Table 2

Taxonomy of low, medium and high spending countries – Key variables


Ed as percentage of GDP
ED as percentage of Govt ExpGovt exp percentage of GDP
Low Low Low 
DRC1.5Somalia4.3Somalia0.0
CAR1.8Angola6.0Madagascar9.9
Angola1.8Nigeria7.0CAR10.1
Guinea1.8Liberia8.2Sudan10.3
Mauritania1.9CAR9.8Ethiopia10.8
Liberia2.3Mauritania10.2Cameroon11.7
Chad2.4Rwanda10.8Uganda11.8
Uganda2.6Gambia, The11.0Mali12.4
Gabon2.8Uganda11.0Togo13.5
Gambia, The2.9Seychelles11.1Gabon13.7
Madagascar2.9Guinea12.4  
Guinea-Bissau2.9Niger13.0  
Benin3.0Lesotho13.1  
Average2.4 9.8 10.4
Middle Middle Middle 
Cameroon3.1DRC14.0Tanzania14.6
Rwanda3.4Cameroon14.1Guinea-Bissau14.6
Mali3.4Gabon14.2Côte d’Ivoire14.9
Niger3.5Chad14.2Malawi15.2
Tanzania3.5Malawi14.6Angola15.6
Zimbabwe3.6Mali14.6Burkina Faso17.2
Côte d’Ivoire3.7Cabo Verde15.2Ghana18.1
Malawi3.7Zambia15.3Congo, Rep.18.4
Congo, Rep.3.9Botswana15.4Rwanda18.7
Seychelles3.9Madagascar16.4Zimbabwe19.2
Ghana4.0Congo, Rep.16.7Senegal19.8
Zambia4.5Côte d’Ivoire17.4Mozambique19.9
Mauritius4.7STP17.6  
Cabo Verde4.7Benin17.7  
Average3.8 15.5 17.2
High High High 
Togo5.0Senegal18.3Zambia20.1
Kenya5.0Ghana18.6Mauritius23.5
Burundi5.0Mauritius18.7Zambia20.1
Ethiopia5.0Burundi18.9Mauritius23.5
Senegal5.3Kenya19.0Kenya24.8
Eswatini5.6Zimbabwe19.0Botswana26.5
Burkina Faso5.8Mozambique19.0Cabo Verde28.4
STP5.9South Africa19.6Seychelles32.0
Mozambique6.2Tanzania20.5Namibia33.1
South Africa6.5Burkina Faso22.0South Africa37.7
Botswana6.9Togo22.0Lesotho39.9
Sierra Leone7.4Ethiopia24.0  
Lesotho7.8Namibia26.4  
Namibia9.5Sierra Leone35.0  
Average6.2 21.5 28.1

Note(s): These parameters for each country are derived independently in the World Bank datasets using country validated returns. As a result they are not always consistent in terms of X = S * E

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