From Dark Patterns to Counter-autonomy Installations: Understanding Users' Loss of Autonomy on Live Streaming Platforms

Paper Title

From Dark Patterns to Counter-autonomy Installations: Understanding Users' Loss of Autonomy on Live Streaming Platforms

Publication Info

• Topic area: User autonomy and manipulative design practices in live streaming platforms.
• Keywords: Live streaming, autonomy, deceptive patterns, Douyin, monetization, parasocial relationships, algorithmic manipulation, gamification, social pressure, installation theory.

Background and Problem

• Problem / challenge: Live streaming platforms embed deceptive patterns that erode user autonomy, leading to compulsive spending, disrupted routines, and emotional distress. Prior research has largely overlooked these manipulative practices in live streaming contexts.
• Significance: Understanding and addressing autonomy loss on live streaming platforms is critical due to their widespread use and significant economic impact, with platforms like Douyin generating $91 billion in revenue in 2024.
• Motivation and related work: Previous studies have focused on user engagement and emotional bonds in live streaming but have not sufficiently explored manipulative design practices. Deceptive patterns, widely studied in HCI, have yet to be systematically analyzed in live streaming environments.

Solution

• Proposed approach: The paper introduces the concept of autonomy-diminishing installations, using installation theory to analyze how deceptive patterns systematically constrain user autonomy on Douyin.
• Novelty:
  1. Systematic categorization of 27 deceptive patterns on Douyin’s live streaming platform.
  2. Empirical evidence from 15 interviews showing significant autonomy loss for both viewers and streamers.
  3. Proposal of autonomy-supportive installations as layered interventions to counter manipulative platform designs.
• Procedure and key techniques:
  • Systematic analysis of Douyin’s interface to identify deceptive patterns using Gray et al.’s taxonomy.
  • Semi-structured interviews with 15 participants (6 viewers, 9 streamers) to understand their experiences and perceptions.
  • Grounded coding analysis of interview data to identify themes related to autonomy loss and expectations for design changes.

Results

• Concrete findings:
  • Viewers reported compulsive spending, disrupted routines, and emotional distress, often comparing their experiences to addiction or gambling.
  • Streamers described coerced labor routines, algorithmic manipulation, and emotional strain, with their content increasingly shaped by monetization pressures.
  • Both groups identified specific deceptive patterns, such as gamified spending triggers, social pressure mechanisms, and algorithm-driven routines, as central to their autonomy loss.
• Advantage over baselines: The study extends deceptive pattern research into live streaming, highlighting relational dynamics between viewers and streamers and proposing layered interventions rather than isolated fixes.
• Experiments / evaluation:
  • Analysis of 1,085 minutes of Douyin usage recordings to classify deceptive patterns.
  • 15 semi-structured interviews conducted with viewers and streamers, focusing on autonomy experiences, reflections on deceptive patterns, and visions for design changes.
• Limitations and future work:
  • Findings are specific to Douyin and may not generalize to other platforms; cross-platform comparisons are needed.
  • Retrospective self-reports may miss moment-to-moment interactions; behavioral log analysis or real-time diaries could provide deeper insights.
  • Other factors, such as individual financial habits or parasocial dynamics, may also contribute to autonomy loss and warrant further investigation.

Summary

This paper systematically analyzes how deceptive patterns on Douyin’s live streaming platform erode user autonomy for both viewers and streamers. By categorizing 27 manipulative design features and conducting 15 interviews, the study reveals how gamification, algorithmic manipulation, and social pressure drive compulsive spending and coerced labor routines. Participants proposed transparency, spending controls, alternative monetization, and greater freedom in streaming styles as autonomy-supportive changes. Using installation theory, the paper conceptualizes live streaming platforms as autonomy-diminishing installations and advocates for layered interventions to counter manipulative designs, offering a novel framework for HCI researchers and practitioners.