An analytical project exploring the impact of internet usage on economic, political, and environmental development in East and South Africa.
# Internet Usage and Socio-Economic Impact Analysis in East and South Africa
## Overview
This project investigates the multifaceted impact of internet usage on economic, political, and environmental development in East and South Africa. It combines thorough data analysis and machine learning modeling to explore key socio-economic questions.
## 1. Analysis Summary
### Key Objectives
- To analyze the relationship between internet penetration and GDP growth.
- To assess how internet usage affects governance quality, environmental sustainability, and other development metrics.
- To identify variables that moderate the effect of internet usage on socio-economic outcomes.
### Core Questions Explored
- **How does internet usage correlate with GDP growth?**
- **Does increased internet access impact governance quality, such as the rule of law and government effectiveness?**
- **What role does internet usage play in CO2 emissions, and how does it relate to environmental sustainability?**
- **How does access to electricity influence the effect of internet penetration on economic growth?**
- **What differentiates countries with substantial improvements from those with minimal gains in internet usage?**
## 2. Data Insights and Initial Findings
### Data Processing
The datasets used include global development indicators, focusing on variables such as internet usage, GDP, governance metrics, CO2 emissions, and access to electricity.
### Key Insights
- **GDP and Internet Usage**: There is a notable positive relationship between internet usage and GDP growth in certain regions.
- **Governance Impact**: The relationship between internet penetration and governance indicators shows variability.
- **Environmental Analysis**: Analysis of CO2 emissions highlights whether internet usage contributes to sustainability or increased emissions.
- **Infrastructure Moderation**: The analysis suggests that access to electricity moderates the economic impact of internet usage.
## 3. Machi …