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Principles of Statistics by MG Bulmer
Bulmer is a biostatistician and Fellow of the Royal Society of London, and an Emeritus Fellow of Wolfson College, Oxford. The original publication dates back to 1965 and remains popular. Good Reads indicates that this book remains distinctive in bridging statistical theory with practical application. The intent of this book is to enhance understanding of the concepts acquired in statistical courses.
Statistical Inference by George Casella, Roger L. Berger
Casella (1951-2012) was a distinguished professor in the Department of Statistics at the University of Florida. This highly recommended book breaks down the theories in statistics for increased comprehension. Intended for graduate students, it is noted as a handy reference book.
Statistics by David Freedman, Robert Pisani, Roger Purves
Freedman (1938-2008) was a mathematical statistician and a statistics professor at the University of California, Berkeley. This book covers such topics as:
- Controlled experiments
- Observational studies
- Descriptive Statistics
- Correlation and Regression
- Sampling
Sampling, in particular, can be underemphasized in many texts, and it's covered thoroughly in this one.
Statistics by Robert Witte, John Witte
Robert Witt, a psychology professor, taught statistics for over thirty years. John Witte is an epidemiology and biostatistics professor at the University of California, San Francisco. This particular text goes in-depth in such classical statistical procedures as:
- Z-test
- t-Test (one sample, independent samples, related samples)
- Analysis of Variance (ANOVA) (One and Two Factors)
- Chi-Square
- Tests for Ranked (Ordinal) Data
Given the popularity of surveys with many using Likert (ordinal) scales, the section on appropriate tests for such data makes this book a must for analysts.
Last on the list of best statistics books is the primer of data visualization – another important aspect of statistics:
The Visual Display of Quantitative Information by Edward Tufte
Tufte is recognized as a pioneer in the field of data visualization and has been referred to as "the Da Vinci of Data." Tufte delves into graphical practice and the theory of data graphics. Particularly noteworthy is the section entitled "chartjunk," which goes over many common mistakes made when attempting to tell a story with data. Also included are various designs for displaying information.
Barron's AP Statistics, 8th Edition
Written by-Martin Sternstein, PhD.

We all know that math and statistics work together, likewise body and soul. In other words, maths is an essential aspect of statistics.
The mathematics expert has written this book based on his experience.
That's why this book is considered among the best statistics textbooks in the world.
The writer of this book had been the head of the math department in various universities.
Also, he has won several awards in maths.
Statistics for Business and Economics

Written by- James T. McClave, P. George Benson and Terry T Sincich
This book is not written by a single expert. A couple of experts have written this book with their experience.
That's why this book contains more expertise than other books I have mentioned on the top.
All the authors of this book are statistics experts at various levels.
Naked Statistics: Stripping the Dread from the Data

Written by— Charles Wheelan
The name implies that this statistics book is written in a funny manner.
This book is almost for everyone. Even if you hate statistics, you will definitely love this book.
OpenIntro Statistics
Written by-David M Diez, Mine Çetinkaya-Rundel, and Christopher D Barr

Introduction
Statistics is the most complex subject for students. If its concepts are not written clearly in the books, it could be overwhelming for them.
Even the students will not learn anything from the book.
The book can become garbage for the students.
The author of this book keeps this in his mind and writes a simple words statistics book.
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