This document contains questions and answers about statistical concepts and procedures. It includes multiple choice and free response questions about skewed data distributions, using tests that assume normality on non-normal data, and the purpose of degrees of freedom. The document also provides brief definitions of hypothesis testing and confidence intervals in inferential statistics.