Governance, Ethics & Risks

De-identification and pseudonymization reduce personal data exposure risks, enabling safe data sharing and analysis while protecting privacy in sectors like health, education, and humanitarian aid.

Differential privacy enables sharing data insights while protecting individual identities, balancing data utility and privacy in sectors like health, education, and humanitarian aid.

Digital ID and authentication policies define how identities are verified and managed in digital systems, crucial for access to services, inclusion, and protecting vulnerable communities from exclusion and misuse.

AI users have ethical duties to apply technology responsibly, question outputs, and protect vulnerable populations, ensuring AI advances equity and well-being across sectors like health, education, and humanitarian aid.

Explainability and interpretability in AI ensure transparency and trust, especially in sensitive sectors like healthcare and education, supporting accountability and informed decision-making for mission-driven organizations.

Fairness metrics and audits evaluate AI systems to ensure equitable outcomes, detect bias, and promote accountability across sectors like health, education, and humanitarian aid.

Federated learning enables collaborative AI model training across multiple organizations without sharing raw data, preserving privacy and enhancing social impact in health, education, and humanitarian sectors.

Grievance and redress mechanisms enable individuals and communities to raise concerns and seek remedies for harms caused by AI, promoting accountability, fairness, and trust in mission-driven sectors.

Homomorphic encryption enables secure computations on encrypted data, preserving privacy for sensitive information in healthcare, finance, and social innovation while supporting ethical AI and data analysis.

Human oversight and decision rights ensure AI supports rather than replaces human judgment in critical decisions, maintaining accountability, trust, and dignity in mission-driven social innovation and development.