This is a free, open textbook that is part of the Connexions collection at Rice University. The book includes the following topics: 1. Sampling and Data 2. Descriptive Statistics 3. The Normal Distribution 4. Confidence Interval 5. Hypothesis Testing 6. Linear Regression and Correlation.