CREWS commits additional funding to strengthen Early Warning Systems in the Caribbean

Different and multiple hazards, such as severe weather conditions in land and at sea, droughts, hurricanes, floods, and earthquakes, pose a serious threat to the Caribbean, which is one of the most disaster-prone regions in the world. Combined, geological and hydro-meteorological hazards have affected more than 100 million people in the region, causing significant economic losses and casualties.

The development of Early Warning Systems has been identified by the Sendai Framework for Disaster Risk Reduction 2015–2030, the 2030 Agenda for Sustainable Development, and the Paris Agreement as a key pathway to prevent disasters and reduce the negative impacts of multiple hazards.

As defined by the UNDRR, Multi-hazard Early Warning Systems are "an integrated system of hazard monitoring, forecasting and prediction, disaster risk assessment, communication and preparedness activities systems and processes that enables individuals, communities, governments, businesses and others to take timely action to reduce disaster risks in advance of hazardous events".

The Climate Risk and Early Warning Systems Initiative (CREWS) is a mechanism that provides financial support to Least Developed Countries (LDCs) and Small Island Developing States (SIDS) to establish risk-informed early warning services, implemented by three partners, based on clear operational procedures. CREWS has recently donated an additional $1 million to support the project Strengthening Hydro-Meteorological and Early Warning Services in the Caribbean , which will be implemented by UNDRR in 2022.

The project aims to strengthen Early Warning Services (EWS) in the Caribbean and to articulate the response capacity of individuals, institutions, and communities through the development of a regional strategy to strengthen and streamline early warning and hydro-meteorological services. This includes developing appropriate approaches to risk-informed decision-making for EWS, identifying gaps in risk assessment at regional and national levels, and evaluating the resilience of already existing infrastructure such as forecasting centres, shelters, and National Meteorological and Hydrological Services. The project will also examine opportunities for building partnerships with the private sector and assess socio-economic benefits to ensure the sustainability of investments and activities.

This project aligns with the Sendai Framework and focuses on the implementation of target G, which aims to “substantially increase the availability of and access to multi-hazard early warning systems and disaster risk information and assessments to people by 2030”. The Sendai 7 campaign of the 2022 International Day for Disaster Risk Reduction will be focusing on this same target. Ensuring access to Multi -hazard Early Warning Systems in the Caribbean is regarded as a tool that enables individuals, communities, governments, businesses, and other stakeholders to take timely action to reduce disaster risk in advance of hazardous events.

This is also a matter of urgency, as disclosed in the Regional Assessment Report on Disaster Risk in Latin America and the Caribbean (RAR21), published last year: “In the short and medium term the occurrence of new mega-disasters in the region is almost inevitable given the extreme risk embedded there. It is therefore urgent to strengthen corrective and reactive management capabilities, especially early warning systems, preparedness and response.”

Landmark IPCC report must be wake-up call for greater investment in disaster risk reduction

Following the release of the IPCC Working Group II Report on Impacts, Adaptation and Vulnerability, Mami Mizutori, Special Representative of the UN Secretary-General for Disaster Risk Reduction, issued the following statement:

The findings of the latest IPCC report are dire. Communities around the world are being affected by climate change at a magnitude worse than expected. The devastating impacts of climate disasters are affecting every part of the world.

As the UN Secretary-General António Guterres said today “The IPCC report is an atlas of human suffering and a damning indictment of failed climate leadership.”

Many of the changes are at risk of becoming irreversible. On our current trajectory, the world is set to breach the 1.5 °C safe global temperature limit by the early 2030s, spiralling to dangerous levels of disaster risk. Almost half the human population is already in the danger zone

It is incomprehensible that we knowingly continue to sow the seeds of our own destruction, despite the science and evidence that we are turning our only home into an uninhabitable hell for millions of people.

Based on current trends, a record increase in medium and large-scale disasters is expected with droughts doubling, and extreme temperature events almost tripling to 2030. Overall, disaster events have doubled in the last 20 years compared to the previous 20 years. If countries and governments do not manage it properly and respond to the climate emergency with urgency, there’s a very real chance that we’ll see them double again.

Yet the world also has an opportunity to meet these challenges. At the Global Platform for Disaster Risk Reduction in Bali, Indonesia this May, organised by the UN and hosted by Indonesia, leaders will gather to discuss how to accelerate action for reducing these risks.

The IPCC report points to many solutions on improving regional and local information, providing sound data and knowledge for decision makers. This does work. Countries have succeeded in saving many lives through improved early warning systems and preparedness.

But climate disasters will undoubtedly worsen. There are very low levels of investments in disaster prevention and disaster risk reduction for the world’s most vulnerable countries on the front lines of impacts. We need to ramp up investment in disaster prevention if we are to cope with the exponential rise of disaster events in recent decades.

A crucial recommendation in the report today is the need for climate-resilient development – inclusive governance that embeds finance and actions across governance levels, sectors and timeframes.

Furthermore, all countries are impacted by climate change, but not in the same way. The most vulnerable communities and nations are the hardest hit, and need greater support on climate finance to adaptation and to avert, minimize and address losses and damages. This means increasing financing for climate change adaptation from tens to hundreds of million dollars.

We need to ensure that regulations and funding take into account disaster risk and that climate risk in financial markets is disclosed. Governments need to make disaster resilience a priority through dedicated funding to prevention.

International Code Council resources help prepare for safety and recovery as Atlantic hurricane season begins

The International Code Council is committed to helping communities stay safe in the midst of hurricanes and tropical cyclones as June marks the beginning of the 2021 Atlantic hurricane season and preparing for natural disaster safety and recovery is a top priority.
All levels of government and the private sector must work together to ensure communities are safe and resilient from devastating natural disasters. Throughout hurricane season, the International Code Council is dedicated to helping communities stay safe in their homes, workplaces and neighborhoods.
The Code Council and its members are ready to help through the Disaster Response Alliance. Local and state jurisdictions in the U.S. as well as federal agencies may also contact the Disaster Response Alliance for help to reach skilled professionals who volunteer to assist jurisdictions that request aid with building damage assessment, building inspections and other code-related functions in disaster areas. Code Council members also assist devastated communities with post-disaster building plans reviews, inspections and permit operations through the Emergency Management Assistance Compact (EMAC).
“The momentum and awareness we’ve raised during Building Safety Month about the importance of disaster mitigation and building code adoption continues as we enter this year’s hurricane season,” said Code Council CEO Dominic Sims, CBO. “Code officials play an integral role in preparing communities for natural disasters and in navigating recovery after a devastating event. The Code Council and its members are ready to help protect our communities.”
The Code Council, the Federal Emergency Management Agency (FEMA), and state and local officials will host a webinar on the implementation of FEMA’s new disaster recovery policy for code enforcement and administration. This new policy offers building officials and communities an effective way to access many of the resources needed to effectively administer and enforce building codes and floodplain management ordinances for up to 180 days following a major disaster declaration. Register for this free webinar to learn about more about this important new policy, including what activities are eligible and how to apply for reimbursement.
Resources to help prepare for hurricane season:
- Seasonal Hurricane Predictions
- FEMA: Hurricane Safety
- Building Safety Month Week 4: Disaster Preparedness
- Visit the Code Council’s Hurricane Safety & Recovery page to access more useful links and resources to help prepare for hurricane season.

European Parliamentarians set out to strengthen disaster resilience

The United Nations Office for Disaster Risk Reduction (UNDRR) Regional Office for Europe and UN Special Representative of the Secretary-General for Disaster Risk Reduction, Ms. Mami Mizutori, together with Members of the European Parliament Ms. Sirpa Pietikäinen, Ms. Lídia Pereira and Ms. Monica Silvana Gonzalez, held a discussion on building greater resilience in Europe and beyond.

Members of the European Parliament play a key role in leading the change towards a resilient future in the face of growing climate impacts felt worldwide. This is important as the latest figures show that in the last 20 years both the number of recorded disasters and resulting economic losses almost doubled. The discussion highlighted the urgent need to invest in prevention to save lives and looked at how the EU is actively implementing the Sendai Framework priorities.

MEP Sirpa Pietikäinen highlighted that comparing the cost of investing in disaster risk reduction (DRR) to that of inaction is crucial to understand the importance of investing in prevention. A science-based approach should be adopted when it comes to implementing the Sustainable Development Goals and the Sendai Framework for Disaster Risk Reduction 2015-2030 (Sendai Framework).

MEP Lídia Pereira emphasised that economic growth needs to address climate adaptation and disaster resilience. Infrastructure investments in particular need to be resilient. With the $80 trillion to be invested in infrastructure globally, the investments must go through a robust screening process to ensure they are disaster resilient.

MEP Monica Silvana Gonzalez underlined that people and communities can better resist disasters if the risk of their occurrence and vulnerabilities to impacts are reduced, a point she stresses in her report on the impacts of climate change on vulnerable populations in developing countries. She further noted that a greater commitment to the Sendai Framework is necessary and that it is important to look at how EU resources can be better invested in disaster risk reduction.

MEP Dragoș Pîslaru, from his point of view as rapporteur of the EU recovery instrument to COVID 19 (Recovery and Resilient Facility), reflected that the Sendai Framework is important for recovery policies and noted that it is important to cooperate to make sure we are better prepared in the future.

Ms. Mami Mizutori, UN Special Representative of the Secretary-General for DRR, emphasized that now is the moment when we can put words into action, to build a more resilient future, so that every decision you make in forming policies and investing are risk-informed and have a “think resilience” approach. The participating Members of the European Parliament all expressed support to continue this momentum and work together towards building a more resilient future.

Governments call for more public and private investment in disaster prevention and risk reduction

Member States gathered virtually to adopt the Outcome Document of the 2021 Economic and Social Council (ECOSOC) Forum on Financing for Development. This year’s outcome document provides indispensable intergovernmental policy guidance to countries on financing for disaster risk reduction and risk-informed investing.
For the first time at the ECOSOC Forum on Financing for Development, Governments recognise the systemic nature of risk and the need to strengthen the understanding of risk in economic and financial planning across all sectors and at all levels. There is a clear call to redress the balance from investing in response towards investing in prevention and risk reduction. Risk-sensitive public investment planning; the consideration of risk in land use planning; risk-sharing mechanisms that create an enabling environment for public-private partnerships; and diagnostics for infrastructure investments that include resilience and climate change adaptation are some of the policy options identified to accelerate financing for disaster risk reduction.
To support these efforts, national and regional development banks and international financial institutions are invited to integrate disaster risk reduction and resilience into COVID-19 economic recovery strategies. The outcome document also breaks new ground in recognizing the need to strengthen the resilience of the financial system through systematically integrating climate, environmental and disaster risks into global risk monitoring to inform future decision making.
Application of this intergovernmental policy guidance at national level will undoubtedly bring significant benefit to the implementation of national and disaster risk reduction strategies. It can also support coherence between financing for disaster risk reduction and climate change adaptation and ensure that the financing for the Sustainable Development Goals and COVID-19 socioeconomic recovery strategies build resilience and reduce the risk of future disasters.
Deliberations at the Forum, which ran from 12 to 15 April, were guided by the 2021 Financing for Sustainable Development Report. This year’s report includes a dedicated chapter that provides guidance to ministries of finance and planning to integrate disaster risk reduction into their policy decisions. During the forum, UNDRR, in partnership with UNDESA and the Co-Chairs of the Group of Friends for Disaster Risk Reduction, organized a side event titled “Financing for Disaster Risk Reduction and a Risk-Informed Approach to Investing Across the SDGs”. The event brought together a variety of development finance practitioners from government and the private sector to discuss the comprehensive approach needed to finance disaster risk reduction and capitalize on public sector policy-setting and private sector innovation.
In her opening remarks, Ms. Mami Mizutori, Special Representative of the Secretary-General for Disaster Risk Reduction, stated that “the current approach to funding disaster risk reduction is not keeping pace with the exponential rise of disaster risk” and called for “a paradigm shift in political attitudes towards financing for disaster risk reduction especially in places that are largely unprotected from the ravages of the climate emergency and the threat of biological hazards”. Mr. Shaun Tarbuk, Chief Executive of the International Cooperative and Mutual Insurance Federation, announced an upcoming report with UNDRR titled “From protection to prevention: the role of cooperative and mutual insurance in disaster risk reduction”.

White Paper on the future of weather and climate forecasting

The advancement of our ability to predict the weather and climate has been the core aspiration of a global community of scientists and practitioners, in the almost 150 years of international cooperation in meteorology and related Earth system sciences.
The demand for weather and climate forecast information in support of critical decision-making has grown rapidly during the last decade and will increase even faster in the coming years. The generation and provision of these services has been revolutionized by supercomputers, satellite and remote sensing technology, smart mobile devices. A growing share in these innovations has come from the private sector. At the same time progress has been hampered by persisting holes in the basic observing system.
In a new White Paper on the Future of Weather and Climate Forecasting, 30 leading experts from the research, operations and education fields therefore analyse the challenges and opportunities and set directions and recommendations for the future.
White Paper on the future of weather and climate forecasting“Undoubtedly, the 2020s will bring significant changes to the weather, climate and water community: on the one hand through rapid advancement of science and technology, and on the other hand through a swiftly changing landscape of stakeholders with evolving capabilities and roles,” writes WMO Secretary-General Prof. Petteri Taalas.
“Such changes will affect the way weather and climate forecasts are produced and used,” he says.
While National Meteorological and Hydrological Services in all 193 WMO Members are still the public entities designated by governments to provide meteorological and related services, many other providers have entered the weather forecasting business in recent decades, including intergovernmental organizations like ECMWF, private sector companies and academic institutions.
This profound change into multi-stakeholder delivery of weather and climate services is driven by several factors such as: rapidly growing demand for such services from public and private sectors; the open data policy of many public agencies and the technological advancement and affordable solutions for service delivery; and the improved skill of the forecasts, which raises demand and user confidence. As a result, there is now a new era of weather and climate services with many new challenges and opportunities.
In June 2019, WMO launched the Open Consultative Platform (OCP), Partnership and Innovation for the Next Generation of Weather and Climate Intelligence, embracing a community-wide approach with participation of stakeholders from the public and private sectors, as well as academia and civil society. The new White Paper is an output of this consultative platform.
“The White Paper is based on the concept of a weather and climate innovation cycle which is determined to advance prediction services with the aim to improve public safety, quality of life, protect the environment, safeguard economic productivity. This applies across all domains, weather, climate, oceans, hydrology and the land surface, and time span of decisions from minutes and hours, through to weeks, months and even years ahead." Says Dr Gilbert Brunet, Chair of the WMO Scientific Advisory Panel and lead author and coordinator of the group of prominent scientists and experts worldwide who contributed to the White Paper.
"With appropriate investment in science and technology, and through better PPE, the weather and climate enterprise will meet the increasing stakeholder and customer demands for tailored and seamless weather and climate forecasts. Such improvements will provide significant value to all nations. This paper makes the case that in many ways the PPE will accelerate the desired bridging of the capacity gap in weather and climate service needed for developing countries," said Dr Brunet.
The White Paper traces the development of the weather enterprise and examines challenges and opportunities in the coming decade. It examines three overarching components of the innovation cycle: infrastructure, research and development, and operation.
Chapters include:
- Infrastructure for forecasting (observational and high-performance ecosystems; advances through public-private engagement)
- Science and technology driving advancement of numerical prediction (numerical Earth-system and weather-to-climate prediction; high-resolution global ensembles; quality and diversity of models; innovation through artificial intelligence and machine learning; leveraging through public–private engagement.
- Operational forecasting: from global to local and urban prediction (computational challenges and cloud technology; verification and quality assurance; further automation of post-processing systems and the evolving role of human forecasters; leveraging through public–private engagement).
- Acquiring value through weather and climate services (user perspective; forecasts for decision support; bridging between high-impact weather and climate services; education and training).
“The decade 2021–2030 will be the decisive period for realization of the 17 United Nations Sustainable Development Goals. Most of these goals have links with the changing environment – climate change, water resources and extreme events,” he said.
“The desired outcomes in all areas require enhanced resilience, which is also the main call of the WMO Vision 2030. The advances expected in weather forecasting and climate prediction during this decade will support those ambitious goals by enabling a next generation of weather and climate services that help people, businesses and governments to better mitigate risks, reduce losses, and materialize opportunities from the new intelligence of highly accurate and reliable forecasts and predictions,” says the concluding chapter of the White Paper.

UNDRR ROAMC: Investment in education creates more resilient societies

Investments in safe schools provide economic returns for society and also contribute to economic recovery, according to the latest evidence. They represent a clear way to finance risk reduction initiatives in the education sector and are a direct contribution to the creation of more resilient societies.
The suspension of classes for more than a year, due to the pandemic, has not been duly dimensioned.  Until now. Education may well be one of the most affected sectors by the COVID-19 crisis. According to different analyses, students affected by school closures will obtain 3% less income during their professional lives, which will mean an approximate GDP loss of 1.5% over the remainder of the century. The pandemic will also increase school desertion and will have a profound effect on learning processes for an entire generation, without taking into account systemic effects from school closures, such as increased malnutrition, mental health effects, and other vulnerabilities.
These are devastating figures that demonstrate the need for schools and their safety to be a fundamental part of national budgetary preparations. 3 out of 5 students who did not go to school last year live in Latin America and the Caribbean.  This was emphasized during the Virtual Caribbean Safe School Initiative Pre-Ministerial Forum, held between the 15th to the 26th of last March, which was oriented towards the promotion of safety in Caribbean schools, and which is the regional mechanism for putting into practice a relationship between education and resilience.
The sixth session of the Pre-forum: School safety investment as a Key Element of Economic Recovery showed the importance of integrating into recuperation processes all the lessons learnt during this crisis.
“We should invest in gathering and use of information for observation and mapping of precise interventions, while at the same time modernizing our technological infrastructure, not only to be able to face disasters, but also in regards to contemporary realities,” stated Fayval Willams, Minister of Education, Youth, and Information of Jamaica.
According to João Pedro Azevedo, World Bank economist, the educational system must prepare its teachers to confront lower learning levels and higher inequality levels. That is to say, to prepare them for the consequences of the pandemic. “Vulnerable sectors have been those most affected by the closures during the pandemic since they have no access to the necessary technology,” added Cynthia Hobbs, an education specialist from the Interamerican Development Bank.
Andrew A. Fahie, Prime Minister of the British Virgin Islands, stated that reconstruction of the school system after the pandemic must consider technology. “Inaction cannot be an action,” he stated.
Kamal Ahmed, an international disaster risk finance consultant for the United Nations Office for Disaster Risk Reduction (UNDRR), elaborated further on the importance of investing in all aspects of school safety. “A school structure that collapses or closes interrupts nutritional programs, for example, which are a key element in social programs of many countries, and which at times are the only access to nutrition for many vulnerable children. In the case of the pandemic, if the child stays at home, and the father or mother must also stay, it reduces participation of that home in the labour market and therefore, their income,” stated Ahmed. “Investment in education produces amazing results, but also a lack of investment leaves surprising consequences.”
According to Ahmed, governments should develop a comprehensive evaluation of schools, identifying strengths and capacities, in addition to creating a matrix with safe and resilient school strategies, fragile and marginal school programs, and most vulnerable school projects. A plan must be created to compensate for learning losses.
From the financial point of view, added Ahmed, investment must be made in such a way as to reduce economic, social, environmental, physical, and lack of governance vulnerabilities. The Ministry of Education must be the priority in national budget preparation, with projections not only for costs but also for emergency funds.
Raúl Salazar, chief of UNDRR - Regional Office for the Americas and the Caribbean, stated that “loss of education increases gaps and inequality in the school system, and therefore social vulnerabilities. The disappearance of a large sector of the school population from the educational system will create significant effects on all social systems, including the economic systems.”    This clearly underlines the dimensions of systemic risk by its characteristics and requires us to confront them with a holistic and comprehensive vision.
Fahie, Prime Minister of the British Virgin Islands, specified that 20% of the 7% tax collection is applied to financial services for the improvement of schools structure. In this case, risk reduction forms a permanent part of state expenditures.
The Sendai Framework for Disaster Risk Reduction (2015-2030) is clear on this subject: “disaster risk reduction should be strengthened by providing adequate resources through various funding mechanisms, including increased, timely, stable and predictable contributions to the United Nations Trust Fund for Disaster Reduction and by enhancing the role of the Trust Fund in relation to the implementation of the present Framework”.
The world initiative for Safe Schools was accepted by the States during the signing of the Sendai Framework, which has been in effect for six years as of the 18th of March.
“In order to go forward, we must do it together, in a comprehensive way, with inter-institutional and inter-sectorial effort that would employ the disaster management abilities of various sectors which will put in motion well developed plans and strategies, financed and coherent with other large agencies, such as the Sustainable Development Objectives, and the Paris Agreement,” stated Mami Mizutori, the Special Representative of the Secretary General for Disaster Risk Reduction, during the opening day of the Pre-Ministerial Forum.

Using AI to better understand natural hazards and disasters

As the realities of climate change take hold across the planet, the risks of natural hazards and disasters are becoming ever more familiar. Meteorologists, aiming to protect increasingly populous countries and communities, are tapping into artificial intelligence (AI) to get them the edge in early detection and disaster relief.
Al shows great potential to support data collection and monitoring, the reconstruction and forecasting of extreme events, and effective and accessible communication before and during a disaster.
This potential was in focus at a recent workshop feeding into the first meeting of the new Focus Group on AI for Natural Disaster Management. The group is open to all interested parties, supported by the International Telecommunication Union (ITU) together with the World Meteorological Organization (WMO) and UN Environment.
“AI can help us tackle disasters in development work as well as standardization work. With this new Focus Group, we will explore AI’s ability to analyze large datasets, refine datasets and accelerate disaster-management interventions,” said Chaesub Lee, Director of the ITU Telecommunication Standardization Bureau, in opening remarks to the workshop.
New solutions for data gaps
"High-quality data are the foundation for understanding natural hazards and underlying mechanisms providing ground truth, calibration data and building reliable AI-based algorithms," said Monique Kuglitsch, Innovation Manager at Fraunhofer Heinrich-Hertz-Institut and Chair of the new Focus Group.
In Switzerland, the WSL Institute for Snow and Avalanche Research uses seismic sensors in combination with a supervised machine-learning algorithm to detect the tremors that precede avalanches.
“You record lots of signals with seismic monitoring systems,” said WSL researcher Alec Van Hermijnen. “But avalanche signals have distinct characteristics that allow the algorithm to find them automatically. If you do this in continuous data, you end up with very accurate avalanche data."
Real-time data from weather stations throughout the Swiss Alps can be turned into a new snowpack stratigraphy simulation model to monitor danger levels and predict avalanches.
Modelling for better predictions
Comparatively rare events, like avalanches, offer limited training data for AI solutions. How models trained on historical data cope with climate change remains to be seen.
At the Pacific Northwest Seismic Network, Global Navigation Satellite System (GNSS) data is monitored in support of tsunami warnings. With traditional seismic systems proving inadequate in very large magnitude earthquakes, University of Washington research scientist Brendan Crowell wrote an algorithm, G-FAST (Geodetic First Approximation of Size and Timing), which estimates earthquake magnitudes within seconds of earthquakes’ time of origin.
In north-eastern Germany, deep learning of waveforms produces probabilistic forecasts and helps to warn residents in affected areas. The Transformer Earthquake Alerting Model supports well-informed decision-making, said PhD Researcher Jannes Münchmeyer at the GeoForschungsZentrum Potsdam.
Better data practices for a resilient future
How humans react in a disaster is also important to understand. Satellite images of Earth at night - called "night lights" – help to track the interactions between people and river resources. The dataset for Italy helps to manage water-related natural disasters, said Serena Ceola, Senior Assistant Professor at the University of Bologna.
Open data initiatives and public-private partnerships are also using AI in the hope of building a resilient future.
The ClimateNet repository promises a deep database for researchers, while the CLINT (Climate Intelligence) consortium in Europe aims to use machine learning to detect and respond to extreme events.
Some practitioners, however, are not validating their models with independent data, reinforcing perceptions of AI as a “black box”, says Carlos Gaitan, Co-founder and CTO of Benchmark Labs and a member of the American Meteorological Society Committee on AI Applications to Environmental Science. "For example, sometimes, you have only annual data for the points of observations, and that makes deep neural networks unfeasible."
A lack of quality-controlled data is another obstacle in environmental sciences that continue to rely on human input. Datasets come in different formats, and high-performing computers are not available to all, Gaitan added.
AI to power community-centred communications
Communications around disasters require high awareness of communities and their comprising connections.
"Too often when we are trying to understand the vulnerability and equity implications of our work, we are using data from the census of five or ten years ago,” said Steven Stichter, Director of the Resilient America Program at the US National Academies of Science (NAS). “That's not sufficient as we seek to tailor solutions and messages to communities."
A people-centered mechanism is at the core of the Sendai Framework for Disaster Risk Reduction, a framework providing countries with concrete actions that they can take to protect development gains from the risk of disaster.
If AI can identify community influencers, it can help to target appropriate messages to reduce vulnerability, Stichter said.
With wider internet access and improved data speeds, information can reach people faster, added Rakiya Babamaaji, Head of Natural Resources Management at Nigeria’s National Space Research and Development Agency and Vice Chair of the Africa Science and Technology Advisory Group on Disaster Risk Reduction (Af-STAG DRR).
AI can combine Earth observation data, street-level imagery, data drawn from connected devices, and volunteered geographical details. However, technology alone cannot solve problems, Babamaaji added. People need to work together, using technology creatively to tackle problems.
With clear guidance on best practices, AI will get better and better in terms of accessibility, interoperability, and reusability, said Jürg Luterbacher, Chief Scientist & Director of Science and Innovation at WMO. But any AI-based framework must also consider human and ecological vulnerabilities. "We have also to identify data biases, or train algorithms to interpret data within an ethical framework that considers minority and vulnerable populations," he added.
Image credit: via Wikimedia Commons