HAC3 DISCO-DHRIVE
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DISCO-DHRIVE-DIStributed COllaborative learning for Data-driven Humanitarian Response in Insecure and Volatile Environments
Optimizing Humanitarian Response by Using and Incorporating Secured Data with DISCO-DHRIVE.
Data collected in humanitarian responses is rarely shared in real-time and is often never shared at all for a range of valid reasons related to privacy, ethics and practicalities. Yet shared data could be extremely valuable to guide the optimization of humanitarian action, evaluate its impact, and improve transparency and accountability. DISCO-DHRIVE seeks to build and validate a privacy-preserving DIStributed COllaborative learning platform to meet the ICRC’s needs and enable continuous learning for data-driven humanitarian responses. The implementation strategy covers: Building a suite of AI models adapted to ICRC needs without sharing any data; adapting the DISCO platform to the specific challenges of humanitarian contexts; and creating a structured dialogue within the ICRC data protection unit to evaluate the technology’s use in routine practice.
Credits Main Image: ICRC/ Ismail Taaxta/ 17.10.2021


As leader of the EPFL EssentialTech’s Humanitarian Division, Greg works at the interface of research and humanitarian action. He is leading several large-scale partnerships between EPFL and the ICRC (Engineering for Humanitarian Action), the UNHCR (The Geneva Technical Hub) and the Graduate Institute (The Future of Humanitarian Design). He is also developing executive trainings for humanitarian practitioners on the responsible use of technology in humanitarian setting, as well as about cybersecurity in the sector. Prior to working at EssentialTech, he led the Innovation Coordination at MSF (Doctors Without Borders) Switzerland, aimed at harnessing the power of medical, humanitarian and digital innovations to meet the needs of patients and others affected by disasters. He previously worked several years as a manager for the International Committee of the Red Cross (ICRC) in various regions affected by armed conflicts (Afghanistan, Colombia, Central African Republic, Cote d'Ivoire) and later as Deputy Director for the Antenna Foundation, an NGO that incubates innovative solutions to meet the basic needs of people living in poverty. He is the co-founder and current President of the Board of Watalux SA, a social startup developing innovation for safe water and better hygiene in hospitals, and Board Member of SwissSolidarity, a leading Swiss philanthropic foundation. He holds a PhD in Life Science from the University of Lausanne (Switzerland).


Dr. EmelineDarçot is a project manager at the EssentialTech Centre in Lausanne, Switzerland, which harnesses innovation in support of sustainable development,humanitarian action and peace promotion. She is currently coordinating the Engineering Humanitarian Action programme within the Humanitarian Division.
She holds a PhD in Life Science from the University of Lausanne (Switzerland). After a PhD and a postdoctoral position in biomedical imaging at the University Hospital of Lausanne (CHUV), Emeline joined the EPFL EssentialTech Centre in 2021 as a project coordinator on the Ren’All Care project. She then joined the EPFL Research Office in 2022 as project manager and coordinates since then the Engineering Humanitarian Action programme within the Humanitarian Division of the EssentialTech Centre.