3iS is an international NGO that provides information management services to humanitarian and development organizations. Through information management, we help our partners target assistance to the world's most vulnerable populations. Today, we work with the humanitarian and development sector in 10 different countries, having been active in more than 25 countries in the last 15 years. We have carried out more than 300 projects and currently have a team of 150 people working all over the world. Our work focuses on using innovation and technological knowledge generated by the private and academic sectors, in order to enhance the power of information to achieve a direct and concrete impact at the level of the beneficiaries, which are the organizations we support. Our experience, your impact!

We are an independent analytical voice helping humanitarian workers, influencers, fundraisers, and donors make better-informed decisions and respond more effectively to disasters. We have no operational bias; we maintain editorial control based on the principle of impartiality. We adapt to the circumstances and keep agility at the core of everything we do. We are specialised in providing timely and independent needs analysis, data, training, and methodological tools targeting humanitarian decision-makers to ultimately help them respond more effectively to disasters Our datasets are also available from an API system accessible at https://api.acaps.org/

Action Against Hunger is a global humanitarian organization leading the fight against hunger. With over four decades of experience, we work in more than 50 countries to diagnose, treat, and prevent the causes and consequences of hunger. GIS4tech is a spin-off from the University of Granada dedicated to data analysis and visualization, territorial studies, and Artificial Intelligence. It is a technological partner of Action Against Hunger.

Action Contre la Faim ACF West and Central Africa Surveillance and Data Analysis

Action on Armed Violence (AOAV) has a central mission: to carry out research and advocacy in order to reduce the incidence and impact of global armed violence. The need to do so is clearly a great one. The number of fatalities from armed violence is estimated to be over half a million people killed every year. And around two thirds of these violent deaths are estimated to occur outside conflict situations. To help reduce this burden of pain and suffering, we at AOAV carry out research and advocacy campaigns to strengthen international laws and standards on the availability and use of conventional and improvised weapons, to build recognition of the rights of victims and survivors of armed violence, and to research, understand and act effectively on the root causes of armed violence in affected countries. Research One of the central pillars of our work is our Global Explosive Violence Monitor, as well as the specific research we carry out on manufactured weapons, Improvised Explosive Devices (IEDs), and guns. Advocacy AOAV tries to lobby governments and non-state actors through rigorous research and data, to curb the excessive use of force. In so doing, we regularly present our evidence at the United Nations, as well as the UK Parliament, Chatham House and other influential fora.

ADF is a Haitian-led and managed nonprofit. We believe that the socio-economic transformation of Fond-des-Blancs is possible if we tap into the latent talents of Haitians. We are a multi-faceted organization that functions as a service provider, knowledge management hub, collaboration and idea exchange forum, partnerships facilitator, and solutions incubator. Our work focuses on strengthening civil society organizations that serve Fond-des-Blancs, Haiti's poorest communities. We work at the grassroots level with Haitians to identify the most pressing needs and provide appropriate solutions. We strive to be a nonprofit that provides Haitians with a voice and power to make decisions in their own communities so they can take control of their futures. We believe that Haitians need to be at the forefront of the decision-making process. We are committed to fostering sustainable development led by Haitians.

ACMAD was created through Resolution 540 of the UNECA Conference of Ministers in April 1985, following the severe droughts of the 1970s and 1980s, ACMAD was established in Niamey, Niger in October 1992 with two mandates:

• Continental Weather and Climate Watch Centre for Africa Monitoring, forecasting, and early warning for droughts, floods, tropical cyclones, and other extreme events. In this regard, ACMAD became:
  • The Continental Climate Watch Centre was achieved with ACMAD designated by the WMO Congress after a successful demonstration phase as a Regional Climate Centre for Africa in May 2015.
  • The Continental Weather Watch Centre was achieved with the Continental Multi-Hazards Advisory Centre inaugurated in November 2022, and ACMAD is providing contributions to continental watches and disaster situation reports to support the situation room operations at the African Union Commission Headquarters in Addis Ababa.
• Institution of excellence for the application of meteorology for sustainable development This includes capacity building, development of methods, tools and products, contributions to global weather and climate programs, database development, and research and innovation as functions.

Since July 2024, ACMAD has been a member of the NoE (Africa Network of Excellence for DRR). ACMAD Provides the following Bulletins with Continental coverage:

• Impact-based Forecast Bulletin
• Multi-Hazard Bulletin
• Seasonal Climate Forecast Bulletin
• Monthly Climate Bulletin

The bulletins are in PDF format and are are available on the website: https://www.acmad.org * API for the Drought: https://ada.acmad.org/api

Créée par la loi n° 2004-21 du 21 juillet 2004 portant organisation des activités statistiques et organisée par le décret 2005-436 du 23 Mai 2005, l’Agence Nationale de la Statistique et de la Démographie (ANSD) est une structure administrative chargée d’assurer la coordination technique des activités du système statistique national et de réaliser elle-même les activités de production et de diffusion des données statistiques pour les besoins du Gouvernement, des Administrations publiques, du Secteur privé, des Partenaires au développement et du Public. En outre, elle assure la formation des statisticiens à l’Ecole nationale de la statistique et de l’analyse économique (ENSAE) qui fait partie du réseau des écoles de statistique africaine à côté de l’ENSEA et de l’ISSEA.

We are interested in hearing from people who have used these datasets to improve our products and better understand the impact of this data. Please consider taking this two-minute survey. AI for Good at Meta's program includes tools built from de-identified data on our platform, as well as tools that we develop using satellite imagery and other publicly available sources. When data is shared responsibly with the communities that need it, it can improve wellbeing and save lives.

ALHASAN SYSTEMS is a privately owned development company registered in Canada and Pakistan. This hi-tech knowledge management, business psychology modeling, and publishing company is constantly contributing its data and services to both humanitarian and developmental causes through its Public/ Private Partnership [PPP] SKIM and ODOA initiatives. ALHASAN SYSTEMS strives to provide the most cost effective solutions and services, which not only serve its clients’ immediate requirements but also contribute to the much larger cause of community welfare and development. Its area of professional services spreads from environment, energy, health, education, natural resources, critical infrastructure, utilities management, tourism, and investments, to community development and crisis management. ALHASAN SYSTEMS corporate roadmap focuses on new trends in the field of Geomatics Engineering, Geo-engineering, Data Management, Bio Interfacing, Business Psychology Modeling, Hi-tech publishing, e-Learning, and Smart Power Gridding and Engineering Services. This is possible when fairly serious ecological, political, and moral ramifications are addressed strategically. That’s why social awareness, advocacy, and capacity building remain at the heart of ALHASAN SYSTEMS. ALHASAN SYSTEMS constantly update its data in relation to its projects and also as a service to larger public bodies as well as research community to promote its pioneering 100% self-financed Open Data/ Open Access [OD/OA] initiative in Pakistan. We also share a number of additional layers and thousands of maps each year free-of-cost in the larger public interest. All our data are made available through Pakistan’s only Metadata portal [www.geopakistan.pk] launched in 2012 by iMMAP in collaboration with its partners under USAID funding. This portal is now hosted and maintained at NED University of Engineering & Technology with hundreds of registered researchers in Pakistan.

AQLITY is an Irish humanitarian organization specializing in data-informed response in hard-to-reach areas. It generates and analyzes frontline information to support timely, evidence-based, and accountable humanitarian action.

The Armed Conflict Location & Event Data Project (ACLED) is a disaggregated data collection, analysis, and crisis mapping project. ACLED collects the dates, actors, locations, fatalities, and types of all reported political violence and protest events in more than 200 countries and territories in real time. The ACLED team conducts analysis to describe, explore, and test conflict scenarios, and makes both data and analysis open for free use by the public. ACLED is a registered non-profit organization with 501(c)(3) status in the United States. By using ACLED data you agree to abide by the Terms of Use & Attribution Policy. For questions or comments, please contact: [email protected] Resources Available on the ACLED Website: The full disaggregated event-based dataset is available for download through ACLED’s Data Export Tool and API with an open access account. Explore our latest data through our interactive global dashboard and check in for weekly data updates and analysis tracking key political violence and protest trends around the world, as well as special projects like our Early Warning Research Hub. Additional guides and methodology documents can be found in the ACLED Resource Library. Resources Available on HDX: ACLED makes a range of aggregated data files available through the HDX portal, updated weekly. Because the main ACLED dataset is disaggregated, ACLED data can be aggregated both spatially (e.g. to the national level) and temporally (e.g. to the month or year level), among other options. When a user downloads ACLED’s disaggregated event-based data, each row in the file represents a single event occurring between designated actors in a specific named location on a specific day. In the spatially and temporarily aggregated files available on HDX, each row in the data represents a country-year (e.g. Iraq-2017) or a country-month-year (e.g. Somalia-January 2010), depending on the file. Note: to access full event data, please register to use the Data Export Tool and API on the ACLED website.

ADB is a leading multilateral development bank supporting inclusive, resilient, and sustainable growth across Asia and the Pacific. Working with its members and partners to solve complex challenges together, ADB harnesses innovative financial tools and strategic partnerships to transform lives, build quality infrastructure, and safeguard our planet. Founded in 1966, ADB is owned by 69 members—50 from the region.

Asian Disaster Preparedness Center (ADPC) is an autonomous international organization for cooperation in and implementation of disaster risk reduction and building climate resilience in Asia and the Pacific. The vision of ADPC is "safer communities and sustainable development through disaster risk reduction" and its geographical remit is Asia and the Pacific.

The Assistance Coordination Unit (ACU) is a national Syrian non-government, non-political, a non-profit institution focused on maximizing the impact of assistance delivered to the Syrian people by coordinating the efforts of donors, implementing agencies, and community representatives.

Atlas AI's inclusive growth platform analyzes, monitors, and forecasts regions of growth, vulnerability, and opportunity around the world. The platform offers insight into where organizations can grow most successfully, and where investment can boost historically under-served communities. Atlas AI's platform has been used around the world to expand infrastructure access, inform economic policy, optimize logistics networks, power commercial growth activities and monitor the sustainability of supply chains. Atlas AI was founded by a team of Stanford University scientists in partnership with The Rockefeller Foundation and with support from Airbus Ventures and Micron Technologies Inc. For more information, please contact Atlas AI at [email protected]

The Blavatnik School of Government is one of the University of Oxford’s newest and most vibrant departments. We combine the academic rigour of the top-ranked university in the world* with an applied, real-world focus.

As an independent, non-profit organization, BICC (Bonn International Centre for Conflict Studies) deals with a wide range of global topics in the field of peace and conflict research centering around organized violence. Our vision is a more peaceful world. Our mission is to conduct critical, problem-oriented, policy relevant research in response to the problems posed by organized violence. To do so, we engage in active exchanges with scholars and politicians as well as stakeholders in everyday practice and civil society. As a think tank, BICC seeks to engage in a dialogue with NGOs, governments, private organizations, research institutes and universities and well as with interested individuals. BICC examines the dynamics of organized violence at three levels: concepts, means and practices. Its work is clustered in various research themes among them 'discourses about war', arms transfers and arms control', 'mobilization and demobilization', 'natural resources and conflict', 'refugees and IDPs'. BICC’s portfolio includes: applied research, policy advice, technical advice and capacity development, data and geographic information systems, information of the public. BICC cooperates with international and national research institutes and foundations, UN and other international organizations, ministries such as the Federal Foreign Office (AA) and the Federal Ministry for Economic Cooperation and Development (BMZ) as well as with institutions such as the Federal Agency for Civic Education (bpb), NGOs, and international and bilateral organizations working in the field of development cooperation. BICC is co-editor of the annual “Peace Report” (Friedensgutachten).

BRAC is an international development organisation founded in Bangladesh in 1972 that partners with over 100 million people living with inequality and poverty to create opportunities to realise human potential.

British Red Cross Maps Team

Initially focusing on providing emergency disaster relief and nutrition, over the years we moved towards amore complex and forward-thinking program of development and resilience. Placing women and girls at the center of our work enables us to tackle the root causes of poverty and inequity amongst Bangladesh's rural and urban populations. Working with over 29 national NGOs, 17International NGOs and 23 civil society platforms partners and reaching millions of beneficiaries, CAREBangladesh creates lasting change by strengthening marginalized, excluded and extremely poor rural communities. We aim to build their resilience to shocks and amplify their voices to influence governance, public policy, and development practices. Through our partners, we implement programs that encompass strengthening livelihoods and dignified work, food, and nutrition security, inclusive governance, sexual and reproductive health, ending violence against women and child marriage, pro-poor market engagement, disaster and climate risk reduction and emergency response.

Following its formal activation on 22 March 2021, CCCM is now a stand-alone cluster and has transitioned from being Site Management Support Working Group (SMS-WG) under the Protection Cluster. As of 05 April 2021, The Government of Ethiopia has designated the Ethiopia Disaster Risk Management Commission (EDRMC) as the focal agency for CCCM and has now designated a national level focal person. CCCM is currently co-coordinated by two UN agencies IOM and UNHCR and ANE representing the national NGOs. CCCM Cluster’s objective is “Coordination of service provision at national and sub-national level is enhanced to ensure the response is principled and relevant to the protection and assistance needs of the affected populations.

Activated in 2017 during the drought response in Somalia. Presence across Somalia and covers about 3,000 IDP sites with over 20 partners.

The United Nations Central Emergency Response Fund (CERF) is one of the fastest and most effective ways to support rapid humanitarian response for people affected by natural disasters and armed conflict. CERF receives voluntary contributions year-round to provide immediate funding for life-saving humanitarian action anywhere in the world.

The Centre for Research on the Epidemiology of Disasters (CRED) is the world’s foremost agency for the study of public health during mass emergencies, including the epidemiology of diseases, plus the structural and socio-economic impacts of natural and technological disasters and human conflicts. Based since 1973 at the School of Public Health of the Université Catholique de Louvain (UCLouvain), Belgium, CRED became in 1980 a World Health Organization (WHO) collaboration centre. Since then, CRED has worked closely with United Nations agencies, inter-governmental and governmental institutions, non-governmental organizations (NGOs), research institutes and other universities. Disasters preparedness, mitigation and prevention for vulnerable populations have also gained a higher profile within CRED’s activities in recent years. CRED is maintaining the Emergency Events Database (EM-DAT) since 1988. The main objectives of EM-DAT are to inform humanitarian action at the national and international levels in order to improve rational decision-making in disaster preparedness, provide objective data for assessing communities’ vulnerability to disasters and help policy-makers set priorities. EM-DAT contains core data on the occurrence and effects of more than 23,000 natural and technological disasters from 1900 to the present day. It is compiled from various sources (UN agencies, the US Office of Foreign Disaster Assistance, national governments, the International Federation of Red Cross and Red Crescent Societies, NGOs, insurance companies, research institutes and the media) according to a priority list. CRED defines a disaster as “a situation or event that overwhelms local capacity, necessitating a request at the national or international level for external assistance; an unforeseen and often sudden event that causes great damage, destruction and human suffering”. CRED defines a disaster as “a situation or event that overwhelms local capacity, necessitating a request at the national or international level for external assistance; an unforeseen and often sudden event that causes great damage, destruction and human suffering”. Only natural disasters (biological excluded) are included in this publication. For a disaster to be entered into the database, at least one of the following criteria must be fulfilled: • 10 or more people reported killed • 100 or more people reported affected • declaration of a state of emergency • call for international assistance Since 2014, EM-DAT also georeferences natural disasters, adding geographical values to numeric data which is essential for deeper analysis.