Notes | statistics

Introductory Statistics Companion Site

This website is a companion site for students undertaking elementary statistics. It includes lecture slides, exercises, and extra resources. Use at your own risk. Enjoy! For my profile, click on the button below

Profile

Learning Statistics with R

I refer a lot to this book. Written by #RLadies powerhouse Danielle Navarro. Written for R users but also useful for non-r users.

Introduction to Statistics

Another awesome and free statistics book. If you prefer an online version with links to other statistics resources on the web, click here instead.

StatsTutor

A simple and useful quick guide about some of the most popular statistical tests.

Discovering Statistics

Andy Field's website- The author of the best selling Discovering Statistics books.

Free/ Open-source Textbooks & Resources

Part 1:

Introduction, Statistical theories, Data

Introduction

Describing what is Statistics and data

Why study statistics (Video)

Central Tendencies

Central tendency and dispersion

Summary

Intro to Probability

Introduction to probability

Random Variables

Discrete & continuous

Normal Distribution

Normal distribution

Z-tables

Sampling distribution simulator

Confidence Interval

Estimating confidence intervals

Statistical Tools

Introduction to SPSS

SPSS Guide - Weighting Cases

Question

Data Cleaning

SPSS Guide - Data Screening

Dataset

Data Visualization

Graphs and Charts (Lecture)

GGPLOT2 Examples

Flexplot

Hypothesis Testing

Introduction to hypothesis testing

Reporting Statistics

Part 2:

Statistical Tests

Linear Regression

Linear regression

Data regression

Multiple Regression

Extra- Multiple Responses

SPSS Guide - Multiple Responses Analysis

Extra- Cochran's Q

Cochran's Q With Pairwise McNemar

Extra- Association Rules

Association rules

Revision Question

Revision: The Friendly test