Have you ever imagined why you need to study statistics? Why are statistics so tough to learn? And what would be the best statistics books for you? These are the questions that might come to your mind. Do not worry; I have answered all your questions below.

But before moving to the details, let’s understand what statistics is. *Statistics is all about the data and the numbers. In fact, it provides the methods to perform a specific function on the given dataset and numbers. Statistics is the main branch of mathematics.*

**First, understand why you need to study statistics?**

Statistics is not just about the set of statistical tests. But it is the roadmap, which supports the statisticians and others to utilize the exact methods to collect and manage data.

With the help of analysis data, one can easily make the correct interpretation and represent the result in the most inspiring way.

This is how the discoveries in science are explained, make the data-based decisions, and do future estimations. That is why statistics play an important role for data scientists too.

(Below, I have mentioned the best statistics books to help the data scientist learn more about statistics.)

**Why is Statistics considered harder subjects to learn for students?**

The foremost reason students consider statistics as one of the toughest subjects is that statistics have complex formulas. If you look at the statistics formula, you find that they are arithmetically a little bit complex.

Moreover, each formula is utilized in a specific situation. That is why students struggle to understand which formula they should go with.

Apart from this, it is also blamed that teachers make statistics more complicated. The reason could be that the teachers are unable to teach statistics in an easier way to the students.

It is also noticeable that students cannot learn statistics until they do not apply it in real life. But to apply statistics in real life, students must know how to analyze the data.

That is why we can say that it is just as if you want to learn cooking, then start cooking. In the same manner, if you want to learn statistics, then start analyzing the data.

**Where do I start to learn statistics?**

In this digital era, there are a lot of online websites from where you get countless study materials. You can check the statistics topics from:

- Youtube
- Statanalytica
- Coursera
- Medium
- Statisticshowto

Apart from this, if you are not someone *like me *who prefers offline resources, then books are the best option. There are several best statistics books available in the market from which you can learn and improve your statistics concepts with ease.

I have listed the top 10 best statistics books that support you to improve your concepts. Let’s check the books with useful details.

**Top 10 Best Statistics Books**

### 1. **Statistics Written by-Robert S. Witte and John S. Witte**

**Introduction**

If you are a beginner in statistics, then, this book is for you.

It will guide you from the basic statistics and help you to get your knowledge to the undergraduate level.

You will get well-organized chapters inside this book.

The student will not found any issue while reading this book.

All the text and graphs in this book are well written and easy to understand.

I would like to recommend this book to those who are looking to start their studies in statistics.

**Features of this top best statistics book**

As already mentioned, this book is the best statistics book for beginners.

If you are a beginner, then this book will help you to clear statistics on basic concepts.

It does not just cover the basics, but it also helps you understand eloquent measures involving statistical analysis.

With the help of this book, you will be capable of dealing with interpretation, a variation of coefficient and correlation, hypothesis tests, and lots more.

### 2. **Barron’s AP Statistics, 8th Edition**

#### Written by-Martin Sternstein, PhD.

**Introduction**

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.

That’s why we can’t doubt the perfection of this book.

The author of this book believes that everyone should have an equal right to access the subject.

**Summary of this best book of statistics**

This book also has well-managed content. It comes with 15 chapters that cover almost every topic of statistics.

With the help of this book, you will learn how to use the professional calculator with perfection.

It also helps you to do some practice with the 5 full-length exams.

Don’t worry about the answers. The author has given the answers to these question papers.

Also, he has provided multiple-choice questions with answers.

If you get bored too early while reading the book, you can also watch the CD that comes with this book.

It will help you to understand the subject better.

### 3. **Statistics for Business and Economics **

#### Written by- James T. McClave, P. George Benson and Terry T Sincich

**Introduction**

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.

They all have a high degree of achievement.

With their combined efforts, they have made the subject more interesting and understandable in this book.

**Summary of this best statistics books on business Statistics**

This book is incredible for the statistics students.

This book has real-world data that is formed into exercises, examples, and applications.

Every chapter of this book has the latest conversational issue along with its case study.

The author has created an exercise with perfection.

The students always have an opportunity to evaluate the scenario critically.

### 4. **Naked Statistics: Stripping the Dread from the Data**

#### Written by— Charles Wheelan

**Introduction**

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.

In other words, if you are not good with statistical data, you would like this remarkable book.

This book is quite engaging for all the statistics students.

This book will help you learn why statistics is precise in almost every topic of statistics.

**Summary of this best statistics books for data science**

Because of his comic-style book, the author is a best-seller writer.

He shows the real-life data. He has also shown free statistical tools in his statistics book.

It will help the students clear all their doubts and answer almost every question that comes into their minds.

He has cleared the doubts statistics of all level readers.

### 5. **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.

He has also taken care that the written content is well written and clear.

This book is a gold mine with good command over maths and looking to learn stats at a rapid pace.

All the statistics concept is cleared with proper details.

**Summary of this book about statistics**

This book covers free and easy-to-use tools and techniques.

The techniques can easily be modified as per the requirements.

The author believes that probability is just an option.

On the other hand, the conclusion is the key. The best way to get the key is by analyzing the real-world data.

### 6. **Head First Statistics – A Brain-Friendly Guide**

#### Written By – Dawn Griffiths

**Introduction**

O’Reilly Media is one of my favorite publications in the world. The way they present the topic is quite interesting.

All the books of these publications are beginner-friendly, and you will love all their books when you start learning from these books.

Now let’s talk about this book. This book offers you the best way to learn about histograms, probability distributions, chi-square tests, z scores, and many more topics of statistics.

If you are in high school, you should look at this book to clear your statistics exam like a pro.

### 7. **Think Stats Probability and Statistics for Programmers**

#### Written By – Allen B. Downey

*Think Stats *book is for programmers. If you want to grow your career in statistics as a programmer, *Think Stats *is the best book.

Here you will learn the probability and statistics for Python programming.

This book is not for beginners or those who are going to start their education in statistics.

This book offers the simple techniques that are used to explore real data sets.

It also answers the most critical questions that come to Python programmers’ minds.

This book was written by the writer of O’Reilly Media. But it is freely available to you under the Creative Commons license.

But you can’t use it for commercial purposes. You can make changes in this book in the live version that is available on greenteapress.

In fact, this statistics book is distributed by greenteapress.

**Summary of best statistics book**

In the introduction phase, I have already mentioned that this book is not for beginners.

But some python programming beginners can start with this book to learn probability and statistics for python.

Even if you already have basic Python skills, you can learn the basic concepts of probability and statistics more easily than other students.

This statistics book is based on the Python libraries, which include PMFs and CDFs libraries.

Here you will find lots of short programs that will help you to clear your concept easily.

### 8. **The Cartoon Guide to Statistics**

#### Written By – Woollcott Smith

**Introduction**

This book is published by larrygonick.

As the name reflects what you will get in this statistics book.

The author of this book is known for the comic version of the educational books.

They have published plenty of books in history, science, and other subjects.

If you hate statistics the most then this book will turn your hate into love with interesting comic form material.

**Summary of best book about statistics**

Here is this book you will learn everything about statistics with the help of comic diagrams.

This book covers almost everything about statistics.

With the help of this cartoon guide, you will learn the basics of probability, data sets, random variables, binomial distributions, sampling, and much more.

It also covers all the formulas of these statistics topics.

In contrast, we can say that it is a real statistics book for beginners.

### 9. **Statistics II for Dummies**

**Written by – Deborah J. Rumsey**

**Introduction**

Statistics 2nd for dummies is the book for dummies.

They are known for their best materials. Most of the universities recommend the books for Dummies.

Because they cover every topic with perfection.

Here in this book, you will learn the practical explanation of statistical ideas, techniques, formulas, and calculations.

Here you will also learn how statistics is applicable in our life with the help of examples.

**Summary of Best book of statistics**

With this great statistics book, you will learn how to interpret and critique graphs and charts in statistics.

You will also learn probability, confidence intervals, hypothesis tests, statistical formulas, and much more.

Here you will find all the latest examples.

Apart from that, there is an additional benefit for the students because they will get free advice to take real-world problems in statistics.

In contrast, this book makes you ready for the statistics job.

### 10. **All of Statistics A Concise Course in Statistical Inference**

#### Written by: Larry Wasserman

**Introduction**

If you have no time to learn probability and statistics then this book is for you.

This book is published by Springer publication.

Here you will learn most of the statistics concept with just a single book.

This book is specially designed for students, researchers, computer scientists, data mining students, and machine learning students.

In other words with these books you can learn from the basic statistics to the advanced level.

**Summary of this best books about statistics**

This book covers more topics than any other book in the world.

With this book you will cover almost everything about statistics.

Here you will learn some of the advanced topics i.e. nonparametric curve estimation, bootstrapping and classification.

It covers all your statistics course material.

You can start to learn from this if you are a beginner to statistics and probability.

The graduate and undergraduate students will also find it beneficial for them.

This book is amazing for students who want to enhance their careers in statistics.

Bonus Books

**BONUS POINT**

**Best Statistics Books For Kids**

Following are the best statistics books for kids that help them to learn statistics in the easiest way.

**Statistics & Probability**

**by Myrl Shireman**

**Introduction**

The Statistics and Probability book was published by Mark Twain. This book is for fifth to twelve grades. The kids under 10-17 years can exercise this book. It provides the opportunity for students to organize and interpret the data. This workbook helps students to understand how statistics concepts are applied in a real-world scenario.

**Summary of this Best Statistics Books **

Probability & Statistics is part of the Middle/Upper Grades Math Series, which provides instruction and practice in math fundamentals to middle school, junior high, and high school students. So they can change higher-order math concepts with confidence. Clear explanations, numerous practice exercises, and frequent reviews provide students with the tools for success in mastering probability and statistics.

**The Cartoon Introduction To Statistics**

**by Grady Klein**

**Introduction**

This book was published by Hill and Wang. *The Cartoon Introduction To Statistics* book is the most creative as well as an accessible book of statistics courses that you will ever take. This book will teach you how to gather reliable data and make a confident statement. This book is ideal for the teacher. It is very clear and uses excellent detailed examples to explain the points.

**Summary of this Best Statistics Books**

In this book, The Cartoon Introduction To Statistics, the famous illustrator Grady Klein and the award-winner Statistician Alan Dabney guide you to gather reliable data, create confident statements on the basis of limited information, and estimate the usefulness of polls and the other numbers that you encounter every day. Moreover, this book is an essential guide for anyone who wants to navigate a better and data-driven world.

**An Adventure In Statistics: The Reality Enigma, 1st Edition**

**by Andy Field**

**Introduction**

Andy Field is the best-selling author and award winning teacher. *An Adventure In Statistics: The Reality Enigma* book offers an excellent way to learn statistics. SAGE Publications Ltd published this book. This book provides a helpful introduction to basic statistical techniques. You can get an opportunity to learn statistics in the context of a story with the help of this book.

**Summary of this Best Statistics Books***An Adventure In Statistics: The Reality Enigma, 1st Edition* is extremely helpful in understanding the basics. This book is hilarious and engaging. You can not stop reading it because you can not wait to know what happens to Zach and Alice. This book is really perfect for everyone who finds stats difficult, pointless, and boring. This book proves them wrong.

**Top 3 the best statistics books for data scientists!!**

**Practical Statistics for Data Scientists- by Peter Bruce**

This book is the best choice for data scientists who do not have prior knowledge of statistics. The author has provided enough details about statistical concepts that are useful for data scientists.

**Statistics Done Wrong: The Woefully Complete Guide 1st Edition- by Alex Reinhart**

This book is the best for data scientists because they might do something wrong with statistics calculations. That is why this book helps them to understand how to correct and avoid mistakes with ease.

This book consists of 90% details about what people do wrong with the power of the test, p values, and more. That is why you should give this book a try.

**Discovering Statistics Using R- by Andy Field, Jeremy Miles, and Zoe Field**

This book is highly recommended for data science beginners. And those who have a little bit of knowledge of statistics. Therefore, if you want to start with statistics, this book’s content will amaze you with its simplicity in explaining complicated statistical concepts.

Apart from this, the statistics concepts are explained using the R, making this book even more useful. It provides step-by-step knowledge along with supportive and practical examples to data scientists.

**Conclusion**

All the books mentioned above are the best statistics books in the world to learn statistics concepts.

If you start reading these awesome books from today, you will have a better command over statistics within a few weeks.

If you want to know more about any subject books, let me know about it through your comments. I will definitely provide you with a list of books that will help you to enhance your subjective knowledge.

If you are still finding it hard to select the best book for you, you can get help from our **stats homework helper**.

**Frequently Asked Questions**

**What are the top two books in Amazons best sellers in probability and statistics category?**

Some of the Best Sellers in Probability & Statistics on Amazon are:

Freakonomics: Revised Edition.

How to Lie with Statistics.

Factfulness: Ten Reasons We’re Wrong About The World – And Why Things Are Better Than You Think

AP Statistics Premium: With 9 Practice Tests (Barron’s Test Prep)

Factfulness: Ten Reasons We’re Wrong About The World – And Why Things Are Better Than You Think

**What math is needed for statistics?**

Statistics for engineering and science majors need linear algebra and calculus. Statistics is also used in computer science programs, and it needs real analysis, like Hilbert space, measure theory, functional analysis.

**What stats do data scientists need?**

Data analysis needs probability theory and descriptive statistics, at a minimum. The concepts of these help data analysts to make better business decisions. Moreover, data scientists must know the statistical significance, regression, probability distribution, and hypothesis testing.