This Week 1 project analyzes South Africa's transport landscape using official statistics from various government surveys. The analysis focuses on four key areas of transportation: learner transport patterns, worker commuting, household transport costs, and provincial expenditure disparities.
🚦 South Africa Transport Analysis - Week 1
# 🚦 South Africa Transport Analysis - Week 1
## 📋 Executive Summary
This project analyzes South Africa's transportation landscape using official government statistics to uncover mobility patterns, financial burdens, and spatial inequalities. As **Week 1 of a 90-day execution challenge**, this analysis transforms raw data into actionable insights about how transport shapes opportunity and inequality in South Africa.
**Analysis Period:** Week 1 (14 Dec - 20 Dec 2025)
**Core Question:** How does transportation access and cost influence economic opportunity and social equity in South Africa?
📊 Key Insights at a Glance
🚸 The Walking Divide
61.1% of students walk to school vs only 22.8% of workers
Students walk 2.7 times more than working adults
Indicates either safer routes for students or economic pressures forcing different choices
🚕 Parallel Transport Economies
Workers use taxis (24.3%) almost as much as private cars (25.9%)
The informal taxi sector is not marginal—it's central to urban mobility
Formal buses serve only 3.6% of workers, highlighting service gaps
💰 Financial Burden
Transport is the 3rd largest household expense (15.3% of expenditure)
74.5% of households spend R300+ weekly on work transport
Creates potential "transport poverty traps" limiting economic mobility
🗺️ Geographic Inequality
Western Cape spends R33,487 annually (53% above national average)
Gauteng spends R29,333 (34% above average)
National average: R21,930
Wealthier provinces spend more, but on what—better options or just higher costs?
📁 Project Structure
text
South_Africa_Transport_Analysis/
├── README.md # This documentation
├── South_Africa_Transport_Analysis.xlsx # Main Excel workbook
│ ├── Transport_Mode_Learners # Student commuting patterns
│ ├── Transport_Mode_Workers # Worker commuting patterns
│ ├── Household_Transport_Costs # Financial burden analysis
│ └── P …