There are several techniques available in R to evaluate the performance of a classification model. This presentation will demonstrate a sample classification model followed by some practical insights related to selected model performance evaluation techniques available in R. Specific focus on reports that can be generated to summarize model performance results will be addressed. The presentation will also recommend further areas of application and research.