Description Statistics: Principles and Methods, 8th Edition provides students and business professionals with a comprehensive introduction to statistics concepts, terminology, and methods with a wide array of practical applications. Real-world data provides an easily relatable frame of reference, while numerous examples reinforce key ideas and demonstrate critical concepts to help ease student comprehension. Designed for those seeking a highly practical introduction to statistical measurement, reasoning, and analysis, this book requires no specific mathematical background and leaves derivations behind in favor of logic, reasoning, and modern statistics software.
Concepts are introduced first in a real-life setting to illustrate immediate relevancy, and are subsequently expanded to relate underlying mechanisms, limitations, and further applications. An emphasis on the relationship between validity and assumptions underscores the importance of critical thinking and the use of appropriate models while instilling thoughtful habits that lead to accuracy in interpretation. Going beyond the typical introductory text to keep the focus on application, this book gives students a deeper understanding of statistics as it is used every day across disciplines and industries.
Table of Contents
1. Introduction to Statistics
2. Organization and Description of Data
3. Descriptive Study of Bivariate Data
4. Probability
5. Probability Distributions
6. The Normal Distribution
7. Variation in Repeated Samples-Sampling Distribution
8. Drawing Inferences From Large Samples
9. Small-Sample Inferences for Normal Populations
10. Comparing Two Treatments
11. Regression Analysis I: Simple Linear Regression
12. Regression Analysis II: Multiple Regression and Other Topics
13. Analysis of Categorical Data
14. Analysis of Variance (ANOVA)
15. Nonparametric Inference