![Satellite map of a town](https://www.microsoft.com/en-us/research/uploads/prodnew/2024/03/AI-Driven-Solutions-1024x576.jpg)
AI-driven solutions
In today’s evolving landscape, safeguarding fundamental rights is crucial, especially in addressing the aftermath of natural disasters, which disproportionately impact vulnerable communities. Climate change puts millions in danger and causes significant economic losses. With help from AI, governments and emergency responders can better anticipate crises, and deploy targeted interventions that save lives and minimize damage. Simultaneously, advancing individuals’ rights to accessible digital technology is vital. Without it, access to education, healthcare, jobs, and essential services is limited, hindering the ability to fully participate and thrive in society.
Empower communities to take anticipatory action with early warnings
![aerial view of Mathura, India](https://www.microsoft.com/en-us/research/uploads/prodnew/2024/04/I-3-At-risk-communities-1024x576.jpg)
Identifying at-risk communities
Traditional population mapping often overlooks communities amidst unplanned growth and migration. Microsoft’s AI for Good Lab, partnering with Planet (opens in new tab) and the Institute for Health Metrics and Evaluation (IHME) (opens in new tab), employs satellite imagery and AI to produce high-resolution population maps for better climate-event resilience.
![AI for Good - a rural African woman carrying a large basket of leaves on her head as she walks between trees on a farm](https://www.microsoft.com/en-us/research/uploads/prodnew/2024/03/AI4Good_I-4_Forecasting-hunger_1400x788-1024x576.jpg)
Advanced forecasting for hunger
With 690 million people facing hunger in 2020, worsened by climate disasters, urgent assistance is vital. A study by Microsoft AI for Good Lab and Catholic Relief Services used machine learning to predict food insecurity in southern Malawi with 83% accuracy up to 4 months ahead, aiding informed decisions for proactive interventions.
![AI for Good - SEEDS #BeatTheHeat program in India](https://www.microsoft.com/en-us/research/uploads/prod/2022/12/AI-for-Good_SEEDS-BeatTheHeat_1400x788-1024x576.jpg)
Targeted early warnings with risk maps
Extreme heat poses a significant global threat, especially in densely populated areas where soaring indoor temperatures endanger vulnerable populations. SEEDS (opens in new tab), in collaboration with Microsoft AI for Good Lab, developed AI models that provide targeted early warnings, resource allocation, and actionable insights.
“A very important component to measuring health and being able to provide services is knowing where people live in the world.”
– Dr. Emmanuela Gakidou, The Institute for Health Metrics and Evaluation
Protect communities with accurate and rapid response to climate events
![AI for Good - photo of people and heavy equipment cleaning up the aftermath of a major earthquake in Turkey](https://www.microsoft.com/en-us/research/uploads/prodnew/2024/03/AI4Good_I-6_Turkey-earthquake_1400x788-1024x576.jpg)
Reliable data is vital to relief efforts
After earthquakes in Afghanistan and Turkey-Syria region, aid organizations faced obstacles due to limited data. With over 56,400 lives lost and millions impacted, Microsoft AI for Good Lab collaborated with Planet Labs to deploy AI models for rapid building identification and damage assessment, highlighting the importance of technology in improving disaster relief efforts.
![AI for Good - an aerial view of Lahaina Maui that shows which areas were devastated by fire in August 2023](https://www.microsoft.com/en-us/research/uploads/prodnew/2024/03/AI4Good_I-7_Lahaina-fire_1400x788-1024x576.jpg)
Rapid response means saving lives
Over 100 lives were lost in the Lahaina fire, and 2,810 buildings were extensively damaged, causing displacement and over $6 billion in damage. AI-powered damage assessments completed within four hours with 97% accuracy facilitated swift provision of actionable maps to the American Red Cross and emergency groups.
![Geospatial building damage assessment predictions](https://www.microsoft.com/en-us/research/uploads/prod/2022/01/Geospatial_BuildingDamage-predictions_01-2022_1400x788-1024x576.jpg)
Geospatial fundamentals
Learn basic skills on AI and Disaster Management through a specialized course on Coursera with our partner Deeplearning.ai (opens in new tab), exploring mitigation, preparation, response, and recovery. Or solve a machine learning problem end to end in Let’s Map Africa (opens in new tab). Our materials are here to support your learning journey.
“Our preliminary damage assessment process is days ahead of our typical timeframe, thanks to a donation of time, expertise and technology from Microsoft’s AI for Good Research Lab that is using AI models and satellite imagery to analyze the extent of the damage”
– Brad Kieserman, American Red Cross
Increasing equity by expanding accessibility and connectivity
![AI for Good - an expansive view of barns, a home, and other outbuildings on a rural farm](https://www.microsoft.com/en-us/research/uploads/prodnew/2024/03/AI4Good_I-9_Airband_1400x788-1024x576.jpg)
Close the connectivity gap
Approximately 2.7 billion people globally lack internet access. Our commitment with partners aims to provide internet access to 250 million people in underserved communities worldwide through the Airband Initiative, enabling participation in education, work, telehealth, and beyond.
![AI for Good - an overhead view of a marble tabletop with a tablet showing a state map of the USA](https://www.microsoft.com/en-us/research/uploads/prodnew/2024/03/AI4Good_I-10_Digital-equity_1400x788-1024x576.jpg)
Identify digital equity gaps
Accurate mapping is essential to disburse broadband funds efficiently and maximize resources and investments in communities of highest need. This tool was designed to empower state agencies, nonprofits, and policymakers to identify regions within their state with significant digital equity gaps.
![AI for Good - photo of a blind or low-vision woman working on a computer](https://www.microsoft.com/en-us/research/uploads/prodnew/2024/03/AI4Good_I-11_Accesibility_1400x788-1024x576.jpg)
Promote accessibility and inclusion
We are committed to accessible technology and advocating for policies that recognize accessibility as a fundamental right. With over 285 million worldwide experiencing vision impairment, our aim is to enhance the Seeing AI Banknote recognition app for individuals with low vision.