A recent conference session on Responsible AI called for the creation of an ethical data use framework to guide international development practitioners as they adopted artificial intelligence solutions.
I am not sure we need more digital technology principles.
53 Responsible AI and Ethical Data Use Guides
A quick search found 53 published documents with guidance on the ethical and responsible use of AI, data, or digital technology in humanitarian contexts. Many of these initiatives are relatively recent, reflecting the growing awareness of data privacy and AI transparency.
- AI for Good Foundation’s Ethics of AI in Humanitarian Action
- CARE International Digital Safeguarding Policy
- Cash Learning Partnership (CaLP) Data Responsibility Toolkit
- Donor Principles for Human Rights in the Digital Age
- DSEG Framework for the Ethical Use of Advanced Data Science
- Engine Room’s Responsible Data Handbook
- GAHI Principles for Ethical Humanitarian Innovation
- GiveDirectly’s Responsible AI/ML Framework
- Global Index on Responsible AI
- GSMA Guidelines on Privacy in the Use of Mobile Phone Data
- Harvard Humanitarian Initiative’s Signal Code
- HOT Data Ethics Policy
- Humanitarian Data Exchange (HDX) Data Responsibility Guidelines
- Humanitarian DSEG Peer Review Framework
- IASC Operational Guidance on Data Responsibility in Humanitarian Action
- ICRC Handbook on Data Protection in Humanitarian Action
- ICRC Rules on Personal Data Protection
- IEEE Ethically Aligned Design
- IFRC Data Playbook
- IFRC Data Protection Policy
- IOM Data Protection Manual
- ISO/IEC 42001 standard on AI management
- Making AI Work for International Development
- Managing Machine Learning Projects in International Development
- Mercy Corps Responsible Data Toolkit
- New Humanitarian’s call for AI guardrails in humanitarian settings
- NetHope Data Protection Starter Kit
- OECD AI Principles
- OCHA Information Management Toolbox
- OCHA’s Data Responsibility Guidelines
- Oxfam Responsible Data Management Training Pack
- Oxfam Responsible Program Data Policy
- Principles for Digital Development
- Responsible Data for Children Principles
- Save the Children’s Data Protection Policy
- Signal Code: Ethical Obligations for Humanitarian Information Activities
- Sphere Handbook
- UN Global Pulse Privacy and Data Protection Principles
- UN Global Pulse Risks, Harms and Benefits Assessment Tool
- UN OCHA Centre for Humanitarian Data’s Data Responsibility Guidelines
- UNDP Digital Strategy
- UNDP Policy on Personal Data Protection and Privacy
- UNHCR Data Transformation Strategy
- UNHCR Policy on the Protection of Personal Data of Persons of Concern
- UNICEF Policy on Personal Data Protection
- UNOCHA’s Information Management Guidance – Sudden Onset Emergencies
- USAID AI in Global Development Playbook
- USAID Artificial Intelligence Action Plan
- USAID Considerations for Using Data Responsibly
- USAID Digital Strategy
- WFP Guide to Personal Data Protection and Privacy
- World Food Programme Guide to Personal Data Protection and Privacy
- World Vision’s Information Security and Data Protection Policy
- ???
I am certain that there are more than 53 guidelines on the ethical and responsible use of AI, data, or digital technology in international development programming. Many more.
Please tell us the documents we are missing in the comments and we’ll update this list. Help us reach 75 total guides!
Why Publish Ethical AI or Data Use Guides?
International development organizations like USAID publish guidance on the ethical and responsible use of AI, data, and digital technologies in humanitarian contexts to ensure that their interventions do no harm, respect local sovereignty, and enhance accountability, including:
- Mitigating Harm and Ensuring Safety: Humanitarian work often involves vulnerable populations who may be less equipped to protect themselves from potential abuses or unintended consequences of digital technology use. AI and data-driven tools, for example, can introduce risks such as data misuse, privacy breaches, and biased decision-making. Documents like USAID’s Digital Strategy framework and the OECD AI Principles emphasize ethical guardrails to protect these communities from harm and discrimination.
- Promoting Transparency and Trust: Trust is foundational in humanitarian contexts where agencies must demonstrate their commitment to the well-being of affected populations. Clear guidance on digital technology use promotes transparency in how data and AI are deployed, fostering trust among communities, local governments, and donors. For instance, the UN’s High-Level Panel on Digital Cooperation underlines the importance of ethical transparency to maintain public confidence in digital solutions.
- Respecting Local Agency and Autonomy: Ethical guidelines in these documents often emphasize respecting local sovereignty and decision-making capacity. They advocate for a “do no digital harm” approach, which includes prioritizing consent, respecting local data governance norms, and ensuring that communities can retain control over their data. USAID’s work in digital democracy initiatives, for instance, aims to prioritize the voices and rights of local communities.
- Ensuring Fairness and Inclusivity: AI and data can exacerbate inequalities if not carefully managed. Guidelines on responsible technology use in humanitarian contexts highlight the need to design tools that are inclusive and accessible, especially to marginalized groups. These documents often stress the importance of inclusive data practices, ensuring AI and digital tools account for diverse socio-economic contexts, as noted in the Responsible Data for Children (RD4C) principles.
- Alignment with International Standards: Guidance documents also help align practices with international standards like the OECD’s AI Principles and the EU’s General Data Protection Regulation (GDPR), which have become benchmarks for ethical and responsible technology use worldwide. Such alignment ensures that international development organizations maintain consistency with global best practices and legal frameworks.
International development organizations must harness digital technologies to improve service delivery while respecting the dignity, safety, and autonomy of the communities they serve.