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2022 Fiscal Year Annual Research Report

GOAL Project: SMART AI Support with Student's Learning and Wellbeing Data

Research Project

Project/Area Number 20K20131
Research InstitutionKyoto University

Principal Investigator

Majumdar Rwito  京都大学, 学術情報メディアセンター, 特定講師 (30823348)

Project Period (FY) 2020-04-01 – 2023-03-31
KeywordsGOAL / Self Direction Skills / Learning Analytics / Quantified Self / DAPER model
Outline of Annual Research Achievements

The GOAL project focused on aspects of self-directed daily activities of students such as daily reading habits in learning and monitoring physical activities for better lifestyle. To support them a process model is proposed named DAPER, where students can collect their activity data, analyze their status, plan, execute and monitoring their activity and reflect after the plan period. A web-based GOAL portal was built and integrated in a Japanese high school and junior high school learning management system. The learning activity data is logged from a reading based learning platform, BookRoll. GOAL system can track daily amount of pages and the time that the student is spending reading. The physical activity levels such as the steps taken and sleep actions are synchronized in the GOAL system from smartwatches such as Garmin device through web API. Data collected in the system is curated and we defined strategies to measure self-direction skills based on the activity data level as well as the DAPER interaction in the GOAL system. At the university level the GOAL system was introduce in the Kyoto University's reading based course. The user studies were conducted with both students from the school as well as university level. The research sheds light on various aspects of combining data from physical and learning context and utilized the it for the self-direction skill development.

  • Research Products

    (26 results)

All 2023 2022 Other

All Journal Article (8 results) (of which Int'l Joint Research: 5 results,  Peer Reviewed: 5 results,  Open Access: 2 results) Presentation (17 results) (of which Int'l Joint Research: 17 results) Remarks (1 results)

  • [Journal Article] Learning Analytics and Evidence-based K12 Education in Japan: Usage of Data-driven Services and Mobile Learning Across Two Years.2023

    • Author(s)
      Ogata Hiroaki、Majumdar Rwitajit、Flanagan Brendan、Kuromiya Hiroyuki
    • Journal Title

      International Journal of Mobile Learning and Organisation

      Volume: 1 Pages: 1~10

    • DOI

      10.1504/IJMLO.2023.10048714

    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] Learning and Evidence Analytics Framework (LEAF): Research and Practice in International Collaboration2022

    • Author(s)
      Ogata Hiroaki、Majumdar Rwitajit、Yang Stephen J. H.、Warriem Jayakrishnan M.
    • Journal Title

      Information and Technology in Education and Learning

      Volume: 2 Pages: 1-10

    • DOI

      10.12937/itel.2.1.Inv.p001

    • Peer Reviewed / Open Access / Int'l Joint Research
  • [Journal Article] Learning dialogs orchestrated with BookRoll: effects on engagement and learning in an undergraduate physics course2022

    • Author(s)
      Kannan Vijayanandhini、Warriem Jayakrishnan M.、Majumdar Rwitajit、Ogata Hiroaki
    • Journal Title

      Research and Practice in Technology Enhanced Learning

      Volume: 17 Pages: 1-22

    • DOI

      10.1186/s41039-022-00203-0

    • Peer Reviewed / Open Access / Int'l Joint Research
  • [Journal Article] Design of a learning dashboard to enhance reading outcomes and self-directed learning behaviors in out-of-class extensive reading2022

    • Author(s)
      Yang Yuanyuan、Majumdar Rwitajit、Li Huiyong、Flanagan Brendan、Ogata Hiroaki
    • Journal Title

      Interactive Learning Environments

      Volume: 30 Pages: 1~18

    • DOI

      10.1080/10494820.2022.2101126

    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] Algorithmic group formation and group work evaluation in a learning analytics-enhanced environment: implementation study in a Japanese junior high school2022

    • Author(s)
      Liang Changhao、Majumdar Rwitajit、Nakamizo Yuta、Flanagan Brendan、Ogata Hiroaki
    • Journal Title

      Interactive Learning Environments

      Volume: 30 Pages: 1~24

    • DOI

      10.1080/10494820.2022.2121730

    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] Self-directed Extensive Reading Supported with GOAL System: Mining Sequential Patterns of Learning Behavior and Predicting Academic Performance2022

    • Author(s)
      Li Jiayu、Li Huiyong、Majumdar Rwitajit、Yang Yuanyuan、Ogata Hiroaki
    • Journal Title

      Learning Analytics and Knowledge

      Volume: 12 Pages: 472-477

    • DOI

      10.1145/3506860.3506889

  • [Journal Article] Detecting Teachers’ in-Classroom Interactions Using a Deep Learning Based Action Recognition Model2022

    • Author(s)
      Kuromiya Hiroyuki、Majumdar Rwitajit、Ogata Hiroaki
    • Journal Title

      Artificial Intelligence in Education Conference

      Volume: 23 Pages: 379~382

    • DOI

      10.1007/978-3-031-11647-6_74

  • [Journal Article] Extensive Reading at Home: Extracting Self-directed Reading Habits from Learning Logs2022

    • Author(s)
      Hsu Chia-Yu、Majumdar Rwitajit、Li Huiyong、Yang Yuanyuan、Ogata Hiroaki
    • Journal Title

      Artificial Intelligence in Education Conference

      Volume: 23 Pages: 614~619

    • DOI

      10.1007/978-3-031-11644-5_57

  • [Presentation] Pebasco: An Asynchronous Learning Analytics App for Communicative Language Teaching Built Using No-Code Technology2022

    • Author(s)
      Gorham T., Majumdar R., Ogata H.
    • Organizer
      2nd APSCE International Conference on Future Language Learning (ICFULL)
    • Int'l Joint Research
  • [Presentation] Detecting Writing Difficulties among Students in Special Needs Class Using BookRoll’s Pen Stroke Data2022

    • Author(s)
      Toyokawa Y., Majumdar R., Ogata H.
    • Organizer
      2nd APSCE International Conference on Future Language Learning (ICFULL)
    • Int'l Joint Research
  • [Presentation] Active Reading Dashboard to Enhance English Language Learning.2022

    • Author(s)
      Toyokawa Y., Majumdar R., Ogata H.
    • Organizer
      2nd APSCE International Conference on Future Language Learning (ICFULL)
    • Int'l Joint Research
  • [Presentation] Perception-behavior differences in self-directed language learning among junior high school EFL learners.2022

    • Author(s)
      Li H., Majumdar R., Yang Y. and Ogata H.
    • Organizer
      2nd APSCE International Conference on Future Language Learning (ICFULL)
    • Int'l Joint Research
  • [Presentation] Leverage Technology to Support Self-direction Strategies for High School Students in Weekly English Vocabulary and Grammar Learning.2022

    • Author(s)
      Yang Y., Li H., Majumdar R., and Ogata H.
    • Organizer
      2nd APSCE International Conference on Future Language Learning (ICFULL)
    • Int'l Joint Research
  • [Presentation] GOAL System to Support In-class Reading Activity: A Study of Advanced and Standard EFL Learners.2022

    • Author(s)
      Majumdar R., Li H., Yang Y., Flanagan B. and Ogata H.
    • Organizer
      2nd APSCE International Conference on Future Language Learning (ICFULL)
    • Int'l Joint Research
  • [Presentation] Learning and Evidence Analytics Framework (LEAF): Innovating Log Data Driven Services for Teaching and Learning.2022

    • Author(s)
      Majumdar R., Liang C., Kuromiya H., Li. H., Flanagan B., Ogata H.
    • Organizer
      Conference of the International Society of Learning Sciences 2022
    • Int'l Joint Research
  • [Presentation] Continuous Data-Driven Group Learning Support: A Case Study of an Asynchronous Online Course.2022

    • Author(s)
      Liang C., Majumdar R., Ogata H.
    • Organizer
      Computer Supported Collaborative Learning Conference 2022
    • Int'l Joint Research
  • [Presentation] Application of Learning Analytics Enhanced e-book reader for Inclusive Education at Special Needs Class2022

    • Author(s)
      Toyokawa Y., Majumdar R., Ogata H.
    • Organizer
      International Conference on Advanced Learning Technologies
    • Int'l Joint Research
  • [Presentation] Learning at a Cafe and Learning at a Lab: Integrating Learning Logs with Smart Eyewear and Environmental Sensor Data.2022

    • Author(s)
      Majumdar R., Tanimura N., Arakawa Y., Nakamizo Y., Flanagan B., Li H., Yang Y. and Ogata H.
    • Organizer
      International Conference on Advanced Learning Technologies
    • Int'l Joint Research
  • [Presentation] Evaluating Course Grading Fairness in Comparison of Learning Activity Logs Before and After COVID-19.2022

    • Author(s)
      Kuromiya H., Majumdar R., & Ogata H.
    • Organizer
      World Conference on Computers in Education
    • Int'l Joint Research
  • [Presentation] LA-ReflecT: A Platform for Data-informed Reflections in Micro-learning tasks.2022

    • Author(s)
      Majumdar R., Ogata H., Warriem J.M. and Prasad P.
    • Organizer
      Embodied@ICCE 2022
    • Int'l Joint Research
  • [Presentation] Extracting Students’ Self-Regulation Strategies in an Online Extensive Reading Environment using the Experience API (xAPI).2022

    • Author(s)
      Hsu CY, Horikoshi I., Li H., Majumdar R., and Ogata H.
    • Organizer
      International Conference of Computers in Education
    • Int'l Joint Research
  • [Presentation] GWpulse: Supporting Learner Modeling and Group Awareness in Online Forum with Sentiment Analysis.2022

    • Author(s)
      Nakamizo Y., Majumdar R., Horikoshi I., Liang C., Flanagan B. & Ogata H.
    • Organizer
      International Conference of Computers in Education
    • Int'l Joint Research
  • [Presentation] Exploring predictive indicators of reading-based online group work for group formation assistance.2022

    • Author(s)
      Liang C., Majumdar R., Horikoshi I., Flanagan B. & Ogata H.
    • Organizer
      International Conference of Computers in Education
    • Int'l Joint Research
  • [Presentation] Peer Evaluation Behavior Analysis: Applicability and Reproducibility of the Method Across Systems and Activity Contexts.2022

    • Author(s)
      Horikoshi I., Liang C., Majumdar R., & Ogata H.
    • Organizer
      International Conference of Computers in Education
    • Int'l Joint Research
  • [Presentation] Entwining Individual and Collaborative Activities in Learning-Analytics Informed Collaborative Learning.2022

    • Author(s)
      Horikoshi I., Liang C., Nakamizo Y, Majumdar R., & Ogata H.
    • Organizer
      CollabTech 2022
    • Int'l Joint Research
  • [Remarks] The GOAL website

    • URL

      https://sites.google.com/view/letsgoal/

URL: 

Published: 2023-12-25  

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