Teaching Usable Privacy in HCI Education: Designing, Implementing, and Evaluating an Active Learning Graduate

2026-04-20

AI Summary

This study addresses the fragmented, theory-heavy, and practice-detached nature of privacy instruction in HCI education, which often fails to equip students to tackle real-world usable privacy challenges. The authors designed and implemented a 15-week graduate course that integrates contemporary privacy frameworks with active learning strategies. Through use-case analyses, role-playing exercises, case discussions, guest lectures, and a multi-stage research project, students engaged with usable privacy from diverse stakeholder perspectives. A mixed-methods evaluation—combining quantitative teaching assessments, qualitative analysis of student reflections, and instructor observations—across two course iterations revealed significantly increased student engagement, clearer articulation of design trade-offs in privacy, and stronger connections between theory and practice. All course materials have been open-sourced, offering a reusable model for HCI privacy education.

Technology Category

• Machine Learning: Privacy
• Computer Vision: Bias, Fairness & Privacy
• Humans and AI: User Experience and Usability

Application Category

• Security and Privacy: Privacy-enhancing technologies
• User Modeling, Personalization and Recommendation: User privacy protection in personalized systems
• Responsible Web: Data and user privacy-enhancing technologies for the Web

Abstract

As digital systems increasingly rely on pervasive data collection and inference, educating future designers and researchers about Usable Privacy has become a critical need for HCI. However, privacy education in higher education is often fragmented, theory-heavy, or detached from real-world applications. Thus, in this paper, we present the design, implementation, and evaluation of a 15-week graduate-level course on Usable Privacy that addresses this through active, practice-oriented pedagogy. The course integrates use cases, structured role playing, case-based discussions, guest lectures, and a multi-phase research project to support students in reasoning about privacy from multiple stakeholder perspectives. Grounded in contemporary privacy research and the Modern Privacy framework, the curriculum emphasizes both conceptual understanding and applied research skills. We report findings from two course offerings in consecutive years (2024-2025) using a mixed-methods evaluation that combines quantitative teaching evaluations with qualitative analysis of student reflections and instructor observations. Results indicate increased student engagement, improved ability to articulate trade-offs in privacy design, and stronger connections between theory and practice. To support adoption and replication, we also release detailed assignment descriptions and grading rubrics. This work contributes an empirically informed model for teaching Usable Privacy in HCI education and offers actionable guidance for educators seeking to integrate privacy into their curricula.

Problem

• Usable Privacy
• HCI Education
• Privacy Education
• Active Learning
• Curriculum Design

Innovation

• Usable Privacy
• active learning
• HCI education
• privacy pedagogy
• Modern Privacy framework