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Development of educational service model for the purpose of preventing dropout in university

Research Project

Project/Area Number 15K04380
Research Category

Grant-in-Aid for Scientific Research (C)

Allocation TypeMulti-year Fund
Section一般
Research Field Sociology of education
Research InstitutionKaetsu University

Principal Investigator

Shiratori Naruhiko  嘉悦大学, ビジネス創造学部, 教授 (70552694)

Co-Investigator(Kenkyū-buntansha) 田島 悠史  宝塚大学, 東京メディア芸術学部, 特任講師 (20747729)
田尻 慎太郎  横浜商科大学, 商学部, 准教授 (90410167)
Project Period (FY) 2015-04-01 – 2019-03-31
Project Status Completed (Fiscal Year 2018)
Budget Amount *help
¥4,810,000 (Direct Cost: ¥3,700,000、Indirect Cost: ¥1,110,000)
Fiscal Year 2017: ¥1,560,000 (Direct Cost: ¥1,200,000、Indirect Cost: ¥360,000)
Fiscal Year 2016: ¥1,430,000 (Direct Cost: ¥1,100,000、Indirect Cost: ¥330,000)
Fiscal Year 2015: ¥1,820,000 (Direct Cost: ¥1,400,000、Indirect Cost: ¥420,000)
Keywords中退分析 / IR / 機械学習 / 大学中退 / 教育社会学
Outline of Final Research Achievements

The first of the results of this study was the improvement of data and the presentation of model creation conditions for expressing dropouts. The second is the creation of a student model, the teaching model, the third is the linking with the teaching service, and the fourth is the holding of seminars and workshops. In the first, three types of dropouts were suggested using interviews with dropout students and faculty members and academic data, and conditions for expressing dropouts were presented. In the second, the variables related to dropouts were organized into two types, macro variables related to the entire university and micro variables related to individual students, and a model was created to predict dropouts for each term, and its validity was verified. In the third, we proposed that it could be used in educational services using the created model. In the fourth, we widely published the findings obtained in this study at seminars etc.

Academic Significance and Societal Importance of the Research Achievements

大学における中退状況は各大学によって大きく異なるが、中退をすることは学生にとっても、大学にとっても大きな負の影響を与えることになる。中退を防止するための施策はこれまで教職員の直感や勘によってなされることが多かった。本研究では大学に蓄積されている教学データを用いて、客観的な評価を教学サービスに適応することを試みた。教学データと学生データを用いて中退を学期ごとに予測するモデルを作成し、教学サービスと連携させることで、個々の学生にとってふさわしい防止施策を提示することができた。

Report

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

    (12 results)

All 2018 2017 2016

All Presentation (12 results) (of which Int'l Joint Research: 3 results)

  • [Presentation] 中退防止における2つのIRアプローチ ―高大接続アプローチと教学アプローチ―2018

    • Author(s)
      白鳥成彦
    • Organizer
      第7回 大学情報・機関調査研究会(MJIR2018)
    • Related Report
      2018 Annual Research Report
  • [Presentation] Derivation of student patterns in drop-out preliminary state and consideration for preventing dropout2018

    • Author(s)
      Naruhiko Shiratori
    • Organizer
      7th International Conference on Data Science and Institutional Research (DSIR 2018)
    • Related Report
      2018 Annual Research Report
    • Int'l Joint Research
  • [Presentation] 中退予備状態から変化する学生のモデル化2018

    • Author(s)
      白鳥成彦
    • Organizer
      第43回教育システム情報学会全国大会
    • Related Report
      2018 Annual Research Report
  • [Presentation] Analysis of the Influence of Learning State before University Admission to College Dropout Using Hierarchical Bayesian Model2018

    • Author(s)
      Naruhiko Shiratori
    • Organizer
      NPSE 2019 : New Perspectives in Science Education International Conference
    • Related Report
      2018 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Modeling dropout behavior patterns using Bayesian Networks in Small-Scale Private University2017

    • Author(s)
      白鳥成彦
    • Organizer
      6th International Conference on Data Science and Institutional Research (DSIR 2017)
    • Related Report
      2017 Research-status Report
    • Int'l Joint Research
  • [Presentation] 中退予備状態から変容する学生のモデル化2017

    • Author(s)
      白鳥成彦
    • Organizer
      日本教育工学会第33回全国大会
    • Related Report
      2017 Research-status Report
  • [Presentation] 中退予備状態から変容する学生のモデル化2017

    • Author(s)
      白鳥成彦
    • Organizer
      計測自動制御学会 システム・情報部門 学術講演会(SSI 2017)
    • Related Report
      2017 Research-status Report
  • [Presentation] 小規模私立大学における初年次教育データを用いたIR分析2016

    • Author(s)
      白鳥成彦、田尻慎太郎
    • Organizer
      日本教育情報学会
    • Place of Presentation
      福山大学
    • Year and Date
      2016-08-20
    • Related Report
      2016 Research-status Report
  • [Presentation] 初年次教育における学修状況調査の活用2016

    • Author(s)
      白鳥成彦
    • Organizer
      第5回大学情報・機関調査研究集会
    • Place of Presentation
      熊本市国際交流会館
    • Year and Date
      2016-07-12
    • Related Report
      2016 Research-status Report
  • [Presentation] 小規模大学における初年次中退防止施策の効果検証2016

    • Author(s)
      田尻慎太郎
    • Organizer
      第5回大学情報・機関調査研究集会
    • Place of Presentation
      熊本市国際交流会館
    • Year and Date
      2016-07-12
    • Related Report
      2016 Research-status Report
  • [Presentation] ベイジアンネットワークによる大学生の中退行動のモデル化2016

    • Author(s)
      白鳥成彦
    • Organizer
      人工知能学会
    • Place of Presentation
      北九州
    • Year and Date
      2016-06-06
    • Related Report
      2015 Research-status Report
  • [Presentation] 小規模私立大学におけるIRの実践報告2016

    • Author(s)
      白鳥成彦、田尻慎太郎
    • Organizer
      ERMS研究会第2回公開セミナー
    • Place of Presentation
      東京
    • Year and Date
      2016-02-19
    • Related Report
      2015 Research-status Report

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Published: 2015-04-16   Modified: 2020-03-30  

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