Deceptive Patterns
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Cognitive Traits Related to Choice Behavior in User Interfaces with Visually Interfering Dark Patterns

Author
Hirotsune Sato, Toraki Takabayashi, Satoru Kikuchi, Naoya Tabata
Date
1 Sept 2026
Publisher
The Japanese Journal of Personality
Focus
HCI & Psychology
Category
Academic Scholar

A web-based survey of 94 university students used a fictitious video-streaming registration screen that emphasised paid plans and made the free option less noticeable; only CFQ scores predicted which plan was picked, with higher scorers choosing free.

This study examined the association between cognitive traits and choice behavior on a user interface using visually interfering dark patterns. A web-based survey of 94 university students was analyzed. A fictitious video-streaming registration screen emphasized paid plans and made the free plan less noticeable. Logistic regression analysis showed that only CFQ scores were significantly associated with plan choice, with higher scores predicting selection of the free plan. Choice behavior under such dark patterns may thus reflect searching-and-checking strategies in attention-demanding situations.