Yodahe2021/ethiopia-fi-forecast

*** # Ethiopia Financial Inclusion Forecasting System (2025–2027) ### 🏦 Selam Analytics | Financial Technology Consulting ## 📌 Executive Summary Ethiopia is undergoing a radical digital financial transformation. While mobile money platforms like **Telebirr** and **M-Pesa** have registered over 65 million users, official financial account ownership has shown a surprising deceleration (growing only 3 percentage points between 2021 and 2024). This project provides a **Forecasting & Impact Modeling System** that quantifies the relationship between catalyst events (product launches, policy changes) and inclusion outcomes. Our model predicts that while Ethiopia will comfortably exceed the **60% National Financial Inclusion (NFIS-II) target** for Access, the next frontier for growth lies in **Digital Payment Usage**, projected to reach **51% by 2027**. --- ## 🏗️ Technical Framework: The Unified Schema We utilized a **Unified Data Schema** to handle sparse time-series data from the World Bank Global Findex (triennial) alongside high-frequency market reports. - **Observations:** Measured metrics for Access, Usage, and Infrastructure. - **Events:** Catalyst moments (e.g., EthioPay Launch, FX Liberalization). - **Impact Links:** Modeled relationships connecting Events to Indicators via **Association Matrices**. --- ## 🔍 Key Analytical Insights 1. **The Multi-homing Paradox:** Our calibration model revealed a **0.20 discount factor**. This implies that only 20% of new mobile money registrations represent "newly included" individuals; the remaining 80% are existing bank customers expanding their digital footprint. 2. **The P2P Crossover:** As of 2024/25, Ethiopia reached a **Crossover Ratio of 1.08**, where interoperable P2P digital transfers officially surpassed physical ATM cash withdrawals. 3. **Usage Velocity:** While Account Access is stabilizing, **Digital Usage** is projected to grow at 2.5x the speed of Access between 2025 and 2027 d …