OATutor: An Open-source Adaptive Tutoring System and Curated Content Library for Learning Sciences Research

被引:11
|
作者
Pardos, Zachary A. [1 ]
Tang, Matthew [2 ]
Anastasopoulos, Ioannis [1 ]
Sheel, Shreya K. [1 ]
Zhang, Ethan [2 ]
机构
[1] Univ Calif Berkeley, Sch Educ, Berkeley, CA 94720 USA
[2] Univ Calif Berkeley, EECS, Berkeley, CA USA
关键词
Adaptive learning; intelligent tutoring systems; open source; OER; content authoring; research through design; replicable research; COGNITIVE TUTOR; PLATFORM;
D O I
10.1145/3544548.3581574
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Despite decades long establishment of effective tutoring principles, no adaptive tutoring system has been developed and open-sourced to the research community. The absence of such a system inhibits researchers from replicating adaptive learning studies and extending and experimenting with various tutoring system design directions. For this reason, adaptive learning research is primarily conducted on a small number of proprietary platforms. In this work, we aim to democratize adaptive learning research with the introduction of the first open-source adaptive tutoring system based on Intelligent Tutoring System principles. The system, we call Open Adaptive Tutor (OATutor), has been iteratively developed over three years with field trials in classrooms drawing feedback from students, teachers, and researchers. The MIT-licensed source code includes three creative commons (CC BY) textbooks worth of algebra problems, with tutoring supports authored by the OATutor project. Knowledge Tracing, an A/B testing framework, and LTI support are included.
引用
收藏
页数:17
相关论文
共 50 条
  • [1] Introducing an Open-source Adaptive Tutoring System to Accelerate Learning Sciences Experimentation
    Anastasopoulos, Ioannis
    Sheel, Shreya
    Pardos, Zachary
    Bhandari, Shreya
    PROCEEDINGS OF THE TENTH ACM CONFERENCE ON LEARNING @ SCALE, L@S 2023, 2023, : 251 - 253
  • [2] Conducting Rapid Experimentation with an Open-Source Adaptive Tutoring System
    Pardos, Zachary A.
    Anastasopoulos, Ioannis
    Sheel, Shreya K.
    ARTIFICIAL INTELLIGENCE IN EDUCATION. POSTERS AND LATE BREAKING RESULTS, WORKSHOPS AND TUTORIALS, INDUSTRY AND INNOVATION TRACKS, PRACTITIONERS, DOCTORAL CONSORTIUM AND BLUE SKY, AIED 2023, 2023, 1831 : 38 - 43
  • [3] A Knowledge-Driven Web Tutoring System Framework for Adaptive and Assessment-Driven Open-Source Learning
    Sette, Maria
    Tao, Lixin
    Jiang, Ning
    2017 IEEE 41ST ANNUAL COMPUTER SOFTWARE AND APPLICATIONS CONFERENCE (COMPSAC), VOL 2, 2017, : 712 - 717
  • [4] SYSID: An open-source library for system identification
    Yerramilli, Suraj
    Moudgalya, Kannan M.
    Tangirala, Arun K.
    2017 INDIAN CONTROL CONFERENCE (ICC), 2017, : 53 - 58
  • [5] MMBase: An open-source content management system
    Becking, J
    Course, S
    van Enk, G
    Hangyi, HT
    Lahaye, JJM
    Ockeloen, D
    Peters, R
    Rosbergen, H
    de Joode, RV
    IBM SYSTEMS JOURNAL, 2005, 44 (02) : 381 - 397
  • [6] Experiences of Migrating to an Open-Source Integrated Library System
    Singh, Vandana
    INFORMATION TECHNOLOGY AND LIBRARIES, 2013, 32 (01) : 36 - 53
  • [7] Lessons Learned: Implementing an Open-Source Library System
    Grothkopf, Uta
    Erdmann, Christopher
    LIBRARY AND INFORMATION SERVICES IN ASTRONOMY VI: 21ST CENTURY ASTRONOMY LIBRARIANSHIP, FROM NEW IDEAS TO ACTION, 2010, 433 : 310 - 316
  • [8] AN OPEN-SOURCE LEARNING PLATFORM APPLIED TO LEARN EARTH SCIENCES
    Pozo-Antonio, J. S.
    Fiorucci, M. P.
    Lopez, A. J.
    INTED2015: 9TH INTERNATIONAL TECHNOLOGY, EDUCATION AND DEVELOPMENT CONFERENCE, 2015, : 7136 - 7145
  • [9] FairCORELS, an Open-Source Library for Learning Fair Rule Lists
    Aivodji, Ulrich
    Ferry, Julien
    Gambs, Sebastien
    Huguet, Marie-Jose
    Siala, Mohamed
    PROCEEDINGS OF THE 30TH ACM INTERNATIONAL CONFERENCE ON INFORMATION & KNOWLEDGE MANAGEMENT, CIKM 2021, 2021, : 4665 - 4669
  • [10] Experiential Learning with an Open-Source Enterprise System
    Jewer, Jennifer
    Evermann, Joerg
    AMCIS 2014 PROCEEDINGS, 2014,