Two preregistered crowdsourced visualization experiments found no significant effect of performance-based monetary incentives on task performance, despite participants spending more time on incentivized tasks.
Proceedings of the 2023
4 Pith papers cite this work, alongside 21 external citations. Polarity classification is still indexing.
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The paper proposes the Performative Scrolling Index (PSI), a reproducible metric decomposing consent-interface burden into distance, time, focus loops, and hidden reveals.
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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Should We Dangle a Carrot? The Effect of Performance-based Incentives in Visualization Experiments
Two preregistered crowdsourced visualization experiments found no significant effect of performance-based monetary incentives on task performance, despite participants spending more time on incentivized tasks.
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The Privacy Placebo: Diagnosing Consent Burden through Performative Scrolling
The paper proposes the Performative Scrolling Index (PSI), a reproducible metric decomposing consent-interface burden into distance, time, focus loops, and hidden reveals.
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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.