Identifying Usability Challenges in AI-Based Essay Grading Tools

被引:1
|
作者
Hall, Erin [1 ]
Seyam, Mohammed [1 ]
Dunlap, Daniel [1 ]
机构
[1] Virginia Polytech Inst & State Univ, Blacksburg, VA 24061 USA
关键词
Usability; Algorithmic Transparency; Explainability; Artificial Intelligence; Writing; Feedback;
D O I
10.1007/978-3-031-36336-8_104
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Automated Essay Scoring (AES) efforts have recently made it possible for platforms to provide real-time feedback and grades for student essays. With the growing importance of addressing usability issues that arise from integrating artificial intelligence (AI) into educational-based platforms, there have been significant efforts to improve the visual elements of User Interfaces (UI) for these types of platforms. However, little research has been done on how AI explainability and algorithm transparency affect the usability of AES platforms. To address this gap, a qualitative study was conducted using an AI-driven essay writing and grading platform. The study involved participants of students and instructors, and utilized surveys, semi-structured interviews, and a focus group to collect data on users' experiences and perspectives. Results show that user understanding of the system, quality of feedback, error handling, and creating trust are the main usability concerns related to explainability and transparency. Understanding these challenges can help guide the development of effective grading tools that prioritize explainability and transparency, ultimately improving their usability.
引用
收藏
页码:675 / 680
页数:6
相关论文
共 50 条
  • [1] An AI-based Approach for Grading Students' Collaboration
    Tomic, Bojan B.
    Kijevcanin, Anisja D.
    Sevarac, Zoran, V
    Jovanovic, Jelena M.
    IEEE TRANSACTIONS ON LEARNING TECHNOLOGIES, 2023, 16 (03): : 292 - 305
  • [2] Workshop: Designing with AI-based tools
    Okopnyi, Pavel
    Guribye, Frode
    Bachinski, Miroslav
    Fjeld, Morten
    Buschek, Daniel
    Zindulka, Tim
    Lehmann, Florian
    Palma, Paulina Becerril
    ADJUNCT PROCEEDINGS OF THE 13TH NORDIC CONFERENCE ON HUMAN-COMPUTER INTERACTION, NORDICHI 2024, 2024,
  • [3] Investigating the Usability of XAI in AI-based Image Classification
    Stodt, Jan
    Reich, Christoph
    Clarke, Nathan
    IFAC PAPERSONLINE, 2024, 58 (24): : 362 - 367
  • [4] AI-based inspection of the axes of machine tools
    Mustafa Demetgul
    Wei Wang
    Jürgen Fleischer
    Ibrahim Nur Tansel
    The International Journal of Advanced Manufacturing Technology, 2024, 130 : 2329 - 2342
  • [5] AI-based inspection of the axes of machine tools
    Demetgul, Mustafa
    Wang, Wei
    Fleischer, Juergen
    Tansel, Ibrahim Nur
    INTERNATIONAL JOURNAL OF ADVANCED MANUFACTURING TECHNOLOGY, 2024, 130 (5-6): : 2023 - 2064
  • [6] AI-based Blockchain for the Metaverse: Approaches and Challenges
    Bouachir, Ouns
    Aloqaily, Moayad
    Karray, Fakhri
    Elsaddik, Abdulmotaleb
    2022 FOURTH INTERNATIONAL CONFERENCE ON BLOCKCHAIN COMPUTING AND APPLICATIONS (BCCA), 2022, : 231 - 236
  • [7] Sustainability analysis of AI-based tools in higher education
    Krogstie, John
    Krogstie, Birgit
    van der Velden, Maja
    Gasparini, Andrea Alessandro
    Chasanidou, Dimitra
    ADJUNCT PROCEEDINGS OF THE 13TH NORDIC CONFERENCE ON HUMAN-COMPUTER INTERACTION, NORDICHI 2024, 2024,
  • [8] Development of AI-Based Tools for Power Generation Prediction
    Aravena-Cifuentes, Ana Paula
    Nunez-Gonzalez, Jose David
    Elola, Andoni
    Ivanova, Malinka
    COMPUTATION, 2023, 11 (11)
  • [9] The Chatbot Usability Scale: the Design and Pilot of a Usability Scale for Interaction with AI-Based Conversational Agents
    Borsci S.
    Malizia A.
    Schmettow M.
    van der Velde F.
    Tariverdiyeva G.
    Balaji D.
    Chamberlain A.
    Personal and Ubiquitous Computing, 2022, 26 (1) : 95 - 119
  • [10] The Chatbot Usability Scale: the Design and Pilot of a Usability Scale for Interaction with AI-Based Conversational Agents
    Borsci, Simone
    Malizia, Alessio
    Schmettow, Martin
    van der Velde, Frank
    Tariverdiyeva, Gunay
    Balaji, Divyaa
    Chamberlain, Alan
    Personal and Ubiquitous Computing, 2022, 26 (01) : 95 - 119