mlsanityData to 14 Oct 2026

De-skilling, Cognitive Offloading, and Misplaced Responsibilities: Potential Ironies of AI-Assisted Design

arXiv 2503.03924 ↗First posted 5 Mar 2025cs.HC cs.AIcited by 11

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Abstract (arXiv)

The rapid adoption of generative AI (GenAI) in design has sparked discussions about its benefits and unintended consequences. While AI is often framed as a tool for enhancing productivity by automating routine tasks, historical research on automation warns of paradoxical effects, such as de-skilling and misplaced responsibilities. To assess UX practitioners' perceptions of AI, we analyzed over 120 articles and discussions from UX-focused subreddits. Our findings indicate that while practitioners express optimism about AI reducing repetitive work and augmenting creativity, they also highlight concerns about over-reliance, cognitive offloading, and the erosion of critical design skills. Drawing from human-automation interaction literature, we discuss how these perspectives align with well-documented automation ironies and function allocation challenges. We argue that UX professionals should critically evaluate AI's role beyond immediate productivity gains and consider its long-term implications for creative autonomy and expertise. This study contributes empirical insights into practitioners' perspectives and links them to broader debates on automation in design.

Key facts. Cited by 11 papers in the map (data through 14 Oct 2026). Builds on 5 of its 33 references that are in the map. First posted on arXiv 5 Mar 2025.

Builds on

5 of 33 references.

References · 5

  1. 2023Designing Participatory AI: Creative Professionals' Worries and Expectations about Generative AIcited by 20
  2. 2024Ironies of Generative AI: Understanding and mitigating productivity loss in human-AI interactionscited by 20
  3. 2023User Experience Design Professionals' Perceptions of Generative Artificial Intelligencecited by 16
  4. 2025Beyond Automation: How UI/UX Designers Perceive AI as a Creative Partner in the Divergent Thinking Stagescited by 6
  5. 2025Generative AI & Changing Work: Systematic Review of Practitioner-led Work Transformations through the Lens of Job Craftingcited by 2

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Cited by year (2026 to 14 Oct)

Citing papers per year: 2025: 4; 2026: 7.

11 papers.