
Full Stack · 2025
NGO Project Management System
End-to-end ops for programs, budget, M&E, and beneficiaries.
A full project management platform for NGOs — dashboards, task tracking, budget vs actual, reports, partners, and monitoring and evaluation in one place.
ReactTypeScriptNodePostgreSQLCharts

Full Stack · 2025
Salaysh Grand Hotel & Spa
Full-stack luxury hotel booking platform with guest reservations, Chapa payments in ETB, JWT auth, and an admin dashboard.
An elegant, full-stack hospitality platform featuring secure JWT authentication and real-time suite reservations. It integrates localized Ethiopian Birr (ETB) payment processing via Chapa and provides an analytical administrative dashboard for complete control over luxury room inventories and bookings.
ReactExpressTypeScriptPostgreSQLVercelRender

Full Stack · 2026
Mahbere Ahaw Seminary LMS
Structured distance learning for faithful discipleship and spiritual formation.
A distance learning platform for structured Christian discipleship, featuring monthly modules, guided study materials, assignment submission, instructor assessment, and centralized course and student management.
Next.jsNestJSPostgreSQLDocker

Machine Learning · 2026
Ethiopia Financial Inclusion Forecasting System
Forecasting Ethiopia's financial inclusion across access, usage, and national scenarios.
Scenario forecasting system for financial inclusion in Ethiopia (2025–2027), combining Global Findex survey data with an event-impact model and an interactive Streamlit dashboard.
PythonPandasNumPyAltairStreamlitJupyter

Machine Learning · 2026
Insurance Risk Analytics & Predictive Modeling
Risk-based motor insurance pricing across one million policy-months.
End-to-end analytics and modeling pipeline for a South African motor insurer, combining segment loss ratios, hypothesis testing, high-performing claims models, and an interactive premium-pricing dashboard.
PythonPandasScikit-learnXGBoostSHAPSciPyStreamlitDVCpytestGitHub Actions

Machine Learning · 2026
RAG Complaint Chatbot
Intelligent complaint analysis for financial services.
A RAG assistant that lets product, support, and compliance teams ask natural-language questions over CFPB consumer complaints and receive answers backed by cited excerpts. Complaints are embedded with MiniLM and stored in ChromaDB for semantic search across major financial products.
PythonSentence TransformersChromaDBStarletteRAG