Research

Public research, evidence and tools for digital regulation.

DigiData’s research section brings together public reports, books, regulatory submissions and external research infrastructure. It begins with a major resource for the comparative study of deceptive design enforcement.

Featured research resource

Deceptive Design Enforcement Database

A searchable record of regulatory action and litigation concerning deceptive patterns in digital services.

The database supports comparative analysis of how consumer protection, data protection, competition and related legal regimes respond to manipulative interface and system design. It brings together enforcement materials across jurisdictions and organises them according to the deceptive practices identified in each action.

The enforcement materials draw on the Leiser, Santos and Doshi Database, providing a practical evidence base for researchers, regulators, practitioners and organisations assessing the legal treatment of deceptive design. The resource is hosted by deceptive.design and opens as an external site.

Selected public work

Reports and submissions built for scrutiny.

The complete Work library includes commissioned studies, public submissions, policy papers and earlier academic reports, each labelled according to the capacity in which it was completed.

Cover for Report for the European Commission on Article 5(1)(a) and (b) of the AI ActPublished
2026European Commission final study report

Report for the European Commission on Article 5(1)(a) and (b) of the AI Act

A comprehensive analysis of subliminal, purposefully manipulative, deceptive and vulnerability-exploitative AI practices, including constitutive elements, enforcement challenges, use cases and interaction with the wider EU digital acquis.

Cover for Analysis of Deceptive Design Techniques in Online Services Popular Among ChildrenPublished
2025Commissioned report for the Dutch Government

Analysis of Deceptive Design Techniques in Online Services Popular Among Children

A 155-page analysis of manipulative interfaces and system architecture, personalised influence, gamification, children’s vulnerabilities and the adequacy of the GDPR, DSA, UCPD and AI Act.

Cover for Making Access to Google Search Data Work Without Inventing a Privacy FictionPublished
2026European Commission consultation submission

Making Access to Google Search Data Work Without Inventing a Privacy Fiction

A submission on Article 6(11) DMA that preserves anonymisation as the legal condition for sharing personal search data, proposes tiered access modalities and introduces the AUIA.

Cover for The Innovation MandatePublished
2026Policy paper

The Innovation Mandate

A proposal for a binding duty of evidence and public reason-giving when digital regulators choose among materially different lawful routes affecting rights, legal certainty, investment and scale.

Cover for From Individual Rights to Industrial LitigationPublished
2026CIPL Digital Thought Lab report

From Individual Rights to Industrial Litigation

An analysis of collective redress, Article 82 GDPR, procedural fragmentation, forum selection, automation and the need to keep harm, procedure and remedy tightly coupled.

Cover for Consumer Interest and AI: Tools, Frameworks, Accountability and Tolerable RiskPublished
2026DRCF Phase 2 submission · Personal capacity

Consumer Interest and AI: Tools, Frameworks, Accountability and Tolerable Risk

A functional risk ladder and Consumer AI Accountability Framework covering purpose, control, evidence, outcomes, redress, agentic permissions, action receipts and cross-sector cooperation.

Books

Major research projects in book form.

Publisher pages provide the authoritative bibliographic and purchasing records.

Cover of Dark Patterns, Deceptive Design, and the Law
2025Author

Dark Patterns, Deceptive Design, and the Law

AI’s Hidden Influence on Our Digital Experience

A full-spectrum account of manipulation from visible interface tactics to personalised system architecture and AI-powered influence.

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Cover of Critical Reflections on the EU’s Data Protection Regime
2024Co-editor

Critical Reflections on the EU’s Data Protection Regime

A multi-author assessment of the GDPR’s institutions, doctrine and enforcement

A critical examination of the GDPR’s legal architecture, enforcement practice and wider political and institutional consequences.

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Cover of Artificial Intelligence, Neurodata, and Society
2026Author

Artificial Intelligence, Neurodata, and Society

Law at the Edge of Cognition

An examination of NeuroAI, predictive cognition, mental privacy and the legal limits surrounding brain-derived and inferred data.

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Need research designed around a regulatory decision?

DigiData develops independent studies, expert evidence, policy papers, regulatory submissions and use-case analysis for institutions and organisations facing difficult digital-regulation questions.