theDEEP’s Post

New analysis | #Ukraine: what is the crisis severity in the administrative regions? Between March 2023 - March 2024, the humanitarian crisis was the most severe in frontline oblasts #Donetska, #Kharkivska, #Khersonska, #Zaporizka, and #Luhanska, while it deteriorated the most in #Odeska oblast. We analyse the Ukraine Severity Model, which regularly tracks contextual, #humanitarian, and conflict-related #data, providing a severity score for each administrative region (oblast) of Ukraine. Download analysis: https://lnkd.in/dzikgUWf #ukrainewar #ukrainecrisis #data4good

🚀#EvalCommunity Latest News: REACH Assessment Officer –Needs Analysis Working Group for South Sudan, based in Juba🚀 🌎BACKGROUND ON IMPACT AND REACH REACH was born in 2010 as a joint initiative of two International NGOs (IMPACT Initiatives and ACTED) and the United Nations Operational Satellite Applications Programme (UNOSAT). REACH’s purpose is to promote and facilitate the development of information products that enhance the humanitarian community’s decision making and planning capacity for emergency, reconstruction and development contexts. REACH facilitates information management for aid actors through three complementary services: (a) need and situation assessments facilitated by REACH teams; (b) situation analysis using satellite imagery; (c) provision of related database and (web)-mapping facilities and expertise. IMPACT Initiatives is a humanitarian […]🌎 . . . . . . . . . . . . . . . . . . . . 🆕Please check https://lnkd.in/gy2c3e6Q daily for new postings.🔍 . . . . . . . . . . . . . . . . . . . . . . . . . . . . #monitorngandevaluation #internationaldevelopment

The interactive dashboard allows you to navigate information in the ACAPS #Ukraine regional dataset on #refugees' hosting countries. It provides visualisations in the form of graphs and metrics on refugees' population figures, their conditions in host countries, and the #humanitarian response capacity in six neighbouring countries; #CzecRepublic, #Hungary, #Moldova, #Poland, #Romania, and #Slovakia. The Masterdataset on the other hand consolidates key indicators of the Ukraine crisis for the regular comparison and analysis of available data and the tracking of historical data trends and changes in the humanitarian situation. It puts together a variety of indicators on the Ukrainian situation and several pre-existing datasets collected from ACAPS and external sources.  Access the dashboards here: https://lnkd.in/dJy9qWxt

conflict in Sudan

The Human Cost of Conflict in Sudan Since April 2023, Sudan has been plunged into a brutal conflict, with the military forces led by General Abdel Fattah al Burhan and the RSF, under General Mohammed Hamdan Dagalo. Over 13,000 lives have been lost and 26,000 people injured, with a staggering 7.6 million displaced, according to the United Nations. According to Armed Conflict Location & Event Data Project (ACLED) dataset the fatalities summed up to 13,068. I've depicted these tragic losses in my latest visualisation, drawing on data from ACLED. This representation traces the fatalities across Sudan since the beginning of the conflict till the 8th of a February, highlighting the war's devastating trajectory. Utilising Python for data processing and ArcGIS for analytical mapping, the visualisation captures the conflict's deadliest periods and locations. The initial surge in fatalities corresponds with the Khartoum clashes and Al Geneina incidents, which saw the RSF targeting the Masalit tribe in West Darfur. According to the Darfur Bar Association, the violence spread through Sirba, where over 200, including leaders, were killed. Yale University Humanitarian Research Lab further revealed the obliteration of 27 Darfuri towns by the RSF. ACLED's data from August to September 2023 indicates over 470 political violence events and a rising death toll surpassing 2,280. The battle over strategic points in Khartoum and inter-ethnic clashes in South Darfur signalled an escalation in violence. The period from late October to November saw more than 360 violent events and 1,690 fatalities, with West Darfur suffering the most casualties. The Centre for Information Resilience (CIR) reported that as of 15 October 2023, 68 villages have been damaged by fires. Most recently, Al Gezira State has become a hotspot, with over half a million displaced due to the conflict intensifying in urban centers like Medani Al Kubra and Sharg Aj Jazirah, as per IOM - UN Migration reports. Amidst this turmoil, a communications blackout persists, with major internet providers down for a week now according to reports by Al Jazeera English. Several reports indicate that Sudatel Telecom Group, Ltd network is partially back into service for some cities. This visualization is more than numbers—it's a call to acknowledge and address the dire human costs of conflict. #keepeyesonsudan #SudanConflict #ACLED #DataVisualization #GIS #HumanitarianCrisis #ACLED #IOM

Today, I am thrilled to spotlight the outstanding work of one of my students, Lauren Leavell, from our 🌍 GIS for International Applications class at The Fletcher School at Tufts University. Her project was a standout at the #GISExpo organized by the #DataLab, getting a lot of praise. 🌟 Lauren's project explores the complex geopolitical dynamics of #Sudan, a nation rich in natural resources but plagued by #conflict. The UAE and Saudi Arabia's power struggle has led to the backing of rival military factions, with severe #humanitarian consequences. Her analysis focused on Sudan’s vulnerabilities, including conflict zones, gold extraction regions, and internal displacement. 🌍 The key spatial questions Lauren addressed were: Where are the primary fatality zones across the country? And, which regions are most vulnerable to internal displacement due to violence and famine? 📊  Her findings revealed the most vulnerable regions with significant risks (check out the maps!). Despite some data limitations, Lauren's project highlights the urgent need for international attention and aid. This project showcases the power of #GIS in uncovering critical insights and deepening our understanding of #GlobalIssues. It also reflects the meaningful work our students at the #FletcherSchool are doing to address humanitarian crises. Congratulations, Lauren! #GIS #GeospatialTechnology #HumanitarianCrisis #GISforInternationalApplications

Can you fathom the extent of the damage in #Gaza? No? Did you know that you can observe the aftermath in Gaza without physically being there? In fact, you can even view what the area looked like before. United Nations Satellite Centre (UNOSAT) has provided us with satellite imagery to assess the changes and quantify the growth of IDPs settlements in the Gaza strip. #GIS #DataAnalytics #RemoteSensing

Our latest imagery analysis reveals the stark reality of the ongoing humanitarian crisis in the Gaza Strip. Between October 2023 and February 2024, our team captured images in Rafah that vividly depict the escalating numbers of internally displaced persons. As of 7 February 2024, an estimated 1.15 million individuals are living in tents within the Gaza Strip. Moreover, our analysis indicates the presence of approximately 115,388 tents across the Gaza Strip, covering an area of 6.35 km² in internally displaced persons settlements. UNOSAT remains committed to leveraging geospatial technology to monitor and respond to humanitarian crises worldwide. Through accurate satellite-based analysis and visual representation, we strive to support those in need.

🌍 The New Humanitarian's 2024 report sheds light on urgent challenges: migrant risks, AI-driven information warfare, water scarcity, and aid complexities in 'pariah' states. These critical issues demand swift, innovative responses.   🌟 We believe that Earth Science can play a unique roll in confronting these challenges. Our strategy encompasses identifying affected groups using satellite data, fostering unique collaborations between humanitarians and scientists, applying real-world simulations for crisis scenarios, engaging communities with augmented reality and stakeholder tools, and optimizing resources for efficient crisis management and prevention.   Check out their insightful report below!   https://lnkd.in/dKjXeGyW   #NASALifelines #HumanitarianChallenges #EarthScience #GlobalImpact

🇱🇧 As the conflict between Hezbollah and Israel escalates, the humanitarian situation in southern Lebanon worsens daily. Israeli ground raids into southern villages, which began on September 30, 2024, mark a dangerous new phase in the crisis. In these critical times, understanding the evolving landscape is essential for timely and informed decision-making. That’s why our analysis team utilises GANNET, our powerful AI tool, to deliver real-time insights. GANNET doesn’t just give humanitarians data—it empowers them to act faster, allocate resources smarter, and make well-informed interventions when they’re needed most. We must remember that data is more than just numbers, it is humans being impacted. GANNET pulls from trusted humanitarian sources and when paired with the expertise of our analysis team, humanitarians are able to take action more responsibly and ethically. Sign up for GANNET here: https://gannet.ai/sign-up and reach out to us if you are interested in learning more about our work. *GANNET pulls information from reliable humanitarian sources and media. We always recommend double-checking its outputs to ensure accuracy and reliability, which is possible in the data explorer of GANNET. #GANNETInsights #HumanitarianAI #LebanonCrisis #DataDrivenDecisions