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data-transparency

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This project explores the impact of public data transparency on economic complexity growth (1995-2021). Using data from the Harvard Atlas and Open Data Barometer, the study clusters countries by transparency levels and compares their economic complexity growth. Analysis is done with Python and Jupyter Notebook. Includes research paper and notebook.

  • Updated Jun 6, 2024
  • Jupyter Notebook
smart-relief-malawi

A smart disaster relief fund and coordination system designed for Habitat for Humanity Malawi. This project enhances transparency in fund allocation, automates beneficiary verification, uses GIS mapping for disaster impact analysis, and supports real-time collaboration among stakeholders

  • Updated May 18, 2025
  • JavaScript

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