Natural disasters, the climate emergency and conflict all do not respect seasons and festivities. From Mozambique to Vanuatu, via Lebanon, MapAction teams have been requested to provide emergency mapping and data support in three different crises worldwide this Christmas.
Mozambique cyclone
Nearly half a million people have been affected by Cyclone Chido in Mozambique alone, according to a December 27th bulletin, based on data from the Mozambican Institute for Management and Reduction of Risk and Disasters (INGD), and published by the United Nations Office for the Coordination of Humanitarian Affairs (OCHA). Nearly 70,000 houses have been destroyed and 30,000 damaged, according to the same OCHA situation overview. MapAction’s support was requested by the 19-member state Southern African Development Community (SADC) regional bloc.
Nearly 70,000 houses have been destroyed and 30,000 damaged. Mozambican Institute for Management and Reduction of Risk and Disasters (INGD)
The MapAction team has already mapped the information made available as part of the situational assessment reports coming out nationally, helping to identify affected provinces and people in potential need. Other mapping products include: precipitation and storm track by district, as well as the affected population by density. Additionally, the MapAction team has been helping to set up online information related to the response as part of the SADC Humanitarian and Emergency Operations Centre online instance.
Vanuatu earthquake
Another team meanwhile was requested by the United Nations Disaster Assessment Coordination (UNDAC) office in Vanuatu to offer information management support in response to the devastating 7.3 magnitude earthquake on the Pacific island. The earthquake, which struck on December 17th, has already claimed 14 fatalities, according to the UN, with thousands more displaced.
MapAction as one of UNDAC’s operational partners has been requested to provide mapping support remotely in order to assist the coordination efforts by the UNDAC team in the field.
A MapAction team has already begun to map existing health facilities and create a country overview while an UNDAC field team continues to collect information from the ground to shape the emergency response. This is MapAction’s 13th response to an earthquake.
Refugees in Lebanon
Recent developments in Syria and heightened tensions in the region have seen a sharp rise in the number of displaced people on the move. A MapAction team is supporting the United Nations High Commission for Refugees (UNHCR) to understand the needs of refugees and IDPs affected by the recent conflict in Syria, in order to provide vital humanitarian aid.
Our Example Product Catalogue can help you present data for a plethora of crises: from earthquakes, to conflict, floods or volcanic eruptions, we can help you make sense of your data: https://guides.mapaction.org/
As part of MapAction’s strategic commitment to locally-led, sustainability is defined as helping ensure the longevity and sustainability of anticipatory action (AA) projects by establishing effective evaluation frameworks and sharing lessons learned with the wider community. It is critical that local voices are embedded with these projects and processes.
In times of crisis, timely and accurate geospatial data is crucial for effective humanitarian response. This GIS Day 2024, we discuss a new project: an automated data pipeline to streamline the collection and preparation of essential geospatial datasets for emergencies. By replicating the data scramble process our GIS teams typically perform during emergencies, the MapAction Automated Data Pipeline aims to expedite the delivery of critical information to those who need it most.
By: Evangelos Diakatos, MapAction Data Engineer
By automating the acquisition of these datasets, the pipeline aims to improve efficiency by reducing the time required to gather and prepare data during emergencies. It enhances accuracy by providing up-to-date and consistent datasets for mapping and analysis, enabling the GIS team to focus on critical analysis and map production rather than manual data collection. This supports a more rapid and effective humanitarian response.
Data Sources
The pipeline integrates data from several key sources. One of the primary sources is the Humanitarian Data Exchange (HDX), a platform hosted by OCHA that offers a wide range of humanitarian datasets. HDX provides access to critical information necessary for planning and coordinating emergency responses.
Another important source is Google Earth Engine (GEE), a cloud-based platform that facilitates the processing of satellite imagery and other geospatial datasets. Additionally, the pipeline retrieves data from OpenStreetMap (OSM), a collaborative project aimed at creating a free, editable map of the world. OSM provides detailed geographical information, including roads, buildings, and points of interest.
Figure: Example of baseline map made by MapAction on past emergency responses. Our new data pipeline aims to automate the acquisition and processing of data used in these maps, such as administrative boundaries, transport infrastructure and geographic features
The datasets collected and processed by the pipeline are mainly the data needed in the first moments after the onset of an emergency. They describe the country or region’s situation before the emergency and form the baseline of our maps, which will be enriched with situational information as the emergency develops. One can mention for example administrative boundaries, geographic features such as rivers and lakes, population distribution and infrastructure (e.g., roads, airports, hospital).
Technology stack
All of these datasets are gathered mainly through APIs. APIs, or Application Programming Interfaces, are sets of rules that allow different software applications to communicate with each other. By interfacing with various APIs, the pipeline is able to fetch the latest data directly from the source. This ensures that the information used in analyses is both up-to-date and consistent, providing a reliable foundation for emergency response efforts.
Pipeline architecture showing the different steps, from data acquisition to storage.
The MapAction data pipeline is constructed using a combination of Python and Bash scripts. Python is a versatile programming language known for its readability and extensive libraries, making it ideal for data processing tasks. Bash scripts facilitate the automation of command-line operations in a Linux environment.
To ensure portability and consistency across different computing environments, the pipeline operates within a Linux Docker container. Docker is a platform that uses containers to package applications and their dependencies, allowing for seamless deployment across various systems .
Process orchestration is handled by Apache Airflow, an open-source workflow management platform. It enables the scheduling and monitoring of workflows, managing task dependencies, and ensuring that data processing steps occur in the correct order.
Next steps
The next phase for the MapAction Automated Data Pipeline involves rigorous validation of the results and testing during actual emergency responses. By integrating the pipeline into live operations, we can assess its effectiveness and make necessary adjustments. Initially, the tool will be made available for internal use within MapAction, allowing our GIS team to benefit from its capabilities while we continue to refine its functionality.
In the future, we aim to adopt an event-driven pipeline approach, enabling automatic initiation of data processing in response to specific triggers such as GDACS disaster alerts. Additionally, we plan to develop an interactive dashboard that allows for manual configuration of pipeline runs, giving users greater control over data collection parameters.
Ultimately, after thorough internal testing and refinement, we hope to make the pipeline available to the broader humanitarian community. By sharing this tool publicly, we aim to support other organisations in enhancing their emergency response efforts through improved data accessibility and efficiency.
MapAction’s work in humanitarian response is funded by USAID’s Bureau for Humanitarian Assistance (BHA) and the German Federal Foreign Office’s Programme for Humanitarian Assistance.
In 2023, MapAction began working in Madagascar as part of a global programme to strengthen anticipatory action. In the video below, local partners and stakeholders report on the impact of various activities, including training on mapping and modelling with geospatial data, humanitarian information management and the INFORM Risk Index methodology for anticipatory action risk forecasting; stakeholder mapping and the development of a Vulnerability Assessment Tool.
As we celebrate World Humanitarian Day, a handful of MapAction members reflect on why they continue to use their skills for the good of humanitarian relief.
Tiago Canelas
Maps resonate deeply with people. They see their stories in them, and that sense of ownership is empowering. In times of crisis, people seek hope and control over their future.
For many years, I’ve worked in global health, developing spatial models and insights to improve lives in low and middle-income countries. One thing became clear along the way: maps resonate deeply with people. They see their stories in them, and that sense of ownership is empowering. In times of crisis, people seek hope and control over their future. That’s why I joined MapAction, to make a broader impact by using the power of maps to give those most in need a voice and a path to a brighter future.
Jiri Klic
Throughout history people of every generation have faced their own challenges, and I genuinely believe that the UN SDGs are the greatest and most important challenge of our lifetime.
My motivation to get involved with the humanitarian sector is deeply rooted in my passion for the UN Sustainable Development Goals. Throughout history people of every generation have faced their own challenges, and I genuinely believe that the UN SDGs are the greatest and most important challenge of our lifetime. That being said, I have been inspired to join MapAction by my great friend and former colleague Cate Seale, who is also one of the MapAction members. Hopefully, my transparency on the subject of personal approach will serve as an inspiration to others.
Lavern Ryan
I will never forget how I felt at that moment. The moment that I had just received confirmation that I was being deployed to support the relief efforts for Hurricane Beryl. There were so many emotions that overpowered me.
I chose to become a Map Action volunteer because I wanted to do more. I wanted to be in a better position to offer assistance and use my skills in geospatial technologies to better contribute to humanitarian efforts during a disaster. In 2017, when Hurricane Irma and Maria hit the neighbouring Caribbean Islands, I felt helpless and hopeless. This time around however, I was better prepared and well placed to say yes without hesitation. Brighten the corner, where you are is a song by Ina D. Ogdon that I identify with and live by. MapAction has afforded me the opportunity to help my Caribbean brothers and sisters in the best way I know how. I am grateful also to my family and friends who have supported me along this journey.
I will never forget how I felt at that moment. The moment that I had just received confirmation that I was being deployed to support the relief efforts for Hurricane Beryl. There were so many emotions that overpowered me. I was happy yet at the same time sad. I was excited, yet at the same time overwhelmed. I was anxious, yet I was calm.
I had not long returned home to Montserrat on the heels of completing MapAction’s Annual Disaster Simulation Exercise in the UK: MapEx. I felt prepared and ready. As a Caribbean-based MapAction Volunteer, I previously remotely deployed where I responded to the 2021 Volcanic eruption in St. Vincent and the Grenadines. This deployment however was different. I was being deployed in the field.
As a Caribbean resident, I have grown accustomed to getting prepared for the hurricane season. The Atlantic hurricane season runs from June 1 through to November 30. Hurricane Beryl was the earliest-forming Category 5 hurricane on record! Beginning with the letter “B”, as its name implies, it was the second named storm for the year, but still the first hurricane for 2024. When Hurricane Beryl made landfall on July 1st, the damage and casualties were widespread. Hurricane Beryl caused catastrophic damage on Grenada’s northern islands of Carriacou and Petite Martinique and on several of Saint Vincent and the Grenadines’ southern islands, such as Union Island and Canouan.
Uncertain of exactly which island I would be deployed to, I travelled from Montserrat to Barbados to report to the Caribbean Disaster Emergency Management Agency (CDEMA). MapAction and CDEMA have a strong working relationship, collaboration and partnership. My other two (2) fellow MapAction Team Members went ahead to St. Vincent to offer support there. I boarded the Barbados Coast Guard Vessel, along with a team from the United Nations Disaster and Coordination (UNDAC) team and several Defense Force groups from neighbouring islands. We set sail for Carriacou. The pictures on social media did not encapsulate the magnitude of devastation which caught my eyes on Carriacou. Everything was totally devastated! I tried to imagine what the residents of this island endured during the passage of the storm.
The days that followed saw me working closely with the team at the National Disaster Management Agency (NaDMA). I assisted in producing maps such as: Humanitarian Relief Effort, Active Emergency Shelter Population and Pop-Up Shelters, Logistic structures and Structural Damage Assessment on Carriacou and Petite Martinique.
Indigo Brownhall
This is what motivates me: the drive to support disasters and humanitarian events straight after, using GIS and mapping to get aid to those who need it most – while supporting coordination and bringing the power of a map to a response.
In 2019, I was lucky enough to visit and study the Upper Bhote Koshi River on the border between China and Nepal, staring at a landslide that had removed an entire village off the side of the mountain, destroyed the only access road, and resulted in displacement and casualties of many residents. Standing there, I could only hope that the research that I was conducting would support the development of the area’s future environmental resilience. This experience caused me to reflect on the impact that support work in the immediate aftermath of an event could have on communities’ short and long-term outcomes.
This inspired my ever-strengthening interest and love for the role of geospatial and earth in both sustainability, natural disasters and the wider humanitarian sector. But most importantly, how as an industry we can support communities both in the short and long term.
MapAction aims to provide this and I truly believe that every single staff member and volunteer has this in mind. This is what motivates me: the drive to support disasters and humanitarian events straight after, using GIS and mapping to get aid to those who need it most – while supporting coordination and bringing the power of a map to a response.
Elena Field
I decided to get involved as I have always wanted to use the skills I had to help people. MapAction is a fantastic organisation with dedicated people who share that drive to help others.
My main driver is learning new things and putting that learning into practice to help other people. The training MapAction run throughout the year and the simulation exercises all feed into an atmosphere of constant improvement in how we can help others better.
For me the most impactful experience I’ve had so far has to be watching a debrief in the Hurricane Beryl response where the lead responders used maps we produced to guide their decision making. It really felt then that the all the training and simulation exercises had paid off seeing our work helping people in real time.
MapAction team members are supporting the Belize national disaster management agency NEMO to get a clearer understanding of the extent and impact of wildfires that continue to spread through southern and western Belize, causing damage to infrastructure, crops, land and livelihoods.
Drought and a lack of rainfall have caused severe ongoing wildfires in the Central American country of Belize. As of May 28th, 10,000 hectares of land and 200 homes had been destroyed, according to the Caribbean Disaster Emergency Management Agency (CDEMA). Damages as of end of May 2024 totalled more than $8 million.
The response to the wildfires is being coordinated by Belize’s national disaster response agency, the National Emergency Management Organisation (NEMO), one of 19 CDEMA members. CDEMA, a long-time MapAction partner, requested MapAction’s support to assist local authorities in getting a clearer understanding as to the extent of the crisis.
MapAction volunteer members Sam Gandhi, a GIS specialist, and Edith Lendak – who works for green energy company Orsted – are in Belize assisting the Geospatial Information Systems (GIS) and disaster assessment teams out of the National Emergency Management Organisation’s (NEMO) various country offices. MapAction volunteer member Indigo Brownhall, a researcher with the Space Geodesy and Navigation Laboratory (SGNL) at University College London (UCL), is providing remote support.
The team’s focus will be on the worst affected areas: the southern region of Toledo, before moving north to focus on Cayo District, where the country’s capital, Belmopan, is situated.
“This shows the effectiveness of our partnership with CDEMA,” says Darren Dovey, head of emergency response for MapAction. “We were able to quickly understand their needs and advise that sending a MapAction team to Belize would be the most effective way to support them, working with their own GIS teams and supported by the wider MapAction membership remotely,” adds Dovey.
The maps produced so far cover a range of key data points: the baseline population in each district, disaggregated by age, sex and gender; key ecosystems of Belize, as well as landcover per area. More maps will be created for decision-makers in the next few days and weeks.
MapAction helps decision-makers get an overview of an emergency by mapping the key data about the extent and impact on communities, land and infrastructure. This helps emergency responders act faster, more efficiently and provide support to at-risk communities.
Each map is created to help decision-makers act faster and more accurately. Some maps are key to search-and-rescue operations – knowing where to send rescue personnel, which areas have been searched and which have not. Other maps might help plot a path for emergency aid to those who need it most, using the fastest and most accessible routes. Another map might outline where people are moving; how a wildfire is spreading or where the largest human need is.
For more than a decade, MapAction has provided support to Madagascar’s national disaster management agency, managing and visualising key data to support decision-makers, during tropical storms and cyclones. Now the focus is on strengthening the island’s preparedness for any future disasters. This includes a nationwide review of overall information management capacity and gaps, training of stakeholders, tools to automate processes and a data-driven anticipatory action plan to reduce future suffering.
“Those who have good preparedness will be safe from danger.” So reads the maxim of Madagascar’s national disaster management agency (Bureau National de Gestion des Risques et des Catastrophes – BNGRC), whose job is to develop and implement contingency plans for natural disasters.
No easy feat. Madagascar is one of the 10 poorest countries in Africa, meaning resources for this kind of work are stretched. Chronic malnutrition affects nearly 40 percent of children, according to data from the World Food Programme (WFP). More than 90 percent of the 28 million people who live in Africa’s largest island subsist on less than $3.10 p/day, according to the same source. Regular natural disasters add to the chronic food insecurity.
“The south of Madagascar is affected by a recurrent drought and the southeast is prone to recurrent cyclones and flooding,” states a report by WFP. “In these regions, up to 1.31 million people face high levels of acute food insecurity.”
The BNGRC and partner agencies have a huge challenge to maximise resources for at risk-communities.
In recent years, with natural disasters on the rise due to the climate emergency, humanitarian data use is changing. With the right understanding of risk and data-backed mitigation scenarios, disaster managers and partners in countries on the frontlines of the climate emergency, like Madagascar, can reduce future suffering. Anticipatory actions help save lives by ensuring local disaster managers have the data, tools and capacity they need to mitigate the worst effects of FUTURE disasters. A fire extinguisher puts out fires; an alarm helps prevent the worst flames.
Data v. future disasters
For several years MapAction has been helping local disaster agencies to adopt the specialist and complex data standards that are required to use anticipatory action tools. This helps them access vital early funding based on pre-agreed ‘triggers’ signalled by data. These tools combine local knowledge of risks with things like climate data, enabling money and resources to be used to protect at-risk communities shortly before a disaster strikes.
In 2023 MapAction created a dedicated Anticipatory Action team and started contributing to the European Union designed INFORM Subnational Risk models, initially in Eswatini and most recently in Madagascar. MapAction’s Daniel Soares and Piet Gerrits co-led a consultation workshop with more than 40 stakeholders from UN agencies, government, academic institutions and civil society organisations in Madagascar in early 2024, in a process co-led by BNGRC, UNDP and UNICEF.
The main outcome was the agreement on the so-called Madagascar INFORM Framework and the initial data collection. In total, 195 indicators – which cover hazards and exposure, vulnerability and coping capacity – were identified, with 88 flagged as very relevant. These are all standard indicators for disaster scenarios. UNICEF also facilitated the inclusion of indicators designed to identify at-risk children.
The data modelling work was preceded by extensive mapping of the disaster response landscape, as well as professional development events for stakeholders in Madagascar, to strengthen the country’s overall capacity to use geospatial and information management tools.
In 2022, MapAction decided to increase its focus on Madagascar, resulting in a spate of new programmes. That same year, MapAction joined Start Network, a network of 90 local and international organisations whose “mission is to create a new era of humanitarian action that will save even more lives.”
In 2023, MapAction conducted a training programme for staff from Start Network member organisations in Madagascar: team members from our organisation provided hazard data analysis and mapping training for tech representatives from civil society organisations within Start Network.
Since then, longtime MapAction team member Ant Scott has supported Start Network in developing processes to allow the Vulnerability Assessment Tool (video demo) to be shared and published online. The tool was developed in Madagascar, designed for GIS (Geospatial Information Systems, or mapping/spatial analysis tools) professionals at civil society organisations and local disaster managers. It’s a predictive model to understand which districts are most at risk in a cyclone, storm or hurricane.
This vital information helps decision-makers to get an overview of a crisis: the places and communities most affected or exposed; the threats to health, wellbeing and security. The work MapAction has been supporting, using the Felt mapping platform, allows the results of the tool to swiftly be disseminated online and combined with other data in a way that gives easy access to everyone involved.
Other work has focused on identifying strengths and weaknesses in the country’s overall information management and geospatial sector. MapAction’s Anticipatory Action Analyst, Orla Desmond, met with dozens of stakeholders from government, NGOs and the academic sector in early 2024 in the Madagascar capital Antananarivo, part of a comprehensive ‘mapping’ of the disaster stakeholder landscape. The emphasis was on GIS strengths and weaknesses and anticipatory action. Discussions were held about GIS data sources, the quality and accessibility of data, and the types of data required by organisations carrying out anticipatory actions. Opportunities for improvements were then shared with Start Network in Madagascar as part of a 27-page comprehensive report.
Next steps
Our team also conducted training in parallel on developing baseline maps in a crisis – Who, What, Where maps (known in the industry as the ‘3Ws’) – a fundamental trio for any decision-maker in an emergency.
Yet our work in Madagascar is far from finished. GIS consultant Ant Scott and data scientist Carola Martens are returning to the island in the Southern African Development Community (SADC) on 17th June 2024 to conduct further training and hands-on workshops in GIS and data management skills. These will be for key personnel identified during the research and other local staff involved in disaster management and anticipatory action planning. The impact will be to strengthen the country’s overall response and planning capacity for disasters.
Stay tuned for more risk models
Meanwhile, MapAction’s work building INFORM RISK Subnational models – data sets to mitigate hazards and disasters and protect at risk-communities – continues worldwide.
“The partnership between INFORM and MapAction greatly increases our capacity to support countries to develop INFORM Subnational risk models,” says Andrew Thow, Programme Manager at the UN, an INFORM partner. “These models help countries understand their risks and inform planning and programming to better prevent and prepare for crises and disasters,” adds Thow.
(EN) MapAction works with disaster management authorities and networks worldwide to strengthen data quality and humanitarian information management preparedness. If you would like to discuss a potential partnership, please contact our Head of Programmes and Partnerships Marina Kobzeva: mkobzeva@mapaction.org
(FR) MapAction travaille avec les autorités et les réseaux de gestion des catastrophes dans différentes parties du monde pour renforcer la qualité des données et la préparation à la GI humanitaire. Si vous souhaitez discuter d’un partenariat potentiel, veuillez contacter notre responsable des programmes et des partenariats Marina Kobzeva: mkobzeva@mapaction.org
(PT) A MapAction trabalha com autoridades e redes de gestão de desastres em diferentes partes do mundo para fortalecer a qualidade dos dados e a preparação para a gestão da informação humanitária. Para discutir uma possível parceria, entre em contato com nossa Chefe de Programas e Parcerias, Marina Kobzeva: mkobzeva@mapaction.org
International Girls in ICT Day, celebrated every April, aims to celebrate female leadership in ICT. “Women are nearly absent from software development, engineering, technology research, academia as well as at the highest levels of policy making. They also tend to leave science and technology jobs at higher rates than men,” states the commemorative day’s UN website. MapAction is nevertheless home to dozens of women staff and volunteers who are software developers, academics, data scientists or geospatial engineers to mention but a few specialisations. We spoke with two: Head of Geospatial Services Gemma Davies and Geospatial Coordinator Charlotte Moss about their passion for geospatial technology and maps.
GEMMA DAVIES, HEAD OF GEOSPATIAL SERVICES
Q: What made you want to get into working with geospatial information systems?
Gemma: I’ve always loved logical problem solving and when I was first introduced to GIS at university I realised GIS was the perfect way to apply my logical analytical skills to the geography I was interested in.
Q: What is your official job title at MapAction?
Gemma: Head of Geospatial Services.
Q: What have you been working on recently?
Gemma: Most recently I have been working on improvements to our GIS training offer that will help equip people working in organisations like national disaster management agencies to make use of GIS in their work.
Q:What’s next on the horizon?
Gemma: In addition to training development, next on the horizon includes working with our innovation and technology team to automate consistent sourcing and processing of the datasets we most frequently use for emergency response.
Q: What do you like most about your job?
Gemma: The job is really varied and you get to apply GIS very practically in a way that may positively impact people’s lives.
GIS is a powerful tool that aids understanding of the world around us and enhances decision-making. Channelling this power in a way that uses the tools to benefit potentially at-risk populations is so important.
Q: Why does GIS4Good matter?
Gemma: GIS is a powerful tool that aids understanding of the world around us and enhances decision making. Channelling this power in a way that uses the tools to benefit potentially at-risk populations is so important.
Three things you love about maps.
Gemma: They provide a virtual insight into places you are yet to explore; they bring information to life in new ways and they can help inform important decision-making.
READ ALSO: She survived a volcanic eruption and helped rebuild her island afterwards. Meet Lavern Ryan, a MapAction volunteer and GIS aficionado.
CHARLOTTE MOSS: GEOSPATIAL COORDINATOR
Q: What made you want to get into working with geospatial information systems?
Charlotte: I have always loved maps. As a child I used to spend hours drawing treasure maps. Now I get to solve actual geospatial problems using GIS software rather than pencils!
Q: What is your official job title at MapAction?
Charlotte: I work as a Geospatial Coordinator at MapAction.
As a child I used to spend hours drawing treasure maps. Now I get to solve actual geospatial problems using GIS software rather than pencils!
Q: What have you been working on recently?
Charlotte: I work on MapAction’s health programme. We are currently working on an initiative with UNICEF and CartONG to help ministries in six West and Central African countries use geospatial techniques to assist them in providing vaccination and birth registration services.
Charlotte: I’m off to Côte d’Ivoire to discuss the needs of the teams there working on the project.
Q: What do you like most about your job?
Charlotte: I get to travel and meet people from all over the world. Maps are always a fascinating way of communicating.
Q: Why does GIS4Good matter?
Charlotte: I have developed my GIS skills in other areas of work and it feels great to be able to give back what I have learnt to humanitarian projects.
Three things you love about maps.
Charlotte: The details, the number of ways you can conceptualise a problem and the colours.
MapAction is supporting national and local disaster management authorities to reduce and address the multiple risks faced, provide better early warning systems and facilitate risk-informed development. We kickstarted our work in Eswatini.
For nearly 20 years, in 140+ emergencies, MapAction has supported countries in mitigating disasters. Since July 2023, in partnership with the European Commission’s INFORM Risk Index, MapAction is working to support national and subnational disaster managers to update or rebuild their disaster forecasts, mitigating tools and risk atlases.
INFORM subnational risk models are an important source of information for anticipatory action, development and preparedness projects. Making sure that the models are high quality, with the best available data – and readily maintained, is essential.
In October 2023, MapAction began working with disaster authorities and international partners to build a risk and disaster model for Eswatini, a country in southern Africa with a population of just over one million. Building the risk model involves four technical processes: data collection, data processing, data calibration and data validation. All contribute to data quality control and the ‘authority’ of the model.
“We are really pleased to currently work with four regional disaster management agencies across Asia and Africa, as well as working with many national disaster management authorities,” says MapAction’s CEO Colin Rogers. “Working with regional and national structures is core to our approach in strengthening global humanitarian geospatial capability,” adds Rogers.
Fire extinguishers put out fires: fire alarms help prevent them. This risk assessment work is in partnership with various national and international partners, including: the Eswatini National Disaster Management Agency (NDMA), UNDP and German technical development agency GIZ and will serve as a basis for the future SADC regional model also developed by UNDP, GIZ and SADC country members.
“Address multiple risks” “UNDP Eswatini is committed to working… to reduce and address multiple risks we are facing, provide better early warning systems and facilitate risk-informed development to progress towards aspirations and goals set in the National Development Plan,” said UNDP’s Eswatini Deputy Resident Representative Nessie Golakai, outlining the UN agency’s goals on anticipatory action, in December 2023.
Eswatini: risk overview
An INFORM Subnational risk index shows a detailed picture of risk and its components within a single region or country. It covers not only hazards exposure (e.g. earthquakes, floods and conflicts) but also a country’s vulnerabilities, such as diseases prevalence and poverty, as well as its coping capacity. Of particular interest for Eswatini are droughts and associated food insecurity issues. In 2023, 238,000 in Eswatini faced “acute food insecurity,” according to an IPC study reported on ReliefWeb. Eswatini also has the highest HIV prevalence in the world, according to data from the World Health Organisation (WHO).
For the first phase of strengthening Eswatini’s risk model, a consultation workshop took place in August 2023 bringing together national partners, SADC representatives, GIZ and UNDP. During the workshop, the model framework was defined, covering which indicators are most relevant for Eswatini and other SADC countries. A total of 87 indicators from 49 data sources were identified, including data from public international agencies such as the WHO, the Food and Agriculture Organisation of the United Nations (FAO) and the World Bank, as well as national ministries, agencies and databases.
Then comes the data processing. Data comes in different formats such as spreadsheets, pdf reports and geospatial vectors and rasters. The processing can be as easy as finding a given value for the adult literacy per region on a report or as complicated as manipulating several geospatial rasters and administrative boundaries to compute exposed population to flooding per sub-region.
Making data comprehensible
The data then needs to be calibrated. Values have different ranges and units, such as number of casualties, corruption index, immunisation rate or health facilities density. To be able to aggregate these values on a single index, a normalisation is needed, such as dividing all values by the maximum within a country or region. Once indicators are expressed in a common format (a value between 0 and 10) we can aggregate them to have one index per dimension (Hazards, Vulnerability and Capacity) and finally a single index per subnational zone.
These three steps all produce margins of error; in the final phase the data is reviewed and validated. In this phase, indicators are verified and where necessary, corrected. Partners from Eswatini made vital contributions to validate the overall results and methodologies and suggest improvements.
Handover and sustainability
The work was presented to partners at a two-day handover workshop in Eswatini in December 2023 by MapAction’s Head of Data Science Daniel Soares, Senior Meal Advisor Samuel Asimi and Volunteer Anne-Marie Frankland. This handover workshop was intended for NDMA staff to take ownership of the model, while also validating it to identify improvements. The two-day event also incorporated professional development components pegged to the INFORM methodology with a practical focus on data collection, processing and calibration.
On a practical note, three ways also emerged from the event as to how the model would be used going forward.
To support decision making on disaster preparedness, early action, disaster response and recovery.
To determine the level of exposure and vulnerability of localities for improved policy recommendation and more effective DRR measures
To coordinate data collection, storage and sharing in order to strengthen reporting and decision making based on scientific evidence. The data will be updated according to the agency’s needs, although MapAction’s recommendation is a complete update every 24 to 36 months.
MapAction’s work in Eswatini is part of a larger project supported by the German Federal Foreign Office to strengthen global anticipatory action frameworks at local level. MapAction will work with several countries on new subnational models for disaster preparedness in the course of the next 18 months.
Work has already begun on developing a new subnational risk model for Saint Kitts and Nevis. We are also currently scoping new collaborations for early 2024 in Madagascar, Vanuatu, Fiji and Lebanon.
Sustainability
A key part of the work MapAction does is to ensure the sustainability of various interventions we carry out across the globe. We do this through identifying and unblocking barriers in a collaborative way with our partners. The aim of this is to encourage the building of sustainable systems to outlive MapAction’s support to these partners who may be state or non-state actors.
In addition to the above, within MapAction’s Anticipatory Action programme, we seek to ensure longevity and sustainability by establishing effective evaluation frameworks and sharing lessons learned with the wider community.
During the 2023 December Workshop, one session on Sustainability was hosted by Samuel Asimi, who highlighted the sustainability components for the INFORM Eswatini Risk model.
He noted that the handover workshop was the first of three components of the sustainability plan. The other two which will follow are the planned sustainability landscape mapping and the co-creation of an action plan. This initiative will be led by the NDMA and supported by MapAction.
MapAction urges world leaders and stakeholders gathered at COP28 to promote data-driven solutions to improve the lives of people on the front lines of climate change. (A version of this article was first published before CoP27 in Egypt in 2022. It was updated for CoP28 in November 2023. )
In recent years we have seen a large increase in the number of natural disasters worldwide. Regular climate-related disasters are exacerbating water and food insecurity.
How emergency relief stakeholders and governments coordinate their responses to the climate emergency can impact the recovery of affected communities. That is why good data is key to preparedness and mitigation, especially in locations with limited resources.
As the changing climate ravages and displaces some of the world’s poorest communities, good data use will not prevent such climate-driven occurrences. It can only soften the effects by helping the affected communities, and stakeholders, to be prepared and to coordinate relief strategies. Good use of data in decision-making at key moments can reduce the human cost of the climate emergency.
“Data, often visualised through maps, can help identify who the most vulnerable people are, where they are, and highlight need,” said Nick Moody, MapAction’s chair of trustees, before CoP27 in 2022. “At CoP27 there was a recognition that while this information is critical during a crisis, it can have an even greater effect if used in advance. MapAction has a huge role to play in helping others to build resilience through data.”
Why MapAction?
Since MapAction’s inception over 20 years ago, the charity has provided data and specialist technical geospatial and data volunteers in more than 140 crises, many climate-related, worldwide. Our team has supported responses alongside UN, regional and national agencies as well as INGOs and local civil society organisations, providing relief to some of the most vulnerable climate-exposed people worldwide.
Our 70+ volunteers come from across the ever-growing range of sectors using data and geospatial technology, bringing a huge diversity of technical expertise. MapAction gives them the training, operational experience and support needed to operate effectively in humanitarian situations.
Working in collaboration with many emergency relief partners, our teams create unique situation maps, data visualisations, data sets and other products that help coordinate disaster relief using the best available information in the most insightful ways. The improved decisions they enable can help mitigate, for example, the impact of droughts, floods, hurricanes, earthquakes, famines and health crises, to save lives and protect communities. In 2023 alone, MapAction has provided data products, volunteer mapping teams or experts to support emergency response, anticipatory action programmes or capacity building in a dozen countries in five continents.
While MapAction’s initial expertise was in support of emergency response, our work is increasingly moving into early warning and preparedness. Anthropogenic climate change has been proven to alter both the likelihood and the severity of extreme weather events around the world, and the growing frequency of these can be predicted, if not precisely then generally. Being ready to spot the indicators, triggering early support for anticipatory action can be life-saving. Predictive analytics can allow us to define the mechanisms that trigger these actions by analysing current and historical data and developing models, as long as the data is reliable.
“It is more important than ever to be able to respond effectively to such events, but also to be able to anticipate them, in order to more effectively mitigate their impact,” Daniele Castellana, former lead Data Scientist at MapAction, commented before CoP27. “Through our collaborations with the Centre for Humanitarian Data and the Start Network, MapAction has been working on this flourishing component of humanitarian aid.” MapAction launched its own InnovationHub in 2022.
Early action is one of the most effective ways to address the ever-growing climate impacts. That is why MapAction has partnered with the START Network, a coalition that focuses on humanitarian action through innovation, fast funding and early action; Insurance Development Forum is also a partner in this work. START Network brings together 55 international non-governmental organisations and 7,000 partners worldwide. MapAction is also working with INFORM to support updating forecast and risk models with select national disaster management agencies worldwide.
MapAction has made concrete commitments to actively seek solutions to reduce the impact of climate change. In October 2021, we signed the Climate and Environment Charter for Humanitarian Organisations. The charter was developed by the International Committee of the Red Cross (ICRC) and the International Federation of Red Cross and Red Crescent Societies (IFRC), and guided by a 19-person strong Advisory Committee which included representatives of local, national and international NGOs, UN agencies and National Red Cross and Red Crescent Societies, as well as academics, researchers and experts in the humanitarian, development, climate and environmental fields.
Signing that charter commits us to being a part of the solution and helping people adapt to a changing climate and environment. It will also help strengthen our own resolve and efforts to be environmentally sustainable. Most of all, it recognises that our efforts must be a collective endeavour – no organisation can tackle this alone.
Together with a growing range of partners, looking to engage ever more locally, we are using geospatial data, data visualization and data science to start laying the groundwork for climate resilience. The objective is to improve preventive actions and strategies in humanitarian response.
Because what we map today we can mitigate tomorrow and in the future. That is why the science of how we source, analyze, shape, share and deploy data must be at the heart of all current and future discussions on adapting to climate change.
For more info on MapAction’s work, please drop by our website.
Since its inception MapAction has worked on leveraging technical expertise and geospatial technologies to transform humanitarian decision-making. In 2022, the ‘Data Science Lab’ became an even more integral part of MapAction’s work, adding new staff, resources and projects.
By Daniel Soares, Head of Data Science, MapAction
The first tentative steps to establish a data science unit at MapAction began in 2020 with one staff data scientist and another volunteer working in partnership with OCHA Centre for Humanitarian Data. The team continued to grow and on a summer night in 2022, the Data Science Lab was officially born. Eighteen months later the team has grown: we now have two staff members and six data science volunteers. Four more are set to join in 2024. This is, of course, without counting our many GIS volunteers with advanced data skills working as data scientists or similar roles in their prestigious day jobs.
In the last 18 months our volunteers have done some impressive work, not only on tool development, but on missions leading workshops, as well as supporting our GIS team with disaster response. Below are some examples of tools and projects we’ve been working on.
Rapid flood mapping
The goal of our rapid flood mapping from satellite imagery is to create a tool that is able to estimate flood extents during emergencies using radar satellite imagery. The tool was created by two of our data science volunteers, with Cate Seale developing a Python package that contains all the necessary methods whilst Piet Gerrits worked on equipping the tool with a simple graphical interface. The approach is based on a UN SPIDER tutorial, built using Google Earth Engine. The entire code is naturally open-source and available on GitHUB (GitHub – mapaction/flood-mapping-tool).
In 2021, MapAction engaged in a collaboration with HeiGIT (Heidelberg Institute for Geoinformation Technology): the final goal of this work is to produce tools and workflows that can constitute a resource for MapAction’s deployed or remote team members during emergency response. Our first joint project focused on assessing OpenStreetMap data quality. We’re now working to integrate these quality checks into our internal data pipeline.
As part of the same collaboration with HeiGIT, we’re currently developing a Proximity Tool in order to automate road network analysis and identify remote communities and those potentially cut off during an emergency. This tool can also be used for health accessibility analysis (assessing populations not covered by health facilities within a given road distance).
Anticipatory action
MapAction substantially increased its anticipatory action focus in 2023. Our new anticipatory action programme kicked-off in July with GFFO funding new work on several projects geared at enhancing geospatial information management for anticipatory action decision makers. This programme will mainly focus on three areas: enabling adoption by partners through stakeholder landscaping and information management projects (ongoing work with the Philippine Disaster Resilience Foundation); implementation of subnational risk models and working around building sustainability and localisation with partners.
The Data Science Lab is actively mainstreaming anticipatory action into its pipeline for the future. We have already started working on building an INFORM Subnational Risk Index for the Kingdom of Eswatini while scoping support for other countries. Our target is to work on four new INFORM subnational models, while updating eight more, over the next two years. We are also currently scoping and planning new projects in partnership with the UN’s Centre for Humanitarian Data around data solutions for anticipatory action. Stay tuned for more details in 2024.
Want to be part of the team?
Our 2023 volunteer recruitment process is now closed but a new one will open in 2024 with opportunities for data scientists, data visualisers, data engineers, software developers and geospatial specialists.
From Mexico to South Sudan, Malawi and worldwide, MapAction and CartONG have worked together for nearly a decade to bring geospatial solutions to the humanitarian aid and international development sector. Our underlying core shared values help us support NGOs and aid actors for more impactful assistance.
What happens if information barriers aren’t broken down for humanitarian agencies in emergencies? Food gets sent to the wrong people, search and rescue teams are misinformed, temporary settlements are set up in misguided places. Lives are lost or ruined because the right data was missing.
Breaking down information barriers
At MapAction and CartONG we embrace and live by the same values embedded in a single idea: the application of geospatial technology to improve the quality and impact of humanitarian assistance and development projects. Every map, mapathon, training event, data analysis tool or geospatial element of disaster preparedness we co-strive to create can be the key to getting aid to a stricken community or to understanding and preparing for the worst effects of a drought, flood or health emergency. These shared core values and resources have led to a beautiful cross-channel partnership between UK-based MapAction and France-based CartONG. A partnership that aims to improve the impact of aid actions by providing decision-makers and vulnerable communities with the right data to understand and mitigate any crisis.
Decade-long partnership
Our partnership has already lasted nearly a decade. As part of the Covid-19 response, MapAction seconded staff to help CartONG with the surge of activities in its partnership with Medecins Sans Frontieres (MSF). Having already worked together for several years on various projects, including as part of the H2H Network, a peer-to-peer humanitarian network, MapAction and CartONG signed a Memorandum of Understanding (MoU) to work more closely together in 2020.
CartONG and MapAction have since worked together on a number of different projects. In Mexico, together with UNICEF and the Mexican government, MapAction and CartONG supported the creation of a dashboard aiming to display and monitor real-time information on key education indicators on elementary schools at the national level in order to map COVID-19 affectations before the start of the new school year in 2020. It was created to display and monitor real-time information on key education indicators for all elementary schools. This relied on over 200,000 individual schools uploading their data on a daily basis, and was the first time that this information would be collected and displayed at a national level.
In South Sudan, MapAction and CartONG, together with other partners, worked to identify the data challenges that might slow down ‘final mile’ vaccine delivery in a challenging data environment. One outcome of this work was the Integrated Humanitarian Data Package, that aimed to give quick and easy access to key geographic data that underpins the planning and delivery of vaccination programmes. This pilot health project highlighted the vital role that geospatial technology can play in creating effective healthcare solutions. High quality mapping and data analysis is key to understanding how many people need vaccinating, where they are, and how and where the vaccines can be safely stored and delivered.
In 2023, CartONG and MapAction again used the IHDP to map the outbreak of cholera in Malawi. We are also both partners on the ‘UNICEF Geospatial Hotline’, where interested UN departments can request specific geospatial services from our organisations.
As we look ahead, we know the crises we try to mitigate will become evermore complex and challenging; the funding landscape evermore volatile. That is why our partnership continues to grow and why the alliances we are building with organisations like H2H, UNICEF and Start Network are so vital. We will soon also be announcing a new and exciting joint-project linked to health in West Africa. More on that soon.
We both remain committed to continue to deliver capacity building events and projects worldwide to strengthen disaster preparedness and improve the impact of humanitarian assistance.
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Welcome to the first post in a new blog series on anticipatory action. The series will explore MapAction’s work to strengthen readiness and preparedness worldwide. We’ll kick off with a few facts and definitions, as well as a review of some of the key sessions and agenda points from the The Anticipation Hub: The 11th Global Dialogue Platform on Anticipatory Action, which is currently underway in Germany’s capital Berlin. This blog is part of an anticipatory action programme by MapAction kindly supported by the German Federal Foreign Office and the Insurance Development Forum.
What does this blog cover?
Summaries, notes, images, cartoons and observations from the The 11th Global Dialogue Platform on Anticipatory Action
Anticipatory action: definition, components, facts and overview
Examples of MapAction’s work in anticipatory action
The 11th Global Dialogue Platform on Anticipatory Action is currently live from Berlin! Register here to watch it. Listen in as disaster management experts from across the world discuss the latest vanguard thinking on how to mitigate climate change and weather-related hazards.
Guten Morgen. Here are some highlights to look forward to today, the final day of the The 11th Global Dialogue Platform on Anticipatory Action taking place in Berlin.
We are up and running on our final day of #GlobalDP – come and join us for our opening plenary
Final day of the 11th #GlobalDP | In one of the sessions, ACAPS specialists Diogo Lemos, Francesca Giovinazzo, and Nic Parham will explore how joint analysis sets the stage for effective preparedness measures and more fit-for-purpose and impactful anticipatory action.
The Berlin Festival of Lights, which sees important landmarks in the German capital illuminated in technicolour, is also underway in Germany’s capital.
October 11th. 15:05 UTC
Heading into the final Day Two sessions now. With that, we’ll be wrapping up our Anticipation Hub blog today. We will add brief summaries and the odd pic tomorrow.
We’ll leave you with the excellent selection of anticipatory action cartoons to wind down with. Bis Morgen!
October 11th. 13:25 UTC
The Data Guardian Game for anticipatory action: a workshop on availability of data in anticipatory action.
“A useful tool to help participants grasp the significance of data in the decision-making process.”
Luke Caley from IFRC outlines the organisation’s database “with 100 years of disasters to learn from”.
“Global data needs to be verified on the ground”. Now the game begins.
Participants are divided into four groups, assuming the roles of government decision-makers. Each group is tasked with investing in various governmental agencies to enhance their data collection and analysis capabilities.
In the second stage of the game, a flood scenario is introduced, prompting participants to gather information exclusively from the agencies in which they had initially invested; they are only permitted to access data and information from these specific agencies. Armed with this information, the groups then proceeded to make crucial judgments regarding the activation of an early action protocol.
MapAction and anticipatory action
MapAction’s work in anticipatory action is kindly supported by the German Federal Foreign Office and the Insurance Development Forum, as well as other individual and institutional donors. Our work in anticipatory action takes on different shapes and forms from territory to territory and is correlated to disaster risk reduction initiatives worldwide. The list below is non-exhaustive and is designed to give a brief overview of MapAction anticipatory humanitarian action work.
In Kenya we work with Oxfam and the Arid and Semi-Arid Land (ASAL) Humanitarian Network to forecast and map the potential impacts of drought on northern counties. “The Arid and Semi-Arid Lands (ASAL), in Kenya cover close to 80% of the land and are home to approximately 36% of the country’s population, 70% of the national livestock and 90% of the wildlife,” states ASAL’s website. “The residents of the ASALs earn their living through a mix of pastoralism and agriculture. However, pastoralism is the main source of livelihood contributing to 13% to the GDP of Kenya and further plays a vital role in both the economic and socio-cultural development of the resident communities.” Recent droughts over the last five years have left CSOs and the communities they work with in the northern Kenyan counties of Isiolo, Kwale, Marsabit, Nyeri, Kitui and Taita Taveta more vulnerable. MapAction’s aim with this work is to increase the visibility of the work CSOs are doing in humanitarian action and to help them leverage their forecasts to release early funding and create resilience against future hazards for local residents. MapAction’s support focused on mapping at county and even ward-level, a more localised administrative unit, ensuring CSOs can integrate GIS and IM into their disaster management tools .
Start Network is another key partner for MapAction. In the last few months alone, MapAction volunteers have delivered resilience-building seminars and events for local disaster managers in Nepal, Bangladesh, the Philippines, Senegal and Madagascar.
Some of the most important work MapAction does under the umbrella of anticipatory action is through the INFORM network, the “multi-stakeholder forum for developing shared, quantitative analysis relevant to humanitarian crises and disasters.” MapAction works with several national and subnational disaster management agencies worldwide through this framework, including ongoing projects to build or upgrade national disaster models in Eswatini and Niger.
October 11th. 13:10 UTC/15:10 CEST:MapAction Chair of Trustees Nick Moody is talking next on a panel in his role as coordinator of the Global Risk Modelling Alliance (GRMA). Nick shared his thoughts briefly on MapAction’s role through the prism of anticipatory action when we caught up with him in Berlin.
The Global Shield and its relevance to anticipatory action
The Global Shield against Climate Risk is a new initiative to avert, minimize and address climate-related losses and damages by scaling up climate and disaster-risk financing instruments, coupled with social protection mechanisms and early warning systems. The initiative was launched at last year’s UN Climate Conference, building on a joint effort by the G7 and the Vulnerable 20 Group (V20).
This workshop will introduce the aims and structure of the Global Shield, including how the Global Shield Solutions Platform and the Global Shield Financing Facility can both provide support for climate- and disaster-risk financing instruments, including anticipatory action approaches; it will also explore the role of the anticipatory action community.
Register for or watch the workshop here. Starts at: 13.15 UTC/15:15 CEST.
Moderators
Jonathan Auer, Junior Advisor, Global Shield Secretariat
Lea Sarah Kulick, Advisor, Secretariat of the Global Shield against Climate Risks
Speaker
Lorraine Njue, Head of Actuarial, ARC Ltd
Nick Moody, Cooordinator, Global Risk Modelling Alliance (GRMA)
Kaavya Ashok Krishna, Senior Financial Sector Specialist, World Bank / Global Shield Financing Facility
Annette Detken , Head of the Global Shield Solution Platform , Frankfurt School of Finance & Management
Kip Koskei , Director of Strategic Partnerships , Insurance Development Forum
Emily Montier, Consultant, World Bank
New countries can apply for support from the Global Shield at CoP28.
11.11.11 A team of 11 strong Nepali delegation at the 11th #GDP2023 ready for the 2nd day of the dialogue on 11th Oct.
Break in plenary session at the #GlobalDP. Back this afternoon. Here are some other things to think about during the break. We’ll be back to wrap things up this afternoon.
Volunteer with MapAction to work on anticipatory action projects!
A lot of the work MapAction does in anticipatory action (with the Start Network and INFORM) involves our volunteer cohort of 70+ GIS and IM specialists. We are currently recruiting for six new exciting volunteer positions. Read on here to find out more about volunteering with MapAction.
Find out more about the volunteer community of practice at MapAction here.
2. Check out this UN video on role of data in AI in building resilience
INTERESTING RESOURCE (from the UN): Reimagining Tomorrow: Breakthrough in Data and AI for a More Resilient World
“Step into the future with the UN-hosted Complex Risk Analytics Fund, the Early Warnings for All initiative and Gzero Media at the 78th United Nations (UN) General Assembly. As we navigate an era of multifaceted global crises – amplified by climate change – recent breakthroughs in artificial intelligence (AI), technologies, and data ecosystems create transformative opportunities to tackle these challenges. Together with global leaders and change-makers, we envisage a world where global partners unlock the potential of data, analytics, and AI to better anticipate crises and pave the way for a more sustainable and resilient future.”
An ongoing project in the Philippines with the Philippines Disaster Resilience Foundation (PDRF) on disaster landscape mapping.
In the Session 2 panel, titled, A roadmap to institutionalisation: anticipatory action milestones towards shared resilience, representatives from disaster management agencies in the Philippines, Nepal and Bangladesh. All three governments are mainstreaming anticipatory action strategies into their disaster risk reduction policies.
MapAction works closely with all three countries to create disaster resilience through the Start Network. In the last few months, MapAction volunteers have led disaster-resilience seminars focused on mapping the potential impacts of future hazards in all three countries. MapAction will be presenting the results from partnerships in Nepal at NetHope this month.
Really interesting interventions from WFP Mozambique on how the national disaster management agency, the national meteorological agency and agencies mandated to support and manage agriculture have been coordinating their anticipatory action policies. A representative from Burkinabe Red Cross follows up asking how governments can be convinced to institutionalise anticipatory action and early action policies.
October 11th, 08:10 UTC
Welcome to Day Two of the The 11th Global Dialogue Platform on Anticipatory Action in Berlin. The opening plenary session is ‘Anticipatory Action Practice in 2023 and beyond: navigated challenges from protracted crises to El Niño’.
This panel included an energetic talk by Albashir Ibrahim, Executive Director, Nexus Consortium Somalia and Somali Humanitarian Hub about locally led anticipatory action.
Anticipatory Action examples! Approximately 90$ million dollars allocated to protect food security due to El Niño by Food and Agricultural Organisation (FAO) in 18 countries – many in Central and Southern America – mainly due to low rainfall. Mainly protecting fisheries, livestock etc.
UNICEF is using epidemiological indicators in Democratic Republic of Congo (DRC) to anticipate cholera outbreaks to trigger early & flexible financing to both respond and anticipate to other outbreaks.
Honduras Red Cross anticipating social crises triggered from migratory routes through Latin America.
October 10th. 15:30 UTC
A cartoon to wrap things up for today. More updates tomorrow.
Day 1 wraps up with lightning talks, in which a CSO leader and an academic explore how El Niño is affecting lives, health, food security, violence and displacement of children and adolescents.
With:
Wendy Emilia Vera García, Leader, Movimiento Por Ser Niña (‘Because I am a Girl’ movement)
Liz Stephens, Science Lead / Professor of Climate Risks and Resilience, Red Cross Red Crescent Climate Centre and University of Reading
The parallel sessions are about to begin at #GlobalDP – come and join us online 👇🏾
Anticipatory action (AA) is a humanitarian term. We will use the Red Cross definition below:
“A set of actions taken to prevent or mitigate potential disaster impacts before a shock or before acute impacts are felt. The actions are carried out in anticipation of a hazard impact and based on a prediction of how the event will unfold. Anticipatory actions should not be a substitute for longer-term investment in risk reduction and should aim to strengthen people’s capacity to manage risks.”
The following are not synonymous with anticipatory action but are closely interconnectedterms: early action, early warning, disaster risk reduction, future preparedness, disaster resilience, forecast-based action, forecast-based finance.
Nepal at the centre stage of the #GlobalDP with a powerful message from the CEO of @NDRRMA_Nepal: "Nepal is keen to engage with the wider #AnticipatoryAction community to ensure we reach everyone with #EW4all and are able to save lives and reduce loss and damages" – Anil Pokhrel pic.twitter.com/CqP5hC0OLt
In the last 10 years… 410,000 people have been killed by extreme weather and climate-related events, most by heatwaves and storms. (World Disaster Report 2020)
In the last 10 years… 83% of all disasters were caused by extreme weather and climate-related events
There has been a 35% increase in climate and weather-related hazards since 1990
The East Asia and Pacific region alone includes 13 of the 30 countries most vulnerable to the impacts of climate change, according to the World Bank. “Without concerted action, the region could see an additional 7.5 million people fall into poverty due to climate impacts by 2030,” warns the international financial institution.
Anticipatory action networks
MapAction is part of the following anticipatory action frameworks and networks:
INFORM: INFORM is a multi-stakeholder forum for developing shared, quantitative analysis relevant to humanitarian crises and disasters. INFORM includes organisations from across the multilateral system, including the humanitarian and development sector, donors, and technical partners. The Joint Research Center of European Commission is the scientific lead for INFORM. INFORM is developing a suite of quantitative, analytical products to support decision-making on humanitarian crises and disasters. These help make decisions at different stages of the disaster management cycle, specifically climate adaptation and disaster prevention, preparedness and response.
Start Network: Start Network is made up of more than 80 non-governmental organisations across five continents, ranging from large international organisations to local and national NGOs. Our programmes allow members to deliver humanitarian action around the world.
Reflections from our first #GlobalDP session this year on #AnticipatoryAction processes and timelines: 💬Involve communities from start to finish of the response. 🤝Risk assessments should be participatory. 💡Disaster Risk Reduction scientific communities should be engaged. pic.twitter.com/S6ko4zysho
Anticipatory action allows communities exposed to hazards, as well as disaster managers, to be more prepared and forecast future hazards. It is a framework for disaster risk reduction and for triggering early release of funds to mitigate the effects of hazards.
Thesefour phases are regularly used components within an anticipatory action plan.
TRIGGERS: Defines when and where early action will be implemented.
EARLY ACTIONS: Defines what early actions will be taken to reduce the impact
FINANCING MECHANISM: a pre-agreed financing mechanism
DELIVERY: Capacity to implement actions as planned
Triggers are essential to activating #AnticipatoryAction to save lives and livelihoods before hazards strike.
To learn more about creating a robust trigger mechanism, join @FAO, @UNOCHA, @climatesociety and more at this workshop.
More than 4,000 dead and 10,000 people missing in floods in eastern Libya caused by Storm Daniel, according to UN OCHA. Estimates of the number of deaths vary, according to different sources: they range from about 4,000 to double or triple that amount, according to the International Medical Corps
Two dams collapsed on Sunday September 10th due to torrential rains and flooded the city of Derna, 300 kilometres east of Benghazi
250,000 people affected
100,000 people food insecure
MapAction humanitarian mappers were working alongside UN teams in Cairo and Tunis to support the response
MapAction’s Libya flood-related maps repository outlined which roads were passable, accumulated rainfall, and affected areas in the governorate of Derna, among other key data points
$19 billion is the estimated infrastructure damage caused by the floods in Derna
Read about our ongoing Humanitarian Response Appeal here
October 3. 08:50 UTC: OCHA delivers comprehensive assessment of Libya floods, supported by MapAction
The latest update from UN OCHA, MapAction’s UN partner on the Libya flood response, outlines some key data points and highlights the devastation and damage caused by Storm Daniel.
250,000: people affected
40,000: people displaced
63%: Partially or non-functional hospitals or health facilities
125,000: people reached
100,000: people in need of food
September 28. 11:35 UTC: “This was a complex mission.” MapAction team leader
“This was a complex mission that required a lot of snap decisions and flexibility, but that’s what we do. We’ve managed to work alongside our UNDAC and NGO partners to determine how people are affected, where they are, and what they need with nearly 600 key informants providing information on their areas,” said MapAction volunteer and Libya response team-leader Chris Jarvis.
September 28. 11:20 UTC: “…mighty MapAction volunteers.” We second that ode to our volunteers! Nice and humbling to receive such positive feedback from partners.
September 28. 08:00 UTC: MapAction mappers return to UK after supporting UN response to floods in Libya
Our team of humanitarian mappers has now reverted their attention to previous projects, having worked on the response to the floods in Libya alongside the UN for the last two weeks. We will be bringing you some of their final thoughts today.
September 26. 18:25 UTC: 50%+ of all health facilities in Libyan regions affected by floods damaged or non-functional
More than half of the assessed health facilities in Al-Marj, Derna and parts of Al-Jabal Al-Akhdar are reported either partially or totally non-functional due to #StormDaniel.
September 26. 10:30 UTC: Devastating images from Derna
Emergency relief efforts continue in #Derna and other flood-ravaged areas of #Libya.@UN and partners are ➡️ setting up field hospitals ➡️ distributing core relief items & food ➡️ chlorinating water reservoirs ➡️ providing psychosocial support
Thank you very much Tonbridge Rotary Club. If you’d also like to support our work, you can make a donation below. Or read about our Humanitarian Emergency Response appeal here.
September 25. 09:00 UTC: Nearly 20,000 children displaced by floods, UNICEF estimates
Of the 43,000 people displaced by the floods, UNICEF estimates that at least 17,000 may be children, states an update from UN OCHA from the weekend.
“WHO conducted a rapid assessment of 78 health facilities in affected areas, including Al-Marj district, Derna city and part of Al-Jabal Al-Akhdar. More than half of the facilities were reported either partially or totally non-functional due to shortage of medical supplies, medicines, equipment or staff, damaged buildings and limited accessibility,” states the same update.
“UNICEF shipped 65 metric tons of life-saving medical supplies and water, sanitation and hygiene items, child protection supplies and delivered emergency medical kits to primary care services to support 15,000 people for three months and hygiene kits for almost 1,000 people and 500 clothing kits. Mobile psychosocial support teams are being set up with social welfare authorities and two NGO partners.
The UN Refugee Agency (UNHCR) is distributing blankets, plastic tarpaulins and kitchen equipment to 6,200 displaced families in Derna and Benghazi.
The World Food Programme (WFP) has distributed food rations to more than 9,000 people. This includes dry rations to cover their food needs for 15 days.
The World Health Organization (WHO) shipped 28 tons of medical supplies and donated ambulances and medical kits. In addition, a WHO team met with the health authorities in Derna today and agreed to prioritize mental health support to help people cope with the distress they experienced during this catastrophe.
The International Organization for Migration (IOM) has delivered non-food items to nearly 3,000 migrants and displaced persons. The agency also delivered medicines and supplies for 5,000 people in Derna and 4,000 families in Benghazi.”
September 22. 15:00 UTC: The focus of the MapAction Libya flood response team’s maps has shifted towards creating Assessment Area Units. These maps help decision-makers get a better picture of who is worst affected and where, and therefore how to prioritise the delivery of aid. It helps decision-makers get the granularity required for responding to those in need, rather than just providing a blanket response. Assessment needs to be localised enough to make sense.
“It’s similar to what you’d do during an aerial survey where you break up the area,” says MapAction team leader Chris Jarvis, recalling an aerial survey exercise in Mozambique during the response to Cyclone Idai in 2019 that led to this map. Learn more about that aerial survey in this ICRC video.
September 22: 14:55 UTC. In case you missed the news, MapAction staff and volunteers were in the beautiful Italian town of Ispra for training with INFORM. INFORM is “a multi-stakeholder forum for developing shared, quantitative analysis relevant to humanitarian crises and disasters” that is “developing a suite of quantitative, analytical products to support decision-making on humanitarian crises and disasters.”
September 21. 10:55 UTC. UPDATE FROM MAPACTION TEAM LEADER CHRIS JARVIS ON THE LIBYA FLOOD RESPONSE TEAM
Chris Jarvis, Libya flood response team leader for MapAction, explains how the response is moving out of the search and rescue phase and into the assessment phase. “This is where we try and get more information about what are the needs of the different people,” says Chris. Designing surveys and putting questions together for those affected is a key part of this information-gathering phase. Listen below to the full explanation.
Just in: According to the latest IOM update, an estimated 43,059 individuals have been displaced by the floods in #northeastern Libya. Lack of water supply is reportedly driving many displaced out of Derna to eastern and western municipalities. Read more: https://t.co/TDWQONaIpapic.twitter.com/zuxE6j8VbU
September 21. 10:50 UTC: $19 billion estimated in infrastructure damage
Significant infrastructure damage estimated at $19 billion affected 2,217 buildings, including 284 educational and 128 health facilities in and around the city of Derna, according to an update from NGO Data Friendly Space published on Relief Web.
“Immediate needs are in health, food, water, shelter, with vulnerable groups such as children and displaced persons requiring specialised assistance,” adds the update.
🔴About 4,000 people confirmed dead. We fear the actual toll is much higher 🔴Nearly 40,000 people displaced 🔴Risk of disease outbreaks due to contaminated water
September 20. 13:55 UTC: “So far, around 1,500 people in Derna and Benghazi have been assisted with core relief items including blankets, plastic tarpaulins, kitchen sets, hygiene kits and clothes,” reads a statement published yesterday from the United Nations High Commission for Refugees (UNHCR). An airlift from UNHCR’s warehouse in Dubai was scheduled to arrive on 19th September in Benghazi with relief items to assist 10,000 people, adds the update on the UN’s Relief Web service.
September 20. 13:25 UTC: Partners from iMMAP, Atlas Logistique and the United Nations Disaster Assessment Coordination (UNDAC) office, peruse the recently-established MapAction MapWall. MapAction mapping volunteer Alice Goudie offers a guided tour.
September 20. 13:15 UTC: Where MapAction humanitarian mappers go, a MapWall soon follows. Below is Chris Jarvis, team leader for the Libya response, setting one up at a UN emergency operations room in Cairo.
September 20. 10:30 UTC: This map by MapAction’s team of Libya-focused humanitarian mapping volunteers working with the UN shows all the dams in eastern Libya, including the two collapsed dams that caused the major floods in the city of Derna. Those floods have killed at least 4,000 people.
September 20. 09:40 UTC: Chris Jarvis (below in the MapAction t-shirt), team leader at MapAction for the Libya response, tells us in the video below why MapAction’s work matters and how it makes a difference in such emergencies.
September 19. 16:15 UTC: MapAction’s work is not only about being on the frontlines of emergencies. Each mission is also supported by a remote team. In the image below, the remote support team for Libya, formed of Sam Gandhi (left) and Darren Connaghan, touch base with Alice Goudie and Chris Jarvis, who are in Cairo working alongside the UN.
September 19. 10.10 UTC: MapAction’s team of mappers are in Cairo working alongside UN personnel to map some of the key incoming data from Derna. This helps support the vital decision-making process in the temporary emergency operations room.
MapAction’s cohort of 70+ volunteers, all experts in GIS and data management, undergo extensive humanitarian training with MapAction all-year round before being deployed to any crisis or natural disaster. Every year, the majority of our volunteers, old and new, come together for a disaster simulation event too. This year’s was a simulation for a volcanic eruption, held on the Isle of Cumbrae in Scotland.
⚠️ Following extreme rainfall and flash flooding in northeast #Libya, we have created a dedicated page with datasets shared by @hotosm, @UNOCHA, @mapaction, @UNOSAT, @GoogleAI and others.
September 18. 16:35 UTC: UNDAC Team Leader Nabil Chemil tours Derna and outlines some of the challenges: location of bodies, preventing disease outbreaks and provision of clean water are all priorities. MapAction teams have worked with Nabil before, including during the earthquake response in Turkiye, and will be supporting the United Nations Disaster Assessment Coordination (UNDAC) office’s work in the continued response to the devastating floods in eastern Libya.
September 18. 16:10 UTC: Many of the maps our remote team are publishing help paint a clearer picture of what humanitarian responders face to administer aid, create shelters or reach survivors. The map below outlines how the floods caused by Storm Daniel made many roads in the city of Derna unpassable.
NEWS: Today, @POTUS announced $10M in additional humanitarian aid from @USAID to help the Libyan people affected by #StormDaniel's devastating #flooding. This assistance will provide food, shelter, water, healthcare, hygiene & more to communities in need. #LibyaFloodspic.twitter.com/KgYs1bIeAe
— USAID's Bureau for Humanitarian Assistance (@USAIDSavesLives) September 18, 2023
September 18. 16:00 UTC: There has been some confusion regarding the total death toll caused by the floods in Libya, as reported by this article. The latest figures, from the UN’s Relief Web service, state that 3,958 people have been killed and 9000 are missing in the floods.
The same source suggests that, according to the latest data from IOM’s Displacement Tracking Matrix, more than 40,000 people have been displaced across northeastern Libya. UNICEF says 300,000 children exposed to Storm Daniel now face increased risk of diarrhoea and cholera, dehydration and malnutrition, as well as increased risks of violence and exploitation. Read more here.
🆘#Libya floods: Entire neighbourhoods in the city of Derna have disappeared after the devastation from #StormDaniel.
WFP and our partners have been on the ground distributing emergency food to impacted families. https://t.co/Pyqnf7aWFn
September 15. 12:00 UTC: The floods in Libya caused two dams to burst, apparently sweeping away whole parts of the eastern Libyan city of Derna. The UN Resident Coordinator requested MapAction’s help; an alert then went out among MapAction’s deployable team of disaster mappers, to see who was immediately available. A team was placed on standby. Security assessments completed. Specialist insurance, visas and tickets acquired. MapAction expects to send disaster mapping personnel to Libya to work alongside the UN as soon as logistically possible.
It has been a devastating week in North Africa. The fatal floods in Derna, Libya, caused by Storm Daniel, and the earthquake in Morocco, have seen MapAction publish more than a dozen maps of the affected disaster areas. More than 7,000 people have been confirmed dead in the Maghreb region of Africa due to both natural disasters in the last week.
As of Thursday a spokesperson for the Libyan Red Crescent placed the death toll at more than 11,300, reports the Associated Press. More than 10,000 people are also reported missing. Those figures have since been disputed and updated. (See above)
A remote team of MapAction mappers continues to work in support of Morocco, which was struck by a 6.8 magnitude earthquake on the night of Friday September 8th. According to the latest update (7pm, Wednesday September 13th) from the Moroccan Ministry of the Interior, that earthquake, the epicentre of which was in a hard-to-reach region between Agadir and Marrakech, has already claimed 2946 lives. MapAction alerted its volunteer cohort, began to publish maps for humanitarian responders and has a team on standby to deploy.
Unexpected disasters like the ones in Libya and Morocco this week are the reason MapAction works all-year-round to build resilience to disasters locally. This summer alone we have held disaster preparedness and resilience-building events in Nepal, Senegal, Philippines, Bangladesh, Kazakhstan and Madagascar.
It is also why we are working to make countries and regions vulnerable to such disasters more resilient, through better use of data.
MapAction works on disaster preparedness 24/7, all-year-round. From the team that cancelled Christmas to rush to DRC (Democratic Republic of Congo) in response to flooding, to those helping local communities to become better prepared for disasters, those delivering training, or advocating for better use of data for humanitarian response. We do the technical work that ultimately helps others save more lives. If you like the work we do and would like to support that work, or think you know somebody who would, please get in touch. MapAction doesn’t have the funds it needs, and the demands of responding to natural disasters are only getting greater. Read more in our appeal here.
MapAction teams began responding to the devastating 6,8 magnitude earthquake in Morocco as news began to break on the morning of Saturday September 9th. The latest bulletin from the Moroccan Ministry of the Interior puts the death toll at above 2800, with thousands more injured.
Every time a major natural disaster like this occurs, at MapAction we activate our internal emergency protocol and put out an alert among our cohort of 70+ expert data and geospatial volunteers. Based on availability, we build a team of ‘disaster landscape mappers’ on standby and ready to deploy to the field.
We currently have a team on standby to travel to Morocco if and when necessary and we have received a request for support from the United Nations Disaster Assessment Coordination office (UNDAC). Our remote team of mappers have begun to carefully select data points and package them into a set of useful maps, which are being shared with UNDAC.
The maps each paint their own picture: affected regions, provinces and prefectures, population density or elevation. Others highlight the shake intensity in different areas. We will continue to offer remote support and create maps that we know decision-makers will benefit from, drawing on our experience from 12 previous earthquake responses in the last 20 years.
MapAction works on disaster preparedness 24/7, all-year-round. From the team that cancelled Christmas to rush to DRC in response to flooding, to those helping local communities to become better prepared for disasters, those delivering training, or advocating for better use of data for humanitarian response. We do the technical work that ultimately helps others save more lives. If you like the work we do and would like to support that work, or think you know somebody who would, please get in touch. MapAction doesn’t have the funds it needs, and the demands of responding to natural disasters are only getting greater. Read more in our appeal here.
MapAction’s Head of Programme Development spoke at the UNGGIM this week, promoting the efficiencies that can be gained by effective use of geospatial services to meet the priorities of the Sendai Framework for Disaster Risk Reduction in understanding risk and vulnerability, governance, financing and especially in early warning and preparedness to respond in emergencies. The UNGGIM is the UN Committee of Experts on Global Geospatial Information Management.
The full text of Alan’s statement is as follows.
“I make this statement on behalf of the Not for Profit Organization, MapAction. MapAction notes the report of the Working Group on Geospatial Information and Services on Disaster and thanks the group for its efforts over the intersessional period.”
“We remind the Expert Committee that the Sendai Framework for Disaster Risk Reduction, adopted by 187 member states of the United Nations has seven years remaining to deliver its targets. The Sendai Framework relies on information management and mapping across its remit, to understand disaster risk and resilience, to aid the strengthening of disaster risk governance, support investment in DRR and enhance preparedness for effective disaster response.”
“Given the increasing humanitarian demands around the globe, whether from meteorological events and climate change impacts, seismic shocks, food insecurity or displacement, the implementation of the UN-IGIF and application of the guidelines set out in the Strategic Framework of Disasters provides geospatial resource efficiencies in helping to build resilience and support the most vulnerable in our communities.”
“As resilience building is a priority for all your citizens MapAction urges more Member State delegations to actively participate in the working group in disasters, shape its workplan to be robust to address these priorities and demonstrate active implementation of IGIF and the SFD in support of disaster risk reduction.”
“Partners not just from the existing UN geospatial network, the academic network and the private sector network but also geospatial civil society organizations, including MapAction, who have no network presence within this Expert Committee, and non-geospatial practitioners in resilience building and emergency response all stand by to be consulted, provide context, technical innovation and resource to deliver on this remit once direction is given.”
Alan was also a Panellist in the UNGGIM Side Meeting – ‘Authoritative Data in an Evolving Geospatial Landscape‘, promoting the specific data needs of responders to humanitarian crises. MapAction has been a regular attendee at UNGGIM for several years, in our Official Observer Role. Over this time we have contributed to moving the agenda forwards significantly in terms of improved geospatial data availability for humanitarian purposes.
MapAction’s Chief Executive, Liz Hughes, and senior geospatial expert member, Alan Mills, are at the United Nations Headquarters in New York. They are representing MapAction at the twelfth session of the United Nations Committee of Experts on Global Geospatial Information Management (UN-GGIM), under MapAction’s official observer status.
The event, held from 3 – 5 August 2022 (side events from 1 August), comprises designated Member State experts and relevant international organisations. It seeks to promote international cooperation in global geospatial information management and provide an international forum for coordination and dialogue.
Led by Member States, UN-GGIM sessions seek to address global challenges regarding the production, availability and application of geospatial information, including in development agendas and policymaking. This includes joint decision-making and setting directions towards nationally integrated geospatial information management within national, regional and global policy frameworks and development agendas.
MapAction’s Alan Mills presented and was a panel member at the ‘Geospatial Information and Services for Disasters’ side event on 1 August. He discussed the challenges and suggested ways to apply geospatial information across complex humanitarian problems.
Disaster responses can take many forms and include multiple stakeholders, but he put forward that whatever the combination of these complex dimensions, reliable, consistent and well presented information, geographical information in particular, is essential. This will allow those involved to understand and identify the vulnerabilities and risks, what is happening, who has been affected and what resources people need to recover.
He drew on the experience MapAction has in supporting governments, international and regional agencies, civil society organisations and communities. He then outlined four brief scenarios that highlight the need for sharing timely, accurate, information, analysing it effectively and communicating through good visualisation. The intention was to show that UN-GGIM can and should provide the gold standard, allowing humanitarian and emergency response workers to relieve suffering and leave no one behind.
MapAction Chief Executive Liz Hughes said: “MapAction has been working to help manage global humanitarian crises for 20 years. We therefore have a lot of experience to share, in terms of how we have worked with governments, UN and other agencies and civil society organisations. We want to strengthen the system and are looking at ways to increase protection and reduce vulnerability. UN-GGIM provides a great forum to meet with other experts in the field and to jointly set the future agenda.”
The escalation of the conflict in Ukraine has resulted in a steep rise in humanitarian needs as civilians flee the fighting into other parts of Ukraine and surrounding countries. MapAction’s range of mapping, data visualisation and analysis skills can obviously be of great help to humanitarian coordinators who need to make the best decisions for affected people.
The UN estimates that 12 million people inside Ukraine will soon need relief and protection, while 4 million Ukrainian refugees may need protection and assistance in neighbouring countries over the coming months.
MapAction is already supporting several long standing humanitarian partners, including the United Nations Office for the Coordination of Humanitarian Affairs (UN OCHA). We have one team of three already physically deployed to the region and others standing by and working remotely. We are in conversation with several other partners and will provide further updates soon.
We anticipate that immediate MapAction support will be met from within existing budgets but if, as appears likely, this crisis will require extended or wider support then we will need to seek urgent additional funding.
A serious drought is affecting parts of East Africa. Three consecutive failed rainy seasons has meant crops are failing, livestock is being badly affected and cereal prices are rocketing.
A drought warning has already been issued for many parts of northern and eastern Kenya – a mainly rural area with already high rates of poverty. Forecasts indicate that the food security situation is only likely to get worse, meaning that many more households will soon be in need of urgent humanitarian assistance.
MapAction’s support was requested by the Arid and Semi Arid Lands (ASAL) Humanitarian Network – a group of more than 30 local Civil Society Organisations (CSOs), community groups. Together with its partners (ACTED, Concern Worldwide and Oxfam), they are focused on the dry ASAL region of Kenya which has been particularly badly affected. More than 2.9 million people are at risk of going hungry and losing their livelihoods here, and thousands of young children are in urgent need of treatment for acute malnutrition.
A large part of the response has involved multi-purpose cash transfers to communities which are aimed to boost the local economy, and protect lives and livelihoods. So far it has reached over 5,000 affected households.
Since November 2021, MapAction has been supplying information management to the ASAL Humanitarian Network to support this response. We have provided tools to help manage their data on the response which then meant this information could be mapped. Once the information was on a map we could verify the data and this subsequently allowed the response to be presented at detailed village and ward level, rather than at regional level. This level of detail in our visualisations showed which partner was responding where, in which village location and what the response entailed.
MapAction also analysed and mapped the baseline drought survey commissioned by ASAL Humanitarian Network in November 2021. This survey assessment showed indicators such as the length of drought, and the impact of drought on crops, livestock and conflict. Mapping these indicators allowed the survey information to be visualised and compared across sub-counties highlighting key issues that the drought has impacted.
By mapping the drought response at various geographic levels, we were able to communicate the impact of the programme in a powerful way. This allowed ASAL Humanitarian Network to share these maps with partners, donors and within the network itself to explain and also help drive decision making.
As well as increasing prospects of drought, many of these very dry arid and semi-arid areas have been degraded from deforestation and overgrazing, which further reduces the productivity of these lands. This threatens food security, livelihoods and biodiversity. Early action from MapAction and other agencies aims to prevent loss of life and sustain livelihoods in these areas.
MapAction is grateful to the German Federal Foreign Office for funding this work.
MapAction has mobilised a team to support the humanitarian response following Storm Batsirai, which hit Madagascar on Saturday evening. The team is due to leave on Tuesday.
Batsirai, a category three cyclone, swept away cars and houses, causing loss of life, flooding, landslides, destruction of infrastructure. It arrived with the country still reeling from Storm Ana which killed 55 people just weeks ago.
The scale of the situation is still emerging and MapAction’s team will help with that task. However media reports indicate that 250,000 people have been affected, more than 50,000 may be displaced and at least 10 people are known to have died so far. Many more may be affected as river levels are continuing to rise.
The United Nations Disaster Assessment and Coordination team (UNDAC) have requested MapAction’s situational data analysis, visualisation and geospatial expertise. MapAction will deploy a two person team to Kenya from where they will be able to enter Madagascar. We will then assess the situation and decide whether additional support might be necessary.
MapAction’s services are in ever more demand because of the increase in climate related events, be they food, infrastructure or conflict related. Although these events can’t be stopped, we can help mitigate the effects of these events and are actively working towards this goal.
When MapAction triggers an emergency response, the first step is for a team of staff and volunteers to begin what is known as a “data scramble”. This is the process of gathering, organising, checking, and preparing the data required to make the first core maps that emergency response teams will need, which will also be used as the basis for subsequent situational mapping.
Traditionally, the aim was to complete this data collection as quickly as possible, to get as much data as possible that was relevant to the emergency. However, due to the time-sensitive nature of this work, the team is often unable to dissect in detail the different data source options, processes, and decisions involved as they ready the data for ingestion into maps.
What if they weren’t constrained by time during the data scramble? What if they could deconstruct the procedure and examine the data source selection, scrutinise the processing applied to every data type, and explore the ways that these steps could be automated? To answer these questions, the volunteers at MapAction, with support from the German Federal Foreign Office, have been tackling a stepping-stone project leading towards automation, dubbed the “slow data scramble”. We called it this because it is a methodical and meticulous deconstruction of a rapid data scramble as carried out in a sudden-onset emergency.
Data gaps
As part of our Moonshot, MapAction is looking to automate the creation of nine core maps that are needed in every response, freeing up vital time for volunteers during an emergency, and, perhaps more importantly, identifying data issues and gaps well before the onset of an emergency. Towards this end, we have just released version 1.1 of our software MapChef, which takes processed data and uses it to automatically create a map. However, even with MapChef up and running, there is still a large gap in our pipeline: how do you get the data in the first place? How do you make sure it’s in the right state to go into the map? And which data do you actually need?
The volunteer team created and led a project intended to answer precisely the above questions, with the goal of scoping out the pipeline. This would include writing the code for completing the above operations, although not yet packaging things together in a smooth way – that is saved for a future pipeline project.
Selecting the right components
The first step was to determine what data is required to produce the core maps. The volunteers identified a list of 23 ingredients that make up these maps, which we call “data requirements”. These range from administrative boundaries to roads, and from airports to hillshading (a technique for creating relief maps). To complicate matters, each data artefact had multiple possible sources. For example, administrative boundaries could come from the Common Operational Datasets (CODs, distributed by the Humanitarian Data Exchange), the Database of Global Administrative Areas (GADM), or geoBoundaries.
“The scale and extent of data available for just a single country administrative area alone is staggering.”
James Wharfe, MapAction volunteer
Next, the team needed to address how to obtain the data and ready it for further processing. Normally, when volunteers make maps by hand, they go to the website associated with each artefact, manually download it, and tweak it by hand until it is ready to be used in a map. However, with the pipeline this all needs to be automated.
To approach this considerable undertaking, the team divided up the work into small, digestible tasks, meeting fortnightly to discuss progress, answer each other’s questions, and assign new tasks. This work continued diligently for seven months, at the end of which they had a functional and documented set of code snippets capable of automatically downloading and transforming the data required for all artefacts.
Overcoming challenges
There were numerous challenges along the way that the team needed to overcome. Understanding the differences between the various data sources proved a significant hurdle. “The scale and extent of data available for just a single country administrative area alone is staggering,” noted volunteer James Wharfe. (Indeed, this data landscape is so complex that it merits its own post – stay tuned for a blog about administrative boundaries as part of our upcoming “Challenges of…” series.)
One particular data source that seemed to crop up everywhere was OpenStreetMap (OSM). Almost all of the data requirements in the slow data scramble are available from OSM, making it a key data source. However, given the sheer detail and size of the OSM database – 1,37 terabytes as of 1 Feb, 2021(source) – there are several difficulties involved when working with the data.
For the download step, the team decided to invoke the Overpass API, and create a Python method to abstract the complex query language down to some simple YAML files with OSM tag lists. Next, the downloaded data needed to be converted from the OSM-specific PBF format to a shapefile, which is the type of data expected by MapChef. Several solutions for this exist: to name a few, Imposm, PyDriosm, Osmosis, OSM Export Tool, and Esy OSM PBF. For this project, we decided to use GDAL, however, we certainly plan on exploring the other options, and hope to eventually host our own planet file.
Code control
Even though the goal of the slow data scramble was not to produce production-quality code, the team still used Git to host their version-controlled code. According to Steve Penson, the volunteer leading the project, “The collaborative and explorative nature of the project meant Git was incredibly useful. With each volunteer tackling significantly different challenges, establishing a strong code control setup made our weekly reviews far easier.”
The team also used the opportunity to extend their Python skills, with a particular focus on GeoPandas, which enables some of the more intricate data transformations that are normally performed by mainstream desktop GIS tools.
Additionally, the group used this work to explore the concept of DAGs, directed acyclical graphs. This term refers to the building blocks of any pipeline: a recipe, or series of steps, that you apply to your data. There are scores of packages available to assist with pipeline development, but to start, the team decided to use a simple workflow management system called Snakemake. Snakemake works by using Makefiles to connect the expected input and output files across multiple pipeline stages. Although, in the end, the team decided it was not the best solution for scaling up to the real pipeline (which is now being developed with Airflow), they agreed that using Snakemake was a great stepping stone to becoming familiar with this key concept.
Working together
Finally, before COVID-19 hit, MapAction’s dedicated volunteers were accustomed to meeting in person once a month – a commitment that led to many enjoyable shared moments and close friendships. This positive and much-loved aspect of being a volunteer at MapAction has unfortunately been hindered by the pandemic. Although still conducted fully remotely, the slow data scramble offered the chance to regularly meet, share expertise, motivate and encourage each other, and work together. Volunteer Dominic Greenslade said it well: “MapAction volunteers are amazing people, and the ability to spend so much time getting to further these friendships was a great bonus”.
For over a year, swarms of locusts have been ravaging large parts of rural Africa, affecting different countries at different times. Stripping the land of vegetation and destroying crops and food supplies, the highly destructive pest is causing additional severe food insecurity for communities already struggling to recover from drought and flooding, as well as coping with COVID-19.
Since April, MapAction has been working with Oxfam and its network of local civil society partners in Eastern and Southern Africa to help improve visibility of the work the partners are doing and improve communication flows between them, even during COVID lockdowns. This in turn is helping them to protect people’s food security, livelihoods and access to water, sanitation and hygiene (WASH) services as this complex and many-layered crisis evolves.
As well as mapping who is doing what and where to help, we have also been creating map templates and training people locally so that they can update and refresh the maps on an ongoing basis. This means that Oxfam’s partners can alert each other of threats such as locust swarms migrating into new areas.
In Somalia we have been assisting teams working on food security, livelihoods, WASH and protection by helping to triangulate information about locust infestations and areas affected by COVID. In Southern Africa, we have been helping Oxfam and its civil society partners set up and then maintain situational awareness of locusts and other threats to food security across the region.
One Oxfam project MapAction has been supporting involves mapping water ATMs – machines that allow water to be automatically dispensed when a customer places his or her token or card against an electronic reader, which regulates flow at a dispensing point. A chip within the token or card contains information about the amount of water the user has already paid for and water credits are deducted each time water is dispensed. The water ATMs are important points in areas such as informal settlements, ensuring access to safe, low-cost drinking water which is key in protecting people against water-borne diseases. Initially covering informal settlements around Nairobi, MapAction’s involvement has now extended to mapping ATMs in other areas.
Irene Gai, WASH strategist at Oxfam, said, “Sharing where work has been done is helping to avoid duplication of interventions, thereby saving resources that can be channelled to other needy areas. By having the maps shared with other WASH-sector agencies, they can target their own resources for similar initiatives in other places than where Oxfam has already supported.”
During the course of the work in East Africa, the MapAction team created our first automatically-generated maps, testing out this new approach which is part of our ambitious Moonshot programme. Among other things, this enables us to produce the best reference and baseline maps possible in almost no time at all, freeing up team time to focus on the specifics of the situation at hand.
Initially supporting Oxfam’s partners’ work in Kenya and Somalia, MapAction personnel are now also helping in Zimbabwe and Zambia, with scope to roll out to Malawi, Mozambique, Namibia, Angola, South Africa and Botswana. Additional projects in other countries may also take place.
MapAction has formed a new partnership with the German Federal Foreign Office (GFFO) Humanitarian Assistance to help improve the use of technology and data in humanitarian decision making.
As part of the broad-ranging programme, MapAction is working on
greatly reducing the time and effort required to create maps and data products needed
in many emergencies, by automating repeat processes. It is also extending its
capacity to have specialist personnel in emergency situations for longer
periods to support information management and decision-making processes, and
placing a data scientist in the Centre for Humanitarian Data in The Hague to
facilitate knowledge sharing.
MapAction Chief Executive Liz Hughes said, “This is an exciting
programme which will help to keep us at the vanguard of humanitarian response
missions, but also, vitally, to overhaul our technical offer. This will enable
us to continue to help ensure the best possible outcomes for people affected by
disasters and humanitarian emergencies. We are very pleased to be working with
GFFO and looking forward very much to getting stuck in to this important work together.”
At the end of August and beginning of September, Tropical Storm PODUL and Tropical Depression KAJIKI caused heavy rain in the Lao People’s Democratic Republic. This resulted in flooding in six provinces in the southern part of the country. 1,658 villages across 47 Districts have been affected.
A MapAction volunteer is currently working in the Association of Southeast Asian Nations (ASEAN) Emergency Operations Centre in Jakarta to support our partner the AHA CENTRE as they assist the response. He is supporting the Emergency Response Assessment Team by mapping the evolving situation on the ground, conducting geospatial analysis to compare with 2018 flash flooding in the region, and helping to identify gaps in coverage to help get aid where it’s most needed. This also involves establishing information management and GIS systems and templates for Lao that will be useful beyond the current emergency.
We’re very grateful to the German Federal Foreign Office for supporting this work.