Tools I'm using to understand the world — web development, GIS, and remote sensing.
A single 500m diamond drill hole costs ~$250,000. Over exploration license blocks spanning 50 to 5,000 km², blind drilling is financially prohibitive. Early-stage exploration teams require rapid, regional generative reconnaissance to eliminate barren terrain and pinpoint high-probability alteration zones before deploying field crews.
Traditional satellite land-use and land-cover (LULC) classification requires heavy desktop software (QGIS, ArcGIS, ENVI), gigabytes of raw raster downloads, and complex cloud-masking scripts. Environmental researchers face steep friction when attempting rapid assessments of regional environmental change.
The agricultural sector often suffers from intermediaries taking large cuts, delaying payments, and causing lack of trust between farmers and buyers. Farmers lack secure mechanisms to sell directly to buyers.
A ten-year deep-dive into Nigeria's GDP performance, sectoral composition, oil dependency, macroeconomic shocks, digital economy growth, and scenario-based forecasting through 2029, built as a production-grade Streamlit analytics dashboard.
A technical deep-dive into building a real-time election analytics dashboard covering every Nigerian presidential, legislative, and governorship election from 2011 to 2023, with data drawn from INEC, IFES, and IPU Parline.
A full-stack data dashboard covering 25 years of Nigeria's fiscal history, from the debt-shackled 2000s to the trillion-naira budgets of today.
