Projects SSAHARA Project Sub Saharan Hazard and Risk Assessment (SSAHARA) Versión en español English version Share Facebook LinkedIn Overview Outcomes Training Outreach Photos Publications Anchor 6 Background The East African Rift System (EARS) is the major active tectonic feature of the Sub-Saharan Africa (SSA) region. Although the seismicity level of such a divergent plate boundary can be described as moderate, several damaging earthquakes have been reported in historical times, and the seismic risk is exacerbated by the high vulnerability of the local buildings and structures. Formulation and enforcement of national seismic codes is therefore an essential risk mitigation strategy. A reliable risk assessment must be based on an updated and reliable seismic hazard model for the region. The last published regional model for SSA was developed within the frame of the GSHAP project and is almost 20 years old (Midzi et al., 1999). The availability of new data, local and regional seismotectonic studies and recently developed methods and tools prompt the development of a new PSHA model summarizing the current state of knowledge in Sub-Saharan Africa. Objectives In September 2014, the United States Agency for International Development (USAID) GEM funding support to implement a program entitled “Reducing Earthquake Risk collaboratively by Building Capacity and Leveraging GEM’s Open Tools and Resources”. One of the objectives of this program was: to build the capacity in sub-Saharan Africa for integrated risk assessment and development of city earthquake scenarios involving local decision-makers. The project produced the SSA-GEM homogenized catalogue; the Seismic Source Zones; the Probabilistic Hazard Calculations; the Strain Rate Model; earthquake risk in East Sub-Saharan Africa; the residential building stock; and the Social Vulnerability and Integrated Risk in Sub Sahara Africa. Collaborators The development of a regional model would not have been possible without the contribution of experts from the local scientific community. Partnership with local governmental institutions and authorities was an essential step to facilitate model acceptance and for potential integration with national seismic codes. GEM worked with the following institutions for the implementation of the SSAHARA project. African Union; AfricaArray; FEPRA – Ethiopia; University of Pennsylvania; Addis Ababa City Government; UNDP Regional Office; and international agencies, municipalities and government agencies Location Burundi, Ethiopia, Kenya, Malawi, Mozambique, Rwanda, Tanzania, Uganda Website SSAHARA wiki website containing technical descriptions and overview of the project. Anchor 1 Anchor 5 Anchor 4 News Preventionweb article on the release of the Africa Model developed as part of the Sub-Sahara Hazard and Risk Assessment (SSAHARA) project funded by USAID. Anchor3 Publications Disclaimer The contents of this project website such as studies, reports, audio-visual, news articles, blogs, and other information or media products including those in the external links are made possible by the generous support of the American people through the United States Agency for International Development (USAID). The contents are the responsibility of the Global Earthquake Model (GEM) Foundation and do not necessarily reflect the views of USAID or the United States Government.

Projects HORUS Horus: Pilot for a generic damage evaluation methodology based on remote-sensing data Versión en español English version Share Facebook LinkedIn Overview Anchor 6 Background Horus is a pilot project that explores the combination of high-resolution building inventory data from OpenStreetMap and other local sources with image-processing algorithms for the detection of earthquake damage and flood extents using remote-sensing data, along with supplementary geospatial datasets as inputs to a machine learning (ML) classification model. The ML model is trained using detailed building damage datasets from past events in a supervised learning framework, and the trained model is intended to be used to estimate the extent of damage and loss in events previously unseen by the model. The proposed framework is applied in three case study applications: March 2020 Mw5.3 Zagreb earthquake; January 2020 Mw6.4 Puerto Rico earthquake and August 2016 Louisiana floods. The GEM Risk Team is responsible for the overall coordination of the project involving multiple partners, compilation of building-level earthquake damage datasets, development of the ML models, and training and testing of the models. Duration: 2020 Objectives This pilot project, initiated and funded by the World Bank, aims to develop a framework for semi-automated damage and loss assessment due to earthquake and floods from Earth Observation (EO) data and other supplementary datasets, while also leveraging recent advances in machine-learning algorithms. These damage and loss estimates can potentially be used for transparent financial compensation and to target the distribution of resources geographically and temporally. Collaborators Advanced Rapid Imaging and Analysis (ARIA) team at the National Aeronautics and Space Administration’s (NASA) Jet Propulsion Laboratory (JPL) and California Institute of Technology (Caltech), the Global Earthquake Model (GEM) Foundation, JBA Risk, and the Humanitarian OpenStreetMap Team (HOT) Funding partner: World Bank Group Locations Earthquake case studies: Gorkha, Nepal; Puebla, Mexico; Puerto Rico, United States; Zagreb, Croatia Flood case study: Louisiana, United States Anchor 1 Anchor 5 Anchor 4 Anchor3 Publications

Projects AELO ASCE Earthquake Loads Overseas (AELO) Versión en español English version Share Facebook LinkedIn Overview Anchor 6 Background The project is carried out within a collaboration between GEM and the U.S. Geological Survey (USGS) and is sponsored by the U.S. Department of State (DoS) and the U.S. Department of Defence (DoD). The aim of the project is to provide a web service for computing design ground motions (on rock and soil) that are compliant with the ASCE guidelines (ASCE 7-16, ASCE 41-17, ASCE 7-22, ASCE 41-23) for 500 locations worldwide. In its inaugural year, AELO focuses on rigorously calculating seismic parameters, including Peak Ground Acceleration (PGA), Ss, and S1 design values across 500 diverse global locations, particularly emphasizing rock site conditions. This aims to ensure compliance with ASCE7-16 and ASCE41-17 standards, essential for seismic assessment and design practices. In the following year, the project progresses to establish a secure webservice for computing design ground motions. This password-protected platform will provide access to ASCE7-16 and ASCE41-17 aligned calculations, simplifying access to these critical seismic design parameters. Transitioning into the third year, AELO expands its computational scope to encompass ground motion calculations across various soil conditions worldwide, encompassing 500 locations to adhere to ASCE 7-22 and ASCE 41-23 standards. This phase seeks to enhance the breadth of seismic assessments, offering a comprehensive understanding of seismic hazards on diverse soil types. Finally, in its fourth year, the project concludes with the introduction of a sophisticated, password-protected webservice. This platform offers the capability to compute design ground motions based on the latest ASCE7-22 and ASCE41-23 standards, supporting seismic engineers and researchers globally by providing accurate, standardized, and essential seismic design parameters for diverse geographical locations. Duration: 2022 - 2026 Objectives The primary objective of the project is to create a web service capable of calculating design ground motions, both on rock and soil, in adherence to the American Society of Civil Engineers (ASCE) guidelines. These guidelines include ASCE 7-16, ASCE 41-17, ASCE 7-22, and ASCE 41-23. This web service heavily relies on the hazard models that are part of GEM’s global mosaic and the OpenQuake Engine. Collaborators GEM, the U.S. Geological Survey (USGS), with support from the U.S. Department of State (DoS) and the U.S. Department of Defense (DoD). Location Global (Washington DC, USA) Anchor 1 Anchor 5 Anchor 4 Anchor3 Publications

Projects METIS Methods and Tools Innovation for Seismic Risk Assessment Versión en español English version Share Facebook LinkedIn Overview Outcomes Training Outreach Photos Publications Anchor 6 Background GEM is set to start a 3-year project called METIS or Methods and Tools Innovation for Seismic Risk Assessment funded by the European Commission. The project is part of the Safety margins determination for design basis-exceeding external hazards program. Electricite De France (EDF), a GEM technical collaborator, is coordinating the project which will be implemented in collaboration with 14 other organizations. GEM will contribute to the task on seismic hazard assessment and on PSA Tools and Methodology. In the hazard task, GEM will implement into the OQ Engine methods such as vector-valued probabilistic seismic hazard analysis (PSHA), cluster-based PSHA as well as new methods to propagate epistemic uncertainties. Research will also be carried out in the context of processing earthquake catalogues to remove aftershocks and foreshocks and on testing PSHA models. GEM’s contribution to the PSA Tools and Methodology will concentrate on testing risk results. Duration: 2020 - 2025 More details: https://metis-h2020.eu/ Objectives The objective of METIS is to translate research into practice through rigorous and efficient methodologies and tools to assess seismic safety of NPP (nuclear power plants). It also aims to innovate current practice by combining simulation with experimental data. The research will develop methods to improve the ability to define safety limits for extremely rare events, which go beyond current design analyses (i.e. design extension for earthquakes). The refined seismic PSA (probabilistic safety assessment) is expected to provide meaningful support in defining regulations for safe design of NPP, as well as for assessing plant safety in real-time in case of temporary unavailability of relevant safety equipment or structures. Collaborators Edf Energy R&D UK Centre Limited - United Kingdom Limited Liability Company Energorisk - Ukraine Helmholtz Zentrum Potsdam Deutschesgeoforschungszentrum Gfz - Germany Geodynamique Et Structure - France Institut De Radioprotection Et De Surete Nucleaire - France Istituto Universitario Di Studi Superiori Di Pavia - Italy Lgi Consulting - France National Technical University of Athens – NTUA - Greece State Enterprise State Scientific and Technical Center For Nuclear And Radiation Safety - Ukraine Technische Universitat Kaiserslautern - Germany Univerza V Ljubljani - Slovenia Geo-Research Institute - Japan North Carolina State University - United States The Regents of The University Of California - United States Location Europe Horizon 2020 METIS Project fact sheet Anchor 1 Anchor 5 Anchor 4 New Horizon 2020 project launched to develop an advanced approach for Seismic Risk Assessment of Nuclear Power Plants EdF and GEM METIS project collaboration from 2020 to 2024. Anchor3 Publications

Projects AZERBAIJAN DRR Risk modeling and scenario analysis for Azerbaijan - Seismic risk analysis Versión en español English version Share Facebook LinkedIn Overview Anchor 6 Background One of the analyses to be conducted under the World Bank Groups' Country Climate and Development Reports (CCDRs), is to look at the fiscal and economic impacts of disasters in Azerbaijan, including the size of the macro-fiscal risk posed by earthquakes, floods, and droughts, and identify potential opportunities to increase financial resilience. For the risk modeling and scenario analysis for Azerbaijan, the GEM Risk Team further expands the Azerbaijan model in GEM's Global Seismic Risk Model, by projecting the exposure and risk to 2050 by taking into account the evolving demographics and socio-economic conditions in Azerbaijan. Duration: 2022 Objectives The World Bank is preparing the Country Climate and Development Report for Azerbaijan. The CCDR aims to inform policy dialogue and engagement with the Government of Azerbaijan. This provides an opportunity to carry out several analytical pieces, including in the area of Disaster Risk Management, bringing together existing knowledge on the economic and social impacts of disasters and climate change, and delivering new analytical insights to support policy recommendations. Collaborators GEM Foundation Funding partner: World Bank Group Location Azerbaijan Anchor 1 Anchor 5 Anchor 4 Anchor3 Publications

Projects GEORGIA DRR Capacity building to understand and take action on seismic risks in Georgia Versión en español English version Share Facebook LinkedIn Overview Anchor 6 Background This project aims to enhance the understanding of earthquake impacts in Georgia and to address the following two challenges: i. The lack of understanding of potential earthquake risk and the impact on people, infrastructure and the economy at large; and ii. the lack of efforts to reduce the vulnerability of existing infrastructure, particularly critical emergency response infrastructure. The project is divided into 5 tasks, with the GEM Risk Team contributing to all tasks, with a specific emphasis on developing exposure models, identifying vulnerability models and running the probabilistic seismic risk assessment with the OpenQuake engine: Task 1 – Project Inception Task 2 – Preparation of Input Data & Development of Input Models Task 3 – Seismic Risk Analysis Task 4 – Recommendations on Risk Reduction Strategy Task 5 – Capacity Building Workshops Duration: 2020-2021 Objectives The objective of this project is to provide greater insight to the World Bank into the exposure of Georgia’s emergency response sectors to earthquakes and the potential consequences, as well as strategies to build seismic resilience in these sectors. The findings allow the World Bank to develop recommendations and better advise the Government of Georgia on how to: i. enhance its capacity to plan for future risk reduction investment programs based on a better understanding of earthquake risk in emergency response buildings; ii. develop options for a framework for a future short, medium and long-term intervention strategy; and iii. communicate and build consensus on earthquake risks and potential interventions in key sectors. Collaborators GEM Foundation, Arup, Progress Project LLC, Ilia State University Funding partner: World Bank Group Location Georgia Anchor 1 Anchor 5 Anchor 4 Anchor3 Publications

Projects TURKEY DRR Seismic risk and exposure data for Turkey Versión en español English version Share Facebook LinkedIn Overview Anchor 6 Background The World Bank is developing a thematic Paper on Building Climate and Disaster Resilience in Turkey that will apply a new World Bank Guidance Note on how to prepare resilience and adaptation strategies. The Guidance Note provides a practical guide for designing national strategies for climate change adaptation and resilience. It specifies actions that reflect universal principles of effective climate change adaptation and disaster resilience, emphasizing that each country needs to tailor the relative importance and sequencing of these actions to its specific needs and priorities. Given the best practice of mitigating natural hazards for a more resilient future, and the high risk of catastrophic earthquakes, the adaptation paper needs to consider seismic risk in Turkey. To contribute to the seismic risk component of this adaptation paper, the GEM Risk Team is responsible for the following tasks: - Assessment of earthquake ground shaking hazard in Turkey - Definition of the exposure: residential, commercial and industrial buildings; education and healthcare facilities; population - Assessment of vulnerability/fragility for the exposed elements - Risk modelling based on the current exposure - Risk projections to 2030 and 2050 (based on future socio-economic conditions) Duration: 2021 Objectives The World Bank thematic Paper on Building Climate and Disaster Resilience in Turkey aims to support the Turkish government by providing guidance on how to prepare resilience and adaptation strategies, including those related to earthquakes. The objectives of this project are to: 1. Provide deterministic and probabilistic seismic risk metrics in Turkey for population and selected structure types, to inform macro-economic and public finance analysis (conducted by the World Bank project team). 2. Provide seismic impact analysis for three earthquake scenarios aimed at reducing risk in Turkey to estimate the impact of these interventions on i) loss due to direct damage and ii) fatalities. Collaborators GEM Foundation Funding partner: World Bank Group Location Turkey Anchor 1 Anchor 5 Anchor 4 Anchor3 Publications

Projects WFP-ADAM+ WFP-ADAM+ Innovation Accelerator Project Versión en español English version Share Facebook LinkedIn Overview Anchor 6 Background The World Food Programme (WFP) Innovation Accelerator was established in 2016 to identify, support, and scale innovative solutions that contribute to ending global hunger by 2030. Based in Munich, Germany, the Accelerator provides funding, hands-on support, and access to WFP’s global operations and expert networks to empower WFP teams, entrepreneurs, start-ups, and NGOs worldwide. GEM participated in the Accelerator’s five-day bootcamp, held from November 27–29, 2023, where innovation and humanitarian experts collaborated with start-ups and WFP innovators to address field-level challenges, refine project strategies, and develop scalable solutions. Following this process, GEM successfully secured a place in the Accelerator’s Sprint Programme, a six-month initiative designed to advance innovations from proof of concept to prototype implementation. The bootcamp culminated in GEM’s participation in the WFP Accelerator Pitch Event in February 2024 in Munich, where GEM was selected as one of eight innovations to present its project to WFP senior management and potential funders. Duration: 2024 - 2025 Overall Objective The project aims to integrate GEM’s earthquake risk methodologies and datasets into humanitarian emergency preparedness and response efforts. By leveraging GEM’s expertise, the project seeks to enhance global access to reliable earthquake risk data and post-disaster impact assessments for humanitarian actors. This will be achieved by testing GEM’s models within WFP’s ADAM tool , ensuring they align with humanitarian needs in earthquake-prone regions. Expected Outputs 1. Improved Spatial Risk Assessment for Preparedness Development of high-resolution datasets on building exposure, population demographics (including gender and age groups), and vulnerability indicators. Validation of these datasets through ADAM-Preparedness to enhance the identification of at-risk communities. 2. Enhanced Post-Earthquake Impact Assessments Rapid estimation of affected populations within hours of an earthquake using USGS ground-shaking data integrated with GEM’s exposure and vulnerability layers. A refined impact assessment within 48 hours, leveraging GEM’s full modeling capabilities to estimate damaged buildings, displaced populations, homelessness, and fatalities for improved humanitarian response. Collaborators Coordination World Food Programme Project partner Global Earthquake Model (GEM) Foundation, Italy Funding partner: W orld Food Programme Innovation Accelerator Programme, Munich, Germany Locations Earthquake-prone WFP Countries with initial pilots in Afghanistan, Nepal, Turkey, Syria, Haiti, and the Philippines. Anchor 1 Anchor 5 Anchor 4 Anchor3 Publications

Projects PAPERS Piattaforma Analisi Pericolosità E Rischio Sismico Versión en español English version Share Facebook LinkedIn Overview Anchor 6 Background The Global Earthquake Model (GEM) Foundation has launched the PAPERS project (Piattaforma Analisi Pericolosità E Rischio Sismico), an initiative aimed at developing a new WebGIS platform for scenario hazard and risk assessment in Italy. The project has been funded as one of the cascade grants launched by the High-Performance Computing, Big Data e Quantum Computing Research Centre, one of the five National Centres established by the Italian National Recovery and Resilience Plan (NRRP), under Spoke 5 - Environment and Natural Disasters . The first training workshop of the project related to the use of the OpenQuake engine was successfully conducted online on April 1st, 2025, marking the first in a series of planned training events. This first workshop also served for exploring potential third-party contributions to models that could be integrated into the platform. Objectives PAPERS will enhance seismic risk assessment in Italy through advanced computational techniques and open-source models and tools. The project is organised into three modules, each focusing on a critical objective. The first module involves building the operational platform, leveraging the OpenQuake (OQ) Engine. The integration of High-Performance Computing (HPC) will facilitate complex analyses, while interoperability with external software will streamline data management. The second module focuses on updating Italy’s national exposure models. This involves compiling databases of buildings, critical infrastructure, and distributed networks at different geographic scales in the country. The project will integrate existing models with newly available datasets. This effort will provide a more comprehensive understanding of the seismic vulnerability of the Italian-built environment. As part of the third module, the platform will feature preloaded models of seismic hazard, exposure, and vulnerability, along with a range of earthquake scenarios, including historical earthquakes and events from a stochastic catalog based on the 2020 European Seismic Hazard Model (ESHM20). Alternative risk mitigation strategies will also be explored through dedicated multi-criteria decision-making approaches. Collaborators Project Coordination: Fondazione GEM (Global Earthquake Model Foundation) Main Collaborating Institution: Università degli Studi di Bari Aldo Moro Funding Agency: The project is funded under the Italian National Recovery and Resilience Plan (PNRR), Mission 4, "Education and Research" - Component 2, "From Research to Business" - Investment Line 1.4, supported by NextGenerationEU. Locations Pilot Site for Seismic Risk Analysis: An Italian city to be determined during the project, intended as a demonstration case for urban-scale seismic risk analysis. Testing Locations: The project will involve data collection and analysis on a national scale across Italy. Anchor 1 Anchor 5 Anchor 4 Anchor3 Publications

Projects INDONESIA DRR Seismic Resilience Baseline Analysis and Investment Option Needs in Indonesia Versión en español English version Share Facebook LinkedIn Overview Anchor 6 Background This project, funded by the World Bank's GFDRR, aims to conduct a seismic baseline analysis to support the development of a potential national seismic risk mitigation program in Indonesia. The study focuses on public assets, which include education facilities (primary and secondary schools, universities), health facilities (health clinics, hospitals), commercial facilities (shophouse), emergency services facilities (e.g., ambulance stations, fire stations, early warning service providers), and critical government administration buildings (e.g., local disaster management offices). The project has five main tasks: 1. Inception: literature review on seismic risk in Indonesia, methodology, definition of stakeholder/consultation workshops, preliminary data collection 2. Baseline analysis of Indonesia’s exposure and vulnerabilities to seismic hazards (earthquakes and tsunami) 3. Seismic Risk Assessment and Rapid Prioritization of Potential Investments in Three Selected Districts 4. Development of Baseline Data and Conceptual Framework Design 5. Final Report and Completion Report The GEM Risk Team contributes to all tasks, ranging from support on hazard modelling, development of exposure, selection of vulnerbaility models and the computation of seismic risk using the OpenQuake engine. Duration: 2022-2023 Objectives The methodology, workplan, programme and potential target cities is elaborated together with the World Bank and Indonesian Ministry of Public Works and Housing (MPWH) stakeholders and other relevant agencies such as Ministry of National Development Planning (Bappenas), National Disaster Management Authority (BNPB), Ministry of Home Affairs (MoHA) and Agency for Meteorology, Climatology and Geophysics (BMKG). The objectives include: (a) a rapid baseline analysis of the exposure and vulnerability of the country and three Indonesian districts to earthquakes and tsunami, baseline information/data, and gap analysis, including disaggregated analysis of risk and vulnerability of women and other vulnerable groups; (b) a conceptual framework for improving seismic resilience and recommendations for a national program that aims to reduce the vulnerability of people (with consideration for diverse groups) and assets to earthquakes and tsunami through an integrated package of structural and non-structural investments; and (c) stakeholder consultations to seek inputs on the potential program design, investment funding mechanisms, and institutional set-up options for the national program. Collaborators GEM Foundation, Arup, LAPI-ITB and Kota Kita Funding partner: World Bank GFDRR Locations Three cities in Indonesia: ‣ Kota Bengkulu, Bengkulu province ‣ Kota Cilegon, Banten province ‣ Kota Gorontalo, Gorontalo province Anchor 1 Anchor 5 Anchor 4 Anchor3 Publications