Data cited at: The African Development Bank: The Middle of the Pyramid: Dynamics of the Middle Class in Africa: https://www.afdb.org/fileadmin/uploads/afdb/Documents/Publications/The%20Middle%20of%20the%20Pyramid_The%20Middle%20of%20the%20Pyramid.pdf