An Introduction to Political and Social Data Analysis (With R)
- Thomas M. Holbrook - University of Wisconsin-Milwaukee
September 2024 | 480 pages | SAGE Publications, Inc
An Introduction to Political and Social Data Analysis (With R) provides students with an accessible overview of practical data analysis while also providing a gentle introduction to R. By starting with statistics first and using just enough R code to generate results, this text helps students focus on learning how to do data analysis while slowly gaining confidence in using R as they progress through the material. This book is structured around learning by doing. Students can follow along in each chapter by reading about statistics and their applications in R, and then running the R code on their own as they work through contemporary political science and social science examples. Author Thomas M. Holbrook patiently explains each step in in the process, avoiding overly complicated jargon and commands. Exercises at the end of chapters feature both conceptual and calculation-based questions so students can check their understanding of data analysis and practice using R. At the end of the semester, students can confidently add skills in data analysis with R to their resumes.
Chapter 1: Introduction to Research and Data
Chapter 2: Using R to Do Data Analysis
Chapter 3: Frequencies and Basic Graphs
Chapter 4: Data Preparation
Chapter 5: Measures of Central Tendency
Chapter 6: Measures of Dispersion
Chapter 7: Probability
Chapter 8: Sampling and Inference
Chapter 9: Hypothesis Testing
Chapter 10: Hypothesis Testing with Two Groups
Chapter 11: Hypothesis Testing With Multiple Groups (ANOVA)
Chapter 12: Hypothesis Testing with Non-Numeric Variables (Crosstabs)
Chapter 13: Measures of Association
Chapter 14: Correlation and Scatterplots
Chapter 15: Simple Regression
Chapter 16: Multiple Regression
Chapter 17: Advanced Regression Topics
Chapter 18: Regression Assumptions
Appendix A: Codebooks
Appendix B: Quarto Tutorial
Appendix C: Hidden R Code
Endnotes
Index
Supplements
Instructor Resources
For additional information, custom options, or to request a personalized walkthrough of these resources, please contact your sales representative.
The online resources for your text are available via the password-protected Instructor Resource Site, which offers access to all text-specific resources. These resources include:
For additional information, custom options, or to request a personalized walkthrough of these resources, please contact your sales representative.
The online resources for your text are available via the password-protected Instructor Resource Site, which offers access to all text-specific resources. These resources include:
- Test Bank
- Editable chapter-specific PowerPoint® slides
- Datasets
- An Answer Key to all end-of-chapter problems.
Sample Materials & Chapters
Chapter 1 Introduction to Research and Data
Chapter 2 Using R to Do Data Analysis