UDSM-AI/Bank-account-access-prediction

This project aims to leverage machine learning to predict bank account access across Kenya, Rwanda, Tanzania, and Uganda, contributing to financial inclusion in East Africa # Bank Account Access Prediction ## Predicting Bank Account Access in East Africa with Machine Learning **Motivation:** Financial inclusion remains a critical challenge in East Africa, with only 14% of adults in Kenya, Rwanda, Tanzania, and Uganda having or using a bank account. Traditional methods for assessing financial inclusion have limitations, hindering effective interventions. **Project Goal:** Develop a machine learning model to predict bank account access across East Africa, providing data-driven insights to policymakers and financial institutions for targeted initiatives and product development. **Technical Approach:** * Utilize diverse machine learning algorithms on a comprehensive dataset encompassing demographic, socioeconomic, financial access, and behavioral data. * Implement feature engineering, cross-validation, and model tuning for optimal performance and generalizability. * Ensure model explainability and interpretability to translate insights into actionable recommendations. **Expected Outcomes:** * Improve bank account access prediction accuracy compared to existing methods. * Identify key factors driving financial inclusion and exclusion in each East African country. * Inform targeted financial inclusion initiatives and product development strategies. * Contribute to increased bank account access and financial well-being in the region. **Target Audience:** * Financial institutions operating in the region. * Researchers and academics focused on financial inclusion. **Next Steps:** * Develop and refine the machine learning model. * Analyze and interpret model findings. * Disseminate insights and recommendations to policymakers and financial institutions. **Join the Project:** To join our impactful project on GitHub, you can choose one of two options: **1. Clone the Repository:** ```bash git clone github.com ``` This command will create a local copy of the entire project repository …