In the parts of the city where the poor live, roads are often unpaved, poorly drained and maintained. A study in 18 African cities found that people devoted 8-15 per cent of their total household expenditure to transport, with the poor spending 4-10 per cent of income on transport. Actual spending patterns on transport are, however, complex and often localized.