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Disrupting Cognitive Passivity: Rethinking AI-Assisted Data Literacy through Cognitive Alignment

arXiv 2604.02783 ↗First posted 3 Apr 2026cs.HC cs.AIcited by 0

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Abstract (arXiv)

AI chatbots are increasingly stepping into roles as collaborators or teachers in analyzing, visualizing, and reasoning through data and domain problem. Yet, AI's default assistant mode with its comprehensive and one-off responses may undermine opportunities for practitioners to develop literacy through their own thinking, inducing cognitive passivity. Drawing on evidence from empirical studies and theories, we argue that disrupting cognitive passivity necessitates a nuanced approach: rather than simply making AI promote deliberative thinking, there is a need for more dynamic and adaptive strategy through cognitive alignment -- a framework that characterizes effective human-AI interaction as a function of alignment between users' cognitive demand and AI's interaction mode. In the framework, we provide the mapping between AI's interaction mode (transmissive or deliberative) and users' cognitive demand (receptive or deliberative), otherwise leading to either cognitive passivity or friction. We further discuss implications and offer open questions for future research on data literacy.

Key facts. No citing papers in the map yet (data through 7 Oct 2026). Builds on 6 of its 28 references that are in the map. First posted on arXiv 3 Apr 2026.

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References · 6

  1. 2024CodeAid: Evaluating a Classroom Deployment of an LLM-based Programming Assistant that Balances Student and Educator Needscited by 81
  2. 2024Beware of Metacognitive Laziness: Effects of Generative Artificial Intelligence on Learning Motivation, Processes, and Performancecited by 58
  3. 2024Human Creativity in the Age of LLMs: Randomized Experiments on Divergent and Convergent Thinkingcited by 43
  4. 2023How Good is ChatGPT in Giving Advice on Your Visualization Design?cited by 20
  5. 2024"If the Machine Is As Good As Me, Then What Use Am I?" -- How the Use of ChatGPT Changes Young Professionals' Perception of Productivity and Accomplishmentcited by 19
  6. 2025Understanding Why ChatGPT Outperforms Humans in Visualization Design Advicecited by 5

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