Understanding the Design Space of AI-Mediated Social Interaction in Online Learning: Challenges and Opportunities

被引:10
|
作者
Wang Q. [1 ]
Camacho I. [1 ]
Jing S. [1 ]
Goel A.K. [1 ]
机构
[1] Georgia Institute of Technology, Atlanta, GA
关键词
AI-mediated communication; AI-mediated social interaction; computer mediated communication; online learning; online social interaction; social translucence; social-technical gap;
D O I
10.1145/3512977
中图分类号
学科分类号
摘要
Our online interactions are constantly mediated through Artificial Intelligence (AI), especially our social interactions. AI-mediated social interaction is the AI-facilitated process of building and maintaining social connections between individuals through information inferred from people's online posts. With its impending application across a number of contexts, the challenges and opportunities of AI-mediated social interaction remain underexplored. This paper seeks to understand the design space of AI-mediated social interaction in the context of online learning, where students frequently face social isolation. We deployed an AI agent named SAMI in three class discussion forums to help online learners build social connections. Using SAMI as a probe, we conducted semi-structured interviews with 26 students to understand their difficulties in remote social interactions and their experiences with SAMI. Through the lenses of social translucence and social-technical gap, we illustrate online learners' difficulties in remote social interactions and how SAMI resolved some of the difficulties. We also identify potential ethical and social challenges of SAMI such as user agency and privacy. Based on our findings, we outline the design space of AI-mediated social interaction. We discuss the design tension between AI performance and ethical design and pinpoint two design opportunities for AI-mediated social interaction in designing towards human-AI collaborative social matching and artificial serendipity. © 2022 ACM.
引用
收藏
相关论文
共 50 条
  • [1] AI-Mediated Gaze-Based Intention Recognition for Smart Eyewear: Opportunities & Challenges
    Newn, Joshua
    Tag, Benjamin
    Singh, Ronal
    Velloso, Eduardo
    Vetere, Frank
    UBICOMP/ISWC'19 ADJUNCT: PROCEEDINGS OF THE 2019 ACM INTERNATIONAL JOINT CONFERENCE ON PERVASIVE AND UBIQUITOUS COMPUTING AND PROCEEDINGS OF THE 2019 ACM INTERNATIONAL SYMPOSIUM ON WEARABLE COMPUTERS, 2019, : 637 - 642
  • [2] AI-mediated interaction in virtual reality art
    Lugrin, JL
    Cavazza, M
    Palmer, M
    Crooks, S
    INTELLIGENT TECHNOLOGIES FOR INTERACTIVE ENTERTAINMENT, PROCEEDINGS, 2005, 3814 : 74 - 83
  • [3] AIMED: AI-Mediated Exploration of Design: An Experience Report
    Narain, Sanjai
    Chee, Dana
    Iyer, Pranav
    Mak, Emily
    Valdez, Ricardo
    Zhu, Manli
    Jha, Niraj K.
    Fisac, Jaime
    Hsu, Kai-Chieh
    Terway, Prerit
    Pochiraju, Kishore
    Englot, Brendan
    Pitz, Emil
    Rooney, Sean
    Huang, Yewei
    2023 CYBER-PHYSICAL SYSTEMS AND INTERNET-OF-THINGS WEEK, CPS-IOT WEEK WORKSHOPS, 2023, : 136 - 140
  • [4] The social assumption in service redefined by AI-mediated zero-social-touch services
    Lv, David Diwei
    Qiu, Weiming
    Cho, Erin
    SERVICE INDUSTRIES JOURNAL, 2024,
  • [5] Open and online learning: opportunities and challenges
    Whitelock, Denise
    OPEN LEARNING, 2023, 38 (04): : 297 - 300
  • [6] Foundations of online learning: Challenges and opportunities
    Greenhow, Christine
    Graham, Charles R.
    Koehler, Matthew J.
    EDUCATIONAL PSYCHOLOGIST, 2022, 57 (03) : 131 - 147
  • [7] Will AI Console Me when I Lose my Pet? Understanding Perceptions of AI-Mediated Email Writing
    Liu, Yihe
    Mittal, Anushk
    Yang, Diyi
    Bruckman, Amy
    PROCEEDINGS OF THE 2022 CHI CONFERENCE ON HUMAN FACTORS IN COMPUTING SYSTEMS (CHI' 22), 2022,
  • [8] EMBEDDING A PERSONALISED ONLINE LEARNING ENVIRONMENT IN A SOCIAL WORK CURRICULUM: OPPORTUNITIES AND CHALLENGES
    Hughes, Mark
    Thompson, Lester
    Gallagher, Hilary
    EDULEARN13: 5TH INTERNATIONAL CONFERENCE ON EDUCATION AND NEW LEARNING TECHNOLOGIES, 2013, : 5505 - 5514
  • [9] A Survey of Online Social Networks: Challenges and Opportunities
    Persia, Fabio
    D'Auria, Daniela
    2017 IEEE 18TH INTERNATIONAL CONFERENCE ON INFORMATION REUSE AND INTEGRATION (IEEE IRI 2017), 2017, : 614 - 620
  • [10] Examining generative AI-mediated informal digital learning of English practices with social cognitive theory: a mixed-methods study
    Guan, Lihang
    Zhang, Ellen Yue
    Gu, Michelle Mingyue
    RECALL, 2024,