Jaeyoon Choi

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Jaeyoon Choi

PhD Student

UC Irvine, School of Education

Hi there! 😎✨ I am a PhD student in Education at the University of California, Irvine, advised by Dr. Nia Nixon and Dr. Mark Warschauer.

My research is at the intersection of Educational Data Science, Human-AI Teaming, and Collaboration Analytics:

  • Educational Data Science: How can Machine Learning and NLP help us measure and improve learning?
  • Human-AI Teaming: When AI becomes a teammate to solve complex problems together, how do group dynamics shift?
  • Collaboration Analytics & Inclusion Analytics: How can we measure complex sociocognitive dynamics — such as sense of belonging and inclusion — in collaborative learning using NLP?

Education

  • PhD in Education — University of California, Irvine (in progress)
  • MS in Learning Sciences — University of Wisconsin-Madison
  • BA in Education & BA in Statistics — Korea University

Selected publications

  1. Arxiv
    Measuring Inclusion in Interaction: Inclusion Analytics for Human-AI Collaborative Learning
    Jaeyoon Choi, and Nia Nixon
    arXiv preprint arXiv:2602.09269, 2026
  2. LAK 2026
    Read the Room or Lead the Room: Understanding Socio-Cognitive Dynamics in Human-AI Teaming
    Jaeyoon Choi, Mohammad Amin Samadi, Spencer JaQuay, and 2 more authors
    Accepted at International Learning Analytics and Knowledge Conference (LAK), 2026
  3. AIED 2025
    Agentic Men, Communal Women?: Exploring Gender Bias in LLM-Based Leadership Identification for Collaboration Analytics
    Jaeyoon Choi, and Nia Nixon
    In International Conference on Artificial Intelligence in Education, 2025
  4. LAK 2025
    Bias or Insufficient Sample Size? Improving Reliable Estimation of Algorithmic Bias for Minority Groups
    Jaeyoon Choi, Shamya Karumbaiah, and Jeffrey Matayoshi
    In Proceedings of the 15th International Learning Analytics and Knowledge Conference, 2025