open Access / Acknowledgement Compliant
  • [Journal Article] Paths from Formative Assessments to Learning Outcomes: A between-course approach study of undergraduate freshmen in two Japanese universities2017

    • Author(s)
      Takeshi Kushimoto, Yuki Watanabe
    • Journal Title

      Journal of Higher Education Theory and Practice

      Volume: 17 Pages: 113-122

    • Related Report
      2017 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Estimation of Final Learning Status in Workplace e-Learning2017

    • Author(s)
      杉山いおり, 渡辺雄貴, 加藤浩, 西原明法
    • Journal Title

      Japan Journal of Educational Technology

      Volume: 40 Issue: Suppl. Pages: 85-88

    • DOI

      10.15077/jjet.S40057

    • NAID

      130005437644

    • ISSN
      1349-8290, 2189-6453
    • Related Report
      2016 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Paths from Formative Assessments to Learning Outcomes: A Between-Course Approach Study of Undergraduate Freshmen in two Japanese Universities2017

    • Author(s)
      T. Kushimoto and Y. Watanabe
    • Journal Title

      Journal of Higher Education Theory and Practice

      Volume: 17, 3

    • Related Report
      2016 Annual Research Report
    • Peer Reviewed
  • [Journal Article] 教学IR担当者はどのような指標を扱うか2016

    • Author(s)
      松田岳士
    • Journal Title

      京都大学高等教育研究

      Volume: 22 Pages: 119-126

    • Related Report
      2016 Annual Research Report
    • Open Access
  • [Presentation] 自動選定した教学IRデータに基づくアカデミック・サクセスの予測2019

    • Author(s)
      近藤伸彦, 松田岳士, 林祐司, 渡辺雄貴, 松河秀哉, 立石慎治, 椿本弥生, 山下英明
    • Organizer
      第27回教育学習支援情報システム(CLE)研究発表会
    • Related Report
      2018 Annual Research Report
  • [Presentation] Student-Centered Enrollment System: Data-Assisted Advising Functions2018

    • Author(s)
      Takeshi Matsuda, Yuki Watanabe, Katsusuke Shigeta, Nobuhiko Kondo and Hiroshi Kato
    • Organizer
      Association for Institutional Research Forum 2018
    • Related Report
      2018 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Estimation of Learning Process based on Bayesian Network using LMS Log data2018

    • Author(s)
      Nobuhiko Kondo and Toshiharu Hatanaka
    • Organizer
      SICE Annual Conference 2018
    • Related Report
      2018 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Bayesian Network about Students’ Learning Process2018

    • Author(s)
      Nobuhiko Kondo and Toshiharu Hatanaka
    • Organizer
      7th IIAI International Congress on Advanced Applied Informatics
    • Related Report
      2018 Annual Research Report
    • Int'l Joint Research
  • [Presentation] 科目選択支援のためのSDLRSに基づく成績予測に関する考察2018

    • Author(s)
      近藤伸彦, 松田岳士, 渡辺雄貴, 重田勝介, 加藤浩
    • Organizer
      教育システム情報学会第43回全国大会
    • Related Report
      2018 Annual Research Report
  • [Presentation] 自己管理学習レディネスと目標設定に基づく科目選択支援システムの開発2018

    • Author(s)
      近藤伸彦, 松田岳士, 渡辺雄貴, 重田勝介, 加藤浩
    • Organizer
      第7回大学情報・機関調査研究会MJIR
    • Related Report
      2018 Annual Research Report
  • [Presentation] ベイジアンネットワークによるLMSログからの修学状態推定2018

    • Author(s)
      近藤伸彦, 畠中利治
    • Organizer
      第62回システム制御情報学会研究発表講演会
    • Related Report
      2018 Annual Research Report
  • [Presentation] 状況的評価の理論的背景と意義2018

    • Author(s)
      加藤浩, 近藤杏祐, 葛岡英明, 鈴木栄幸, 久保田善彦
    • Organizer
      UWW2018
    • Related Report
      2018 Annual Research Report
  • [Presentation] Student-Centered Enrollment System: Data-Assisted Advising Functions2018

    • Author(s)
      Takeshi Matsuda, Yuki Watanabe, Katsusuke Shigeta, Nobuhiko Kondo, and Hiroshi Kato
    • Organizer
      Association for Institutional Research 2018 Forum
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research
  • [Presentation] ランダムフォレストによる課題非従事学生の検出2017

    • Author(s)
      大久保緑, 畠中利治, 近藤伸彦
    • Organizer
      計測自動制御学会第56回システム工学部会研究会
    • Place of Presentation
      神戸大学梅田インテリジェントラボラトリ(大阪府・大阪市)
    • Year and Date
      2017-03-09
    • Related Report
      2016 Annual Research Report
  • [Presentation] 科目選択支援にSDLRSを用いるシステム開発のための基礎研究 ―成績との関係の検討―2017

    • Author(s)
      松田岳士、渡辺雄貴、重田勝介、近藤伸彦、加藤浩
    • Organizer
      日本教育工学会 研究会
    • Place of Presentation
      信州大学(長野県・長野市)
    • Year and Date
      2017-03-04
    • Related Report
      2016 Annual Research Report
  • [Presentation] 高等教育における学習者のラーニングエクスペリエンスの形成に影響を与える要因2017

    • Author(s)
      川本弥希,渡辺雄貴,日高一義
    • Organizer
      日本教育工学会 研究会
    • Place of Presentation
      信州大学(長野県・長野市)
    • Year and Date
      2017-03-04
    • Related Report
      2016 Annual Research Report
  • [Presentation] 変容的形成的評価をベースとしたLAKシステムのデザインの検討2017

    • Author(s)
      太田剛, 森本容介, 加藤浩
    • Organizer
      教育システム情報学会 研究会
    • Place of Presentation
      愛媛大学(愛媛県・松山市)
    • Year and Date
      2017-01-07
    • Related Report
      2016 Annual Research Report
  • [Presentation] Early Detection of At-Risk Students Using Machine Learning Based on LMS Log Data2017

    • Author(s)
      Nobuhiko Kondo, Midori Okubo, and Toshiharu Hatanaka
    • Organizer
      6th IIAI International Congress on Advanced Applied Informatics
    • Related Report
      2017 Annual Research Report
    • Int'l Joint Research
  • [Presentation] 内部質保証を支援する教学IR:位置づけの再考2017

    • Author(s)
      松田岳士
    • Organizer
      高等教育質保証学会第7回大会
    • Related Report
      2017 Annual Research Report
    • Invited
  • [Presentation] 東京工業大学「学びの7か条」の策定過程-教職協働による教学支援の取り組み2017

    • Author(s)
      渡辺雄貴、大地奈穂子、植松明彦、田中岳
    • Organizer
      日本教育工学会第33回全国大会
    • Related Report
      2017 Annual Research Report
  • [Presentation] 教学IRにおける予測モデル活用の枠組み2017

    • Author(s)
      近藤伸彦、松田岳士
    • Organizer
      第6回大学情報・機関調査研究会
    • Related Report
      2017 Annual Research Report
  • [Presentation] 機械学習を用いた高リスク学生の早期発見2017

    • Author(s)
      近藤伸彦、大久保緑、畠中利治
    • Organizer
      計測自動制御学会第11回コンピューテーショナル・インテリジェンス研究会
    • Related Report
      2017 Annual Research Report
  • [Presentation] 大学における教育データの利活用 ~実務と研究の観点から教育データを考える~2017

    • Author(s)
      松田岳士
    • Organizer
      第4回DCC産学交流フォーラム
    • Related Report
      2017 Annual Research Report
    • Invited
  • [Presentation] 教学IRにおけるLMSログデータ活用の試み2017

    • Author(s)
      近藤伸彦、畠中利治
    • Organizer
      計測自動制御学会システム・情報部門学術講演会
    • Related Report
      2017 Annual Research Report
  • [Presentation] 隠れマルコフモデルによる修学状態のモデリングと学習支援2016

    • Author(s)
      近藤伸彦, 畠中利治
    • Organizer
      計測自動制御学会システム・情報部門学術講演会
    • Place of Presentation
      滋賀県立体育館(滋賀県・大津市)
    • Year and Date
      2016-12-08
    • Related Report
      2016 Annual Research Report
  • [Presentation] Providing What Students Need to Know: A Student Dashboard System2016

    • Author(s)
      T. Matsuda, Y. Watanabe, K. Shigeta, H. Kato
    • Organizer
      Association for Institutional Research Annual Forum 2016
    • Place of Presentation
      New Orleans (USA)
    • Year and Date
      2016-06-02
    • Related Report
      2016 Annual Research Report
    • Int'l Joint Research
  • [Book] 学習設計マニュアル2018

    • Author(s)
      鈴木 克明、美馬 のゆり (編著)、竹岡篤永、室田真男、渡辺雄貴、市川尚、冨永敦子、高橋暁子、根本 淳子 (著)
    • Total Pages
      248
    • Publisher
      北大路書房
    • ISBN
      4762830135
    • Related Report
      2017 Annual Research Report
  • [Book] 学生を自己調整学習者に育てる2017

    • Author(s)
      L.B.ニルソン(著)、美馬 のゆり、伊藤 崇達(監訳)、渡辺雄貴(第4章、5章訳)
    • Total Pages
      224
    • Publisher
      北大路書房
    • ISBN
      4762829781
    • Related Report
      2017 Annual Research Report
  • [Book] 大学IRスタンダード指標集 教育質保証から財務まで2017

    • Author(s)
      関東地区IR研究会(監修)、松田岳士、森雅生、姉川恭子、相生芳晴(編著)
    • Total Pages
      296
    • Publisher
      玉川大学出版部
    • Related Report
      2016 Annual Research Report
  • [Book] 協調学習とCSCL2016

    • Author(s)
      加藤浩、望月俊男
    • Total Pages
      205
    • Publisher
      ミネルヴァ書房
    • Related Report
      2016 Annual Research Report
  • [Book] 学習科学ハンドブック 第二版 第2巻2016

    • Author(s)
      R. K. ソーヤー(編)、加藤浩ほか(訳)
    • Total Pages
      259
    • Publisher
      北大路書房
    • Related Report
      2016 Annual Research Report
  • [Remarks] 履修科目選択支援のための教学IR情報提示システム

    • URL

      https://www.dsir.online/2017/dsir/

    • Related Report
      2018 Annual Research Report
  • [Remarks] 科目選択支援システム(ログインページ)

    • URL

      https://learn.citl.titech.ac.jp/2017/dsir/

    • Related Report
      2017 Annual Research Report

URL: 

Published: 2016-04-21   Modified: 2020-03-30  

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