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From Awareness to Action: Exploring End-User Empowerment Interventions for Dark Patterns in UX

Yuwen Lu, Chao Zhang, Yuewen Yang, Yaxing Yao, Toby Jia-Jun Li

TL;DR

The paper tackles the problem of UX dark patterns by proposing an end-user empowerment approach that combines awareness with actionable interventions via web augmentation. It uses a two-phase study—a set of five co-design workshops (N=12) to elicit user needs and preferences, followed by a two-week technology probe (Dark Pita) (N=15) to contextualize in real use and gather in-situ feedback. Key findings show that users want transparent information about dark patterns, perceive them as dynamic and personal, and can enact changes through UI tweaks, adjusted flows, and reflective outcomes. The work contributes a Design-Behavior-Outcome framework, experimental evidence for a PMT-inspired intervention, and a scaling agenda (crowd-sourcing, citizen science, ML) to broaden end-user empowerment in policy-relevant, design-ethics contexts.

Abstract

The study of UX dark patterns, i.e., UI designs that seek to manipulate user behaviors, often for the benefit of online services, has drawn significant attention in the CHI and CSCW communities in recent years. To complement previous studies in addressing dark patterns from (1) the designer's perspective on education and advocacy for ethical designs; and (2) the policymaker's perspective on new regulations, we propose an end-user-empowerment intervention approach that helps users (1) raise the awareness of dark patterns and understand their underlying design intents; (2) take actions to counter the effects of dark patterns using a web augmentation approach. Through a two-phase co-design study, including 5 co-design workshops (N=12) and a 2-week technology probe study (N=15), we reported findings on the understanding of users' needs, preferences, and challenges in handling dark patterns and investigated the feedback and reactions to users' awareness of and action on dark patterns being empowered in a realistic in-situ setting.

From Awareness to Action: Exploring End-User Empowerment Interventions for Dark Patterns in UX

TL;DR

The paper tackles the problem of UX dark patterns by proposing an end-user empowerment approach that combines awareness with actionable interventions via web augmentation. It uses a two-phase study—a set of five co-design workshops (N=12) to elicit user needs and preferences, followed by a two-week technology probe (Dark Pita) (N=15) to contextualize in real use and gather in-situ feedback. Key findings show that users want transparent information about dark patterns, perceive them as dynamic and personal, and can enact changes through UI tweaks, adjusted flows, and reflective outcomes. The work contributes a Design-Behavior-Outcome framework, experimental evidence for a PMT-inspired intervention, and a scaling agenda (crowd-sourcing, citizen science, ML) to broaden end-user empowerment in policy-relevant, design-ethics contexts.

Abstract

The study of UX dark patterns, i.e., UI designs that seek to manipulate user behaviors, often for the benefit of online services, has drawn significant attention in the CHI and CSCW communities in recent years. To complement previous studies in addressing dark patterns from (1) the designer's perspective on education and advocacy for ethical designs; and (2) the policymaker's perspective on new regulations, we propose an end-user-empowerment intervention approach that helps users (1) raise the awareness of dark patterns and understand their underlying design intents; (2) take actions to counter the effects of dark patterns using a web augmentation approach. Through a two-phase co-design study, including 5 co-design workshops (N=12) and a 2-week technology probe study (N=15), we reported findings on the understanding of users' needs, preferences, and challenges in handling dark patterns and investigated the feedback and reactions to users' awareness of and action on dark patterns being empowered in a realistic in-situ setting.
Paper Structure (70 sections, 7 figures, 4 tables)

This paper contains 70 sections, 7 figures, 4 tables.

Table of Contents

  1. Introduction
  2. Background and Related Work
  3. Studies of Dark Patterns
  4. Efforts in Addressing Dark Patterns
  5. User Perception of Dark Patterns
  6. Web Augmentation
  7. Co-Design Workshops
  8. Participants
  9. Workshop Activities
  10. Focus Group Discussion
  11. Storyboard Fill-in
  12. Tangible Website Redesign
  13. Workshop Findings
  14. WF1: Users would like to learn more about the impact of dark patterns
  15. WF2: Users' perceptions of dark patterns are personal and dynamically changing, which are formed based on user preferences, types of dark pattern instances, and usage contexts.
  16. ...and 55 more sections

Figures (7)

  • Figure 1: Two examples of storyboards used in our co-design workshops.
  • Figure 2: The connections between Dark Pita's design features and Protection Motivation Theory rogers_protection_1975.
  • Figure 3: An example scenario of how users might interact with Dark Pita on Amazon
  • Figure 4: Dark Pita's awareness and action panels.
  • Figure 5: The Design-Behavior-Outcome framework illustrated with examples of UI enhancements.
  • ...and 2 more figures