Princeton WebTAP

We monitor websites and services to discover companies’ data collection, data use, and deceptive practices.

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Dark Patterns at Scale: Findings from a Crawl of 11K Shopping Websites

We conducted a large-scale study, analyzing ~53K product pages from ~11K shopping websites to characterize and quantify the prevalence of dark patterns.

Design ethicsDesign patterns


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