This study attempts to explain the correlation between the level of corruption control and vaccination performance across countries, controlling for other important variables related to vaccination. The assumption is that countries with better corruption control are more likely to have better vaccination performance. Secondly, some past studies find that African countries generally performed poorly in vaccination, and form a spatial clustering of poor vaccination performance. It will be a spatial heterogeneous situation.