Deceptive Patterns
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Designing Against the User: Dark Patterns as the Inversion of Human-Centered Design

Author
Ziqian Zhou
Date
1 Sept 2026
Publisher
The Oxford Journal of Student Scholarship
Focus
Ethics & Responsibility
Category
Academic Scholar

Traces manipulative interface design from a practitioner pattern library to scholarly measurement, uses Amazon Prime’s sign-up and cancellation flows and its $2.5 billion Federal Trade Commission settlement as a case study, and argues only designers’ ethical choices decide whose interests are served.

This paper describes how “dark patterns”-uses of user interface design crafted to trap users into making unintended and unwise decisions-are leading consumers astray.HCD begins with people and their needs and goals; dark patterns begin with the corporation and design for profit at the user’s expense.The paper traces these manipulative designs and their implications for the design professions, from the origins as a pattern library for practitioners to the systematic study of scholarly works.The prevalence of dark patterns among major shopping sites was measured at more than one in ten in a measurement study.Powerful experimental research demonstrates that even minor manipulations more than double uptake for an unwanted service; this increased uptake was borne disproportionately by the least educated shoppers.An extended case study analyzes the enrollment and cancellation flows of Amazon Prime and how these practices led to 2025’s $2.5 billion settlement with the U.S. Federal Trade Commission.The paper reviews regulatory actions, including Article 25 of the European Union’s Digital Services Act and California’s new rule that -consent obtained through dark patterns is no longer considered valid consent.The paper offers hypotheses as to why manipulative design persists in spite of growing regulatory action.The paper argues that dark patterns are the inverse of human-centered design, which share research methods that make them usable and effective, and only the ethical choices of designers decide whose interests are served.