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A study on ability measurement using the item response theory related with instructional design

Research Project

Project/Area Number 18500716
Research Category

Grant-in-Aid for Scientific Research (C)

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

Principal Investigator

TANAKA Takeyuki  Fukui Prefectural University, Center for Arts and Sciences, Associate Professor (10244526)

Co-Investigator(Kenkyū-buntansha) YAMAKAWA Osamu  Fukui Prefectural University, Professor (90230325)
KIKUSAWA Masahiro  Fukui Prefectural University, Professor (50144340)
Project Period (FY) 2006 – 2007
Project Status Completed (Fiscal Year 2007)
Budget Amount *help
¥3,950,000 (Direct Cost: ¥3,500,000、Indirect Cost: ¥450,000)
Fiscal Year 2007: ¥1,950,000 (Direct Cost: ¥1,500,000、Indirect Cost: ¥450,000)
Fiscal Year 2006: ¥2,000,000 (Direct Cost: ¥2,000,000)
Keywordsitem response theory / IRT / instructional design / computer literacy / remedial study / placement test / achivement test
Research Abstract

Computer literacy is one of the most important coursework in the current basic education in Japanese university. However, the prior knowledge of first-year students is very different among the students. In order to teach effectively, it is necessary for the course to provide the best option for each student. The ability of first-year students in computer usage have been measured for four years using the item response theory, so far. Our aim of this study is developing the selection method for learning modules corresponding to IRT score. The instructional design theory was applied to the development of the learning modules. If the subdivided learning modules by the instructional design are connected with the IRT scores of the students, it is possible for the students to choose the best learning module according to their prior knowledge. This idea is an example of so-called adaptive learning model.
For this purpose, firstly, a prior knowledge survey for first-year students about the learning module was executed. Secondary, the IRT score of students and the probability of prior knowledge of the learning modules are brought into connection by the 2-parameters logistic model. This connection method introduces an indicator to select the learning modules corresponding to the IRT score. We call the indicator "knowledge degree". The indicator can work as a criterion to provide the learning modules to the students who has a specific IRT score.
For adaptive learning, we can check the students' duty by a paper test or a technical test in every learning module. According to the instructional design theory, the students should take every test in spite of too difficult or too easy module. Meanwhile, the merit of our method is less effort for teachers and students. We can judge the learning modules to be skipped or not by the light test and survey only.

Report

(3 results)
  • 2007 Annual Research Report   Final Research Report Summary
  • 2006 Annual Research Report
  • Research Products

    (32 results)

All 2008 2007 2006

All Journal Article (18 results) (of which Peer Reviewed: 8 results) Presentation (14 results)

  • [Journal Article] Knowledlge degree of leaming modules corresponding to the IRT score2008

    • Author(s)
      Osamu Yamakawa
    • Journal Title

      Proceedings of the Seventh LASTED Intemational Conference WEB-BASED EDUCATION(WBE2008)

      Pages: 172-176

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2007 Final Research Report Summary
    • Peer Reviewed
  • [Journal Article] Analysis of students' achievement in computer literacy focusing on their prior knowledge2008

    • Author(s)
      Masahiro Kikusawa
    • Journal Title

      Proceedings of the Seventh LASTED Intemational Conference WEB-BASED EDUCATION(WBE2008)

      Pages: 155-159

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2007 Final Research Report Summary
    • Peer Reviewed
  • [Journal Article] Knowledge degree of learning modules corresponding to the IRT score2008

    • Author(s)
      Osamu, Yamakawa
    • Journal Title

      Proceedings of the Seventh IASTED International Conference WEB-BASED EDUCATION (WBE2008)

      Pages: 172-176

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2007 Final Research Report Summary
  • [Journal Article] Analysis of students' achievement in computer literacy focusing on their prior knowledge2008

    • Author(s)
      Masahiro, Kikusawa
    • Journal Title

      Proceedings of the Seventh TASTED International Conference WEB-BASED EDUCATION (WBE2008)

      Pages: 155-159

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2007 Final Research Report Summary
  • [Journal Article] Knowledge degree of learning modules corresponding to the IRT score2008

    • Author(s)
      Osamu Yamakawa
    • Journal Title

      Proceedings of the Seventh IASTED International Conference WEB-BASED EDUCATION(WBE2008)

      Pages: 172-176

    • Related Report
      2007 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Analysis of students' achievement in computer literacy focusing on their prior knowledge2008

    • Author(s)
      Masahiro Kikusawa
    • Journal Title

      Proceedings of the Seventh IASTED International Conference WEB-BASED EDUCATION(WBE2008)

      Pages: 155-159

    • Related Report
      2007 Annual Research Report
    • Peer Reviewed
  • [Journal Article] 項目応答理論とニューラルテスト理論の比較研究2007

    • Author(s)
      山川 修
    • Journal Title

      日本教育工学会研究報告集JSETO7-05 07-05

      Pages: 223-226

    • NAID

      10029777728

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2007 Final Research Report Summary
    • Peer Reviewed
  • [Journal Article] Ability measurement in computer literacy using the item response theory2007

    • Author(s)
      Osamu Yamakawa
    • Journal Title

      Proceedings of E-Learn 2007 (World Conference on E-Learing in Corporate, Government, Healthcare, & Higher Education)

      Pages: 549-554

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2007 Final Research Report Summary
    • Peer Reviewed
  • [Journal Article] A comparison between item response theory and neural test theory2007

    • Author(s)
      Osamu, Yamakawa
    • Journal Title

      Transactions of Japan Society for Educational Technology, JSET 07-05

      Pages: 223-226

    • NAID

      10029777728

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2007 Final Research Report Summary
  • [Journal Article] Ability measurement in computer literacy using the item response theory2007

    • Author(s)
      Osamu, Yamakawa
    • Journal Title

      Proceedings of E-Learn 2007 (World Conference on E-Learning in Corporate, Government, Healthcare, & Higher Education)

      Pages: 549-554

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2007 Final Research Report Summary
  • [Journal Article] 項目応答理論とニューラルテスト理論の比較研究2007

    • Author(s)
      山川 修
    • Journal Title

      日本教育工学会研究報告集JSET07-05 07-05

      Pages: 223-226

    • NAID

      10029777728

    • Related Report
      2007 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Ability measurement in computer literacy using the item response theory2007

    • Author(s)
      Osamu Yamakawa
    • Journal Title

      Proceedings of E-Learn 2007(World Conference on E-Learning in Corporate, Government, Healthcare, & Higher Education)

      Pages: 549-554

    • Related Report
      2007 Annual Research Report
    • Peer Reviewed
  • [Journal Article] DESIGN CONCEPT OF A COURSE VISUALIZATION PLATFORM2007

    • Author(s)
      Osamu Yamakawa
    • Journal Title

      Proceedings of the Sixth IASTED International Conference WEB-BASED EDUCATION

      Pages: 499-504

    • Related Report
      2006 Annual Research Report
  • [Journal Article] 項目反応理論によるテスト項目間の調整2006

    • Author(s)
      田中 武之
    • Journal Title

      2006年度統計関連学会連合大会講演報告集

      Pages: 104-104

    • Related Report
      2006 Annual Research Report
  • [Journal Article] 項目応答理論を利用した能力別編成クラスの効果測定2006

    • Author(s)
      山川 修
    • Journal Title

      日本教育工学会第22回全国大会講演論文集

      Pages: 975-976

    • Related Report
      2006 Annual Research Report
  • [Journal Article] 項目応答理論を使った新入生の情報基礎能力の継続的な分析2006

    • Author(s)
      山川 修
    • Journal Title

      情報処理学会研究会報告(第2回CMS研究会)

      Pages: 45-48

    • Related Report
      2006 Annual Research Report
  • [Journal Article] A Practical Procedure of Course Visualization2006

    • Author(s)
      Osamu Yamakawa
    • Journal Title

      Proceedings of E-Learn 2006(World Conference on E-Learning in Corporate, Government, Healthcare, & Higher Education)

      Pages: 317-322

    • Related Report
      2006 Annual Research Report
  • [Journal Article] The Method and Role of CBT in a Classroom Lecture of Higher Education2006

    • Author(s)
      Masahiro Kikusawa
    • Journal Title

      Proceedings of E-Learn 2006 (World Conference on E-Learning in Corporate, Government, Healthcare, & Higher Education)

      Pages: 661-666

    • Related Report
      2006 Annual Research Report
  • [Presentation] 項目応答理論を使った学生の能力推定に対応する教材選択手法の開発2007

    • Author(s)
      山川 修
    • Organizer
      第4回WebCT研究会
    • Place of Presentation
      熊本県阿蘇市阿蘇プラザホテル
    • Year and Date
      2007-11-17
    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2007 Final Research Report Summary
  • [Presentation] 項目応答理論を使った学生の能力推定に対応する教材選択手法の開発2007

    • Author(s)
      山川 修
    • Organizer
      第4回WebCT研究会
    • Place of Presentation
      熊本県阿蘇市 阿蘇プラザホテル
    • Year and Date
      2007-11-17
    • Related Report
      2007 Annual Research Report
  • [Presentation] 新入生の事前知識の違いによるコンピュータリテラシ学習効果の分析2007

    • Author(s)
      菊沢 正裕
    • Organizer
      平成19年度情報教育研究集会
    • Place of Presentation
      大阪大学吹田キャンパス
    • Year and Date
      2007-11-10
    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2007 Annual Research Report 2007 Final Research Report Summary
  • [Presentation] Development of the selection method for the learning contents corresponding to IRT score2007

    • Author(s)
      Osamu, Yamakawa
    • Organizer
      4th conference of Nippon WebCT user society
    • Place of Presentation
      Aso Plaza Hotel
    • Year and Date
      2007-10-17
    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2007 Final Research Report Summary
  • [Presentation] Analysis of students' achievement of computer literacy focusing on their prior competence2007

    • Author(s)
      Masahiro, Kikusawa
    • Organizer
      The 2007 meeting on computer literacy education
    • Place of Presentation
      Osaka Univ
    • Year and Date
      2007-10-10
    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2007 Final Research Report Summary
  • [Presentation] Effective measurement of classes based on ability by using the item response theory2007

    • Author(s)
      Osamu Yamakawa
    • Organizer
      8th International Conference on Information Technology Based Higher Education and Traning (ITHET2007)
    • Place of Presentation
      熊本市KKRホテル
    • Year and Date
      2007-07-11
    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2007 Final Research Report Summary
  • [Presentation] Effective measurement of classes based on ability by using the item response theory2007

    • Author(s)
      Osamu, Yamakawa
    • Organizer
      8th International Conference on Information Technology Based Higher . Education and Training (ITHET2007)
    • Place of Presentation
      Kumamoto KKR Hotel
    • Year and Date
      2007-07-11
    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2007 Final Research Report Summary
  • [Presentation] Effective measurement of classes based on ability by using the item response theory2007

    • Author(s)
      Osamu Yamakawa
    • Organizer
      8th International Conference on Information Technology Based Higher Education and Training(ITHET2007)
    • Place of Presentation
      熊本市 KKRホテル
    • Year and Date
      2007-07-11
    • Related Report
      2007 Annual Research Report
  • [Presentation] 項目応答理論を利用した能力別編成クラスの効果測定2006

    • Author(s)
      山川 修
    • Organizer
      日本教育工学会第22回全国大会
    • Place of Presentation
      関西大学
    • Year and Date
      2006-11-04
    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2007 Final Research Report Summary
  • [Presentation] Effectiveness measurement of classes based on ability by using item response theory2006

    • Author(s)
      Osamu, Yamakawa
    • Organizer
      22th conference of Japan Society for Educational Technology
    • Place of Presentation
      Kansai Univ
    • Year and Date
      2006-10-04
    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2007 Final Research Report Summary
  • [Presentation] 項目反応理論によるテスト項目間の調整2006

    • Author(s)
      田中 武之
    • Organizer
      2006年度統計関連学会連合大会
    • Place of Presentation
      東北大学
    • Year and Date
      2006-09-07
    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2007 Final Research Report Summary
  • [Presentation] Adjustment between testing items by item response theory2006

    • Author(s)
      Takeyuki, Tanaka
    • Organizer
      The 2006 Japanese Joint Statistical Meeting
    • Place of Presentation
      Tohoku Univ.
    • Year and Date
      2006-09-07
    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2007 Final Research Report Summary
  • [Presentation] 項目応答理論を使った新入生の情報基礎能力の継続的な分析2006

    • Author(s)
      山川 修
    • Organizer
      第2回CMS研究会
    • Place of Presentation
      名古屋大学
    • Year and Date
      2006-05-19
    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2007 Final Research Report Summary
  • [Presentation] Continuous measurement of freshmen's computer literacy using IRT2006

    • Author(s)
      Osamu, Yamakawa
    • Organizer
      2nd conference of the society for the study of course management system
    • Place of Presentation
      Nagoya Univ
    • Year and Date
      2006-05-19
    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2007 Final Research Report Summary

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Published: 2006-04-01   Modified: 2016-04-21  

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