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AI and Awareness Ethics and Trust in AI Public Authority SSH Researcher
Bibliography of KT4D Social Risk Toolkit Module B: AI, trust and awareness

Module B focuses on the risks AI poses for social fairness and trust: how the use of AI-based tools can generate inequality or dishonesty, particularly when human productions differ in nature (e.g. creative vs.

Effect of Technology: Agency, Individuals, Legitimacy, Society
Democratic values: Equality, Fairness, Trust
Format: External link, PDFs
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Freedom and Manipulation Inclusive Digital Democracy Personal Data and User Profiling Public Authority
Framework for Democratic AI Governance: Roadmap and recommendations for European policymakers

This policy brief focuses on short-term action (2026-2028) around AI governance and provides practical guidelines for experts and policymakers. It introduces a framework that embeds democratic pillars — participation, freedom, equality, transparency, knowledge, and the rule of law — directly into the entire AI lifecycle.

Effect of Technology: Bias, Democracy, Disinformation & Misinformation, Epistemic effect, Inclusion/Exclusion, Law, Legitimacy, Opacity, Polarisation, Surveillance
Democratic values: Equality, Fairness, Participation, Rule of Law, Transparency, Trust
Format: External link
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Personal Data and User Profiling Civil Society & Democracy Practitioner Industry Public Authority SSH Researcher
How should tech be regulated?

Companies have significant influence over public discourse in online platforms, necessitating that the algorithms that shape these online platforms should be regulated and constrained to sufficiently consider the public interest (Susskind, 2018: 350).

Effect of Technology: Concentration of Power, Legitimacy
Democratic values: Accountability, Equality, Fairness, Trust
Format: External link
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AI and Culture Algorithmic Accountability Ethics and Trust in AI Computer Scientist
Interactive Digital Narrative

Gamified tool designed to address the social and cultural implications of AI development.

Effect of Technology: Bias, Culture, Disinformation & Misinformation, Epistemic effect, Inclusion/Exclusion, Polarisation, Society
Democratic values: Fairness, Pluralism, Trust
Format: External link
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Personal Data and User Profiling Computer Scientist Industry SSH Researcher
Legal and regulatory frameworks related to personal data and user profiling

The purpose of this document is to provide an overview of how AI, big data and frontier technologies impact rights from the data protection perspective.

Effect of Technology: Law, Privacy, Surveillance
Democratic values: Equality, Fairness, Rule of Law, Transparency, Trust
Format: External link
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Algorithmic Accountability Critical Digital Citizenship Freedom and Manipulation Personal Data and User Profiling Citizen Civil Society & Democracy Practitioner Industry Public Authority SSH Researcher
Recommendation Algorithms Explainer

The Recommendation Algorithms explainer aims to demonstrate how algorithms work on social media platforms. It allows the users to simulate their experience on a social media platform, where their choices shape a personalised feed.

Effect of Technology: Autonomy, Bias, Concentration of Power, Culture, Epistemic effect, Inclusion/Exclusion, Individuals, Legitimacy, Opacity, Polarisation, Society, Surveillance
Democratic values: Accountability, Fairness, Pluralism, Transparency, Trust
Format: External link
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Personal Data and User Profiling Civil Society & Democracy Practitioner Industry Public Authority SSH Researcher
Risks for the use of personal data and user profiling

2.1    Equality

Equality is by-and-large considered both a positive aspect of democracy, and a necessary feature for democracy.

Effect of Technology: Agency, Bias, Disinformation & Misinformation, Epistemic effect, Inclusion/Exclusion, Individuals, Opacity, Polarisation, Privacy, Society, Surveillance
Democratic values: Accountability, Deliberation, Equality, Fairness, Participation, Transparency, Trust
Format: External link
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AI and Awareness AI and Culture Ethics and Trust in AI Freedom and Manipulation Inclusive Digital Democracy Citizen Civil Society & Democracy Practitioner Public Authority SSH Researcher
Serious Game - Empower Your Digital Decisions

This section presents the KT4D serious game, an interactive tool to engage players with ethical dilemmas surrounding advanced knowledge technologies.

Effect of Technology: Agency, Bias, Concentration of Power, Culture, Democracy, Disinformation & Misinformation, Inclusion/Exclusion, Legitimacy, Polarisation
Democratic values: Accountability, Fairness, Participation, Pluralism, Trust
Format: External link
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