## Overview

Looking to learn how to build data analytics models or discover the relationships between variables?

In the Statistics for Data Analytics zyBook, you will learn statistics with a focus on regression analysis using R and develop an understanding of the relationships between data, regression model building, and model selection.

## Research Proven Excellence

#### Preferred Choice

80% of surveyed students preferred zyBooks over regular textbooks.

#### Better Learning

Studies show that students learn 118% more with the minimal text model in only one lesson.

#### Proven Results

On average, zyBook users improved grades up to ⅔ and read 74% more than users of regular textbooks.

## What is a zyBook?

In short, zyBooks are interactive, digital textbooks.

By incorporating available technology, zyBooks make learning fun, interactive and engaging – all while drastically reducing the time spent on learning theoretical concepts.

## Course Details

The Statistics for Data Analytics zyBook covers statistical concepts needed for data analytics (specifically, regression analysis) with minimal text, maximum interactivity.

### Module 1: How to use a zyBook

1.1 Basics

### Module 2: Exploratory Data Analysis

2.1 What is data?

### Module 3: Parametric Analysis

3.1 Normal distribution

### Module 4: Non-parametric Analysis

4.1 Resampling: Randomisation and bootstrapping

### Module 7: Logistic Regression

7.1 Introduction to logistic regression (LR)

### Module 6: Multiple Linear Regression

6.1 Introduction to multiple regression

### Module 5: Linear Regression

5.1 Introduction to simple linear regression (SLR)

### Module 11: Principal Component Analysis

11.1 Introduction to principal component analysis (PCA)

### Module 10: Stepwise Regression

10.1 Introduction to stepwise regression

### Module 9: Higher Order Regression

9.1 Interaction terms

### Module 8: Transformations

8.1 Logarithmic transformations

### Module 12: Appendix A: Distribution Tables

12.1 t-distribution table

### Module 13: Appendix B: CSV Files

13.1 Data sets

## Pricing

Each purchase comes with...

Highly effective reading materials

Interactive figures & tables

Practice questions

1 year access

## What Our Students Say

“I really enjoyed zyBooks for use in my Python class. It has surely aided my success in class and helped me build some confidence in my first year at university.”

Isaac C.

Cal State University, Long Beach

## Our Other zyBooks & Courses

The Statistics of Data Analytics zyBook will pair well with the following:

Fundamental Programming Concepts

Master essential programming concepts in a language-neutral manner.

## Frequently Asked Questions

## PAYMENT

### Will my course fee be subsidised?

No.

## CURRICULUM

### I have no prior experience. Will I be able to understand the content taught in the zyBooks?

Yes. Unless otherwise specified, all zyBooks are beginner-friendly.

### How much time do I have to spend to complete the course?

It depends on your learning style and speed. We estimate taking about 48 hours to read through the material and complete the interactive quizzes at regular speed.

### Is there a certification examination?

No.

## ZYBOOKS

### What is a zyBook?

zyBooks are like interactive, digital textbooks.

### Why should I buy a zyBook instead of a regular textbook?

zyBooks comprise the same content as a textbook but with minimal text and maximum interactivity.

### Do all the zyBooks you offer come with zyLabs (the interactive lab environment)?

No. If zyLabs are included, it will be specified in the course page.