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Refugee Pathways

Satellite data predicts global city crises, aids urban resilience. Empower decision-makers for sustainability.

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  • Poland


  • 3. Understanding and forecasting forced migration



Refugee Pathways

  Project Description

Our innovative project harnesses the power of satellite data to predict and analyze environmental crises of cities across the world. By utilizing satellite imagery, big data, and machine learning algorithms, we aim to provide urban humanitarian organizations, governments, banks, and insurance companies with invaluable insights. This data-driven approach will empower decision-makers to better prepare for and respond to urban migration challenges, such as infrastructure development, housing, healthcare, and education. Ultimately, our project strives to enhance the sustainability and resilience of cities in the face of evolving demographic trends and urbanization.


  1. Precision Planning: Our data-driven approach equips urban planners with the knowledge required to make informed decisions about infrastructure development, housing, healthcare, and education. We're ushering in an era of precise urban planning, eliminating guesswork.
  2. Resilient Cities: With the capability to anticipate migration patterns, cities can allocate resources and services more effectively, enhancing their resilience in the face of evolving demographics.
  3. Humanitarian Aid: Humanitarian organizations can utilize our insights to target their efforts efficiently, ensuring aid reaches the right places at the right times.
  4. Sustainable Development: By forecasting migration, we can assist African cities in building a sustainable future, reducing resource strain and improving the overall quality of life for their residents.

The potential impact of our project is immense. It's not merely about data; it's about changing the future for millions of people across the African continent. We invite you to join us on this exciting journey as we revolutionize the way we understand and respond to urban migration in Africa. Together, we can make cities smarter, more resilient, and better prepared for a brighter tomorrow.

  About our team

  1. Kateryna: Data Scientst with more that 7 years of experience in Financial Industry.
  2. Marianna: As an industrial design student, I have a burning passion for UX and UI design, where creativity meets functionality.
  3. Krzysztof: Data Scientist with experience in satellite image processing, investment banking risk management and insurance industry. 
  4. Adrian: Software Developer in love with DDD and architecture.
  5. Sebastian: Data Scientist with experience in cybersecurity and mathematics student.

  Source code

Github repository