Abrhammmo/Ethiopia-fi-forecast

# 📊 Ethiopia Financial Inclusion Analysis & Forecasting A comprehensive financial inclusion analytics initiative focused on **Ethiopia**, covering data enrichment, exploratory analysis, impact modeling, forecasting, and interactive dashboard development. --- ## 📋 Project Overview This project delivers a complete analytical pipeline for understanding and forecasting financial inclusion in Ethiopia, from data preparation to actionable insights and stakeholder communication. ### Tasks Completed | Task | Status | Description | | ------ | ----------- | ------------------------------------------- | | Task 1 | ✅ Complete | Data Enrichment & Reference Framework | | Task 2 | ✅ Complete | Exploratory Data Analysis (EDA) | | Task 3 | ✅ Complete | Event Impact Modeling & Feature Engineering | | Task 4 | ✅ Complete | Time-Series Forecasting & Scenario Analysis | | Task 5 | ✅ Complete | Dashboard Development & Business Insights | --- ## ✅ Task 1: Data Enrichment & Reference Framework ### 🎯 Objective To enrich the raw financial inclusion dataset by standardizing indicators, introducing contextual observations/events, and creating a transparent enrichment log. ### 🔧 Key Activities 1. **Reference Code Management** - Extended `reference_codes.csv` with new observations, events, and impact links - Ensured consistency in code naming, descriptions, and category types 2. **Data Record Enrichment** - Added new records mapping indicators to reference codes - Linked time-specific changes to real-world events - Maintained temporal alignment without artificial data leakage 3. **Enrichment Logging** - Produced comprehensive documentation of all additions and modifications - Ensured full traceability for audit and review purposes ### 📁 Task-1 Outputs | File | Description | | ------------------------------------------------ …