AI/Machine Learning-based system capable of predicting forced displacement in near real time
LOCATION: Ukraine
SECTOR: Humanitarian
TECH: AI
TIMELINE: August 2023 - Present
PIONEERS: Dan Caspersz, Liam Avnon, Noam Rosenbaum
PARTNERS: Save the Children, Brunel University
The Challenge
We know that more timely and more accurate data on forced displacement has the potential to transform the way humanitarian aid is provided. This pilot will explore the use of AI and Machine Learning-based models applied to live data sources and proxies for behaviour to predict displacement. With this information, the team is looking to explore how the data and insight produced could be used by the UK government and its partners to improve the targeting of humanitarian aid and deployment of staff.
The Idea
In partnership with the Frontier Tech Hub, FCDO are seeking to develop an AI and machine learning-based system to predict forced displacement with high levels of accuracy in near real-time. Beyond developing the system, FCDO would like to explore how predictions can be used by the UK government and its partners to improve the targeting of humanitarian aid and deployment of staff. The system is expected to be trained with historical displacement data and then combine this with digital signals data to predict where displacement is likely to take place. The goal is to develop a proof-of-concept model in Ukraine, that could then be scaled up and applied to other geographies.
Our learnings and stories so far
This pilot hasn’t started to publish yet, but there are plenty of other blogs to read below. Check back soon!
Click to read our latest open tender: 'Invitation to tender: Design of Fund for Frontier Tech Innovations in Agriculture'
Read more about our progress to date on providing assistive tech and digital mapping to help wheelchair users in Kenya.
We want to bring you the best stories from the frontlines of innovation around the world, so we’re excited to introduce Stories from the Frontier. Listen to the first 20 minute episode here.
The global demand for humanitarian aid is surging, with 308m+ people expected to need assistance by 2024. Traditional supply chains are struggling to keep up, and the pressure mounting to deliver aid faster, smarter, and more efficiently has never been greater.
This blog post by FCDO Pioneer Robert Phillips explores some of the results of user engagement surrounding the pilot 'Using LLMs as a tool for International Development professionals'.
Read the final installation of a three-part series about the journey and learnings from our pilot AI as a tool for International Development professionals. This article discusses the UI development for the tool and directions for further improvement and scaling.
Read the second installation of a three-part series about the journey and learnings from our pilot AI as a tool for International Development professionals. This part explores the building of effective retrieval systems and prompt engineering.
After a competitive ‘dragon's den’ process, we are pleased to announce the 16 successful applications and the diverse ideas they will make a reality, alongside local implementing partners and the Frontier Tech Hub team, over the coming 12-18 months.
Read the first installation of a three-part series about the journey and learnings from our pilot AI as a tool for International Development professionals. This blog focuses on the preparation of the data and the approach taken by the team.
As the Earth’s temperature rises, desertification – the permanent degradation of once-arable land – continues to be a significant, and growing, global risk. But what if we could harness the potential of nature restoration in these drylands to sequester carbon and improve the lives of millions in the Sahel. Introducing the Drylands pilot.
Read the study findings from our pilot EmpatIA: AI to enhance healthcare in remote areas of Peru.
Read about the impact of the AI conversation agent on the Project EmpatIA pilot and the learnings from incorporating generative AI into healthcare.
In this special edition you’ll find: A look at our 2022 Future of Elections cycle, four trends we’re seeing this year, and four new ideas from FCDO to use tech to protect democracy around the world.
The Frontier Technologies Hub works with UK Foreign, Commonwealth and Development Office (FCDO) staff and global partners to understand the potential for innovative tech in the development context, and then test and scale their ideas.
Read the report for our pilot 'EmpatIA - enhancing healthcare access to remote areas in Peru' here