At SIRRIS, I developed a deep learning pipeline to detect pedestrian crosswalks in satellite imagery. I trained YOLOv8 models on 5,138 images, achieving 87.4% mAP50–95, and mapped results to road network data to identify priority areas for road safety interventions.
At Ethiopian Roads Administration, I planned and scheduled road construction work, reviewed design plans, and conducted road safety audits and safety impact assessments. My work also includes GIS analysis of urban speed zones and road construction materials testing.

