A practical procedure is provided to make more accurate inferences about the most likely cluster found by the spatial scan statistic. The proposed method is more useful when the computed p-value using the classical inference is close to the significance level; otherwise, there will be no change in the decision process. In this situation, it is recommended that the data-driven inference should be performed, especially when the observed most likely cluster has relatively large size.