Introduction to Modern Statistics by Rundel & Hardin
Introduction to Modern Statistics by Rundel & Hardin - Table of Contents
1. Introduction to data
2. Exploratory data analysis
3. Regression modeling
4. Foundations of inference
5. Statistical inference
6. Inferential modeling
What You Will Learn in Introduction to Modern Statistics by Rundel & Hardin
"Introduction to Modern Statistics" by "Mine Çetinkaya-Rundel" and "Johanna Hardin" is a contemporary statistics textbook that focuses on practical data understanding and modern analytical methods. The book emphasizes "modern statistics", teaching students how to explore real datasets and make informed conclusions using evidence rather than memorizing formulas. It integrates concepts of "data analysis" with intuitive explanations so learners can grasp statistical reasoning in a meaningful way. As a widely used academic resource, the textbook bridges theory and application for beginners and data enthusiasts alike.
A key strength of this book is its focus on "simulation inference" and "exploratory data" techniques. Instead of relying only on traditional mathematical derivations, it encourages hands-on learning through real datasets and computational methods. Students gain experience in "statistical modeling" and hypothesis testing using simulation-based approaches, which improves conceptual understanding. The structure of the book supports modern learning by blending theory with practical examples, making statistics more accessible and engaging.
This textbook is ideal for undergraduate students and self-learners who want to develop strong analytical skills. It provides a solid foundation in "modern statistics" while promoting critical thinking and data-driven decision-making. Whether for academic study or personal growth, it helps readers understand how data shapes real-world insights through "data analysis" and modern statistical techniques. Overall, it is a valuable resource for anyone interested in learning statistics in a practical and intuitive way using "exploratory data" and simulation-based methods.
Book Details & Specifications
Title:
Introduction to Modern Statistics by Rundel & Hardin
Publisher:
OpenIntro
Year:
2024
Pages:
510
Type:
PDF
Language:
English
ISBN-10 #:
1943450277
ISBN-13 #:
978-1943450275
License:
CC BY-NC-SA 4.0
Amazon:
Amazon
About the Author: Mine Çetinkaya-Rundel
The author
Mine Çetinkaya-Rundel
is a statistician and educator at "Duke University". Her expertise includes "statistical computing", "data science", and teaching modern analytics with real datasets. She focuses on "reproducible research" and helping students apply statistics to real-world problems using programming and visualization. "Johanna Hardin" is a professor at "Pomona College". Her research and teaching emphasize "statistical modeling" and practical data analysis. Hardin works on making statistics accessible and useful for students and professionals, bridging theory with applications in modern "statistics" and data-driven decision making.
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