Transparency and Accountability

Demanding clear reasoning behind automated outcomes.

NGOs, journalists, and community groups in oversight.

Responsibility for misuse, breaches, and harmful impacts.

What openness means in design, data, and decision-making.

Structures to review and assess technology practices.

Global frameworks, stronger enforcement, and citizen-driven tech scrutiny.

Regulation, audits, and checks on public-sector use of tech.

How to measure whether organizations are acting ethically.

Benefits and risks of making datasets available to citizens.

Protecting insiders who expose unethical practices.