The Performative Scrolling Index (PSI) quantifies pre-choice burden in consent interfaces by measuring distance, time, focus loops, and hidden reveals in user scrolling behavior.
Proceedings of the 2023
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Multiverse analysis of three published CSS studies reveals substantial variation in findings across methodological decision combinations and identifies cases of computational failure not reported in originals.
A systematic review of user experiments finds that dark patterns reliably alter behavior with large variance in effect sizes, most interventions fail to mitigate them, and effects are similar across tested demographic groups.
citing papers explorer
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The Privacy Placebo: Diagnosing Consent Burden through Performative Scrolling
The Performative Scrolling Index (PSI) quantifies pre-choice burden in consent interfaces by measuring distance, time, focus loops, and hidden reveals in user scrolling behavior.
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Making Uncertainty Visible: Multiverse Analysis for Robust Computational Social Science
Multiverse analysis of three published CSS studies reveals substantial variation in findings across methodological decision combinations and identifies cases of computational failure not reported in originals.
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A Systematic Review of User Experiments Measuring the Effects of Dark Patterns
A systematic review of user experiments finds that dark patterns reliably alter behavior with large variance in effect sizes, most interventions fail to mitigate them, and effects are similar across tested demographic groups.