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Investigating an AI-based writing assistant's impact on English language learners' writing proficiency

Research Project

Project/Area Number 22K00718
Research Category

Grant-in-Aid for Scientific Research (C)

Allocation TypeMulti-year Fund
Section一般
Review Section Basic Section 02100:Foreign language education-related
Research InstitutionWaseda University (2023-2024)
University of Hyogo (2022)

Principal Investigator

Gayed John Maurice  早稲田大学, グローバルエデュケーションセンター, 准教授(テニュアトラック) (20868393)

Co-Investigator(Kenkyū-buntansha) クロス ジェフリーS  東京科学大学, 環境・社会理工学院, 教授 (90532044)
Project Period (FY) 2022-04-01 – 2025-03-31
Project Status Completed (Fiscal Year 2024)
Budget Amount *help
¥3,640,000 (Direct Cost: ¥2,800,000、Indirect Cost: ¥840,000)
Fiscal Year 2024: ¥910,000 (Direct Cost: ¥700,000、Indirect Cost: ¥210,000)
Fiscal Year 2023: ¥1,170,000 (Direct Cost: ¥900,000、Indirect Cost: ¥270,000)
Fiscal Year 2022: ¥1,560,000 (Direct Cost: ¥1,200,000、Indirect Cost: ¥360,000)
KeywordsAI in education / L2 writing / Metacognition / artificial intelligence / AI writing support / Cognitive load / Second language writing / AI writing / AI assessment / CALL / AI assistant / metacognition / AIED / cognitive load
Outline of Research at the Start

Advancements in natural language processing have led to more sophisticated intelligent writing assistants which offer feedback to users. Yet, empirical research on these tools is lacking. This research addresses this gap in the literature by developing and assessing a novel writing assistant.

Outline of Final Research Achievements

Five major studies were publish. These studies show that AI-assisted writing tools can enhance language learning outcomes, especially in writing fluency, error reduction, and lexical range. Yet, this research project repeatedly highlights a double-edged effect: while AI can scaffold learners and automate feedback, it often benefits more proficient or confident users disproportionately. This “Matthew effect” is visible both among students and educators; those already advantaged by higher skills or technological familiarity tend to gain more. Furthermore, tools used in isolation may lead to superficial engagement with writing, whereas integration with metacognitive prompts or reflective training improves learning depth. The studies emphasize that maximizing the impact of AI in education requires purposeful design: adaptive tool interfaces, equity-conscious professional development for teachers, and scaffolded implementation that supports all users, not just the already capable.

Academic Significance and Societal Importance of the Research Achievements

Scientifically, the findings contribute to a body of evidence that supports the integration of LLMs and writing assistants in second language learning and writing assessment. Social significance is also highlighted with evidence of inequality in AI tool use, and lack of preparedness among educators.

Report

(4 results)
  • 2024 Annual Research Report   Final Research Report ( PDF )
  • 2023 Research-status Report
  • 2022 Research-status Report
  • Research Products

    (10 results)

All 2025 2024 2023 2022

All Journal Article (5 results) (of which Int'l Joint Research: 3 results,  Peer Reviewed: 3 results,  Open Access: 1 results) Presentation (5 results) (of which Int'l Joint Research: 1 results,  Invited: 1 results)

  • [Journal Article] Educators’ perspective on artificial intelligence: equity, preparedness, and development2025

    • Author(s)
      Gayed John Maurice
    • Journal Title

      Cogent Education

      Volume: 12 Issue: 1

    • DOI

      10.1080/2331186x.2024.2447169

    • Related Report
      2024 Annual Research Report
  • [Journal Article] Effectiveness of large language models in automated evaluation of argumentative essays: finetuning vs. zero-shot prompting2024

    • Author(s)
      Wang Qiao、Gayed John Maurice
    • Journal Title

      Computer Assisted Language Learning

      Volume: - Issue: 1-2 Pages: 1-29

    • DOI

      10.1080/09588221.2024.2371395

    • Related Report
      2024 Annual Research Report
  • [Journal Article] Impact on Second Language Writing via an Intelligent Writing Assistant and Metacognitive Training2022

    • Author(s)
      Maurice Gayed John、Kristine Jonson Carlon May、Scott Cross Jeffrey
    • Journal Title

      IEEE Frontiers in Education Conference (FIE)

      Volume: 0 Pages: 1-9

    • DOI

      10.1109/fie56618.2022.9962406

    • Related Report
      2022 Research-status Report
    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] The Matthew effect in CALL: Examining the equity of a novel intelligent writing assistant as English language support2022

    • Author(s)
      Gayed John、Jonson Carlon May Kristine、Cross Jeffrey
    • Journal Title

      Proceedings of the XXIst International CALL Research Conference

      Volume: 0 Pages: 80-93

    • DOI

      10.29140/9781914291050-12

    • Related Report
      2022 Research-status Report
    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] Exploring an AI-based writing assistant's impact on English language learners2022

    • Author(s)
      Gayed John Maurice、Carlon May Kristine Jonson、Oriola Angelu Mari、Cross Jeffrey S.
    • Journal Title

      Computers and Education: Artificial Intelligence

      Volume: 3 Pages: 100055-100055

    • DOI

      10.1016/j.caeai.2022.100055

    • Related Report
      2022 Research-status Report
    • Peer Reviewed / Open Access / Int'l Joint Research
  • [Presentation] A Multi-Agent LLM System for Automated Evaluation of ESL Argumentative Essays2025

    • Author(s)
      John Maurice Gayed, Qiao (Judy) Wang
    • Organizer
      JALTCALL;EUROCALL AI SIG
    • Related Report
      2024 Annual Research Report
    • Invited
  • [Presentation] Language educators' perspective on AI in education2023

    • Author(s)
      John M. Gayed
    • Organizer
      EUROCALL 2023
    • Related Report
      2023 Research-status Report
    • Int'l Joint Research
  • [Presentation] Impact on Second Language Writing via an Intelligent Writing Assistant and Metacognitive Training.2022

    • Author(s)
      Gayed, J.M.
    • Organizer
      2022 IEEE Frontiers in Education Conference (FIE), 2022
    • Related Report
      2022 Research-status Report
  • [Presentation] The Equity of a Novel Intelligent Writing Assistant as English Language Learning Support2022

    • Author(s)
      Gayed, J.M.
    • Organizer
      SmartCALL XXIst International CALL Research Conference
    • Related Report
      2022 Research-status Report
  • [Presentation] Human-mediated AI writing assistance: A case study with Japanese English Language Learners2022

    • Author(s)
      Gayed, J.M.
    • Organizer
      JACET 60th Commemorative International Convention
    • Related Report
      2022 Research-status Report

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Published: 2022-04-19   Modified: 2026-01-16  

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