Guidelines for Designing AI Technologies to Support Adult Learning

Jennifer Reddig, Glen Smith, Sanaz A. Siyahrood, Wesley G. Morris, Yoojin Bae, Kaitlyn Crutcher, John Kos, Rahul K. Dass, Jinho Kim, Momin Siddiqui, Daniel Weitekamp, Ploy Thajchayapong, Sandeep Kakar, Alex Endert, Scott Crossley, Min Kyu Kim, Chris Dede, Ashok K. Goel, Christopher J. MacLellan

Proceedings of the 2026 ACM Designing Interactive Systems Conference

2026

Abstract

AI-powered educational technologies have demonstrated measurable benefits for learners, but their design and evaluation have largely centered on K-12 contexts. As a result, many AI-supported learning systems remain poorly aligned with the needs, constraints, and goals of adult learners. To better understand how AI systems function in adult education, this paper examines the deployment of several AI learning technologies developed within a multidisciplinary, national research institute in the United States focused on adult learning and online education. Drawing on longitudinal deployment data, we conducted a reflexive thematic analysis to identify recurring challenges and design considerations across systems. These insights were synthesized into a set of 19 design guidelines intended to inform future AI-supported adult learning technologies. We demonstrate the utility of these guidelines through a heuristic evaluation of the deployed systems. Lastly, we present a guideline exploration tool that aids in the ideation of technologies by connecting the guidelines to stakeholder statements surfaced in the analysis process.

Topics:Human-AI InteractionAI and EducationDesign GuidelinesAdult LearningAndragogyEducational Technology

BibTeX

@inproceedings{reddig-dis-2026,
  title     = {Guidelines for Designing AI Technologies to Support Adult Learning},
  author    = {Reddig, Jennifer and Smith, Glen and Siyahrood, Sanaz A. and Morris, Wesley G. and Bae, Yoojin and Crutcher, Kaitlyn and Kos, John and Dass, Rahul K. and Kim, Jinho and Siddiqui, Momin and Weitekamp, Daniel and Thajchayapong, Ploy and Kakar, Sandeep and Endert, Alex and Crossley, Scott and Kim, Min Kyu and Dede, Chris and Goel, Ashok K. and MacLellan, Christopher J.},
  booktitle = {Proceedings of the 2026 ACM Designing Interactive Systems Conference},
  year      = {2026},
}

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