(An Intuitive) Introduction to Statistics
A non-technical and non-mathematical approach to learn Statistics
As a passionate and enthusiastic student many years ago, I learned Statistics with a highly technical and mathematical approach. Almost all my statistical inference classes started with an assumption that a sample of size n is a point in an n-dimensional Euclidean space!
Many years later, when I came to teach Statistics to undergraduate and graduate students at a business school, I realized all business students neither are nor need to be technical and quantitative-minded. So I started researching how I should teach Statistics intuitively to these students so they can apply it to solve real-life problems and make better business decisions.
This course is the outcome of my research for the last few years. It avoids the mathematical approach and extensive use of formulas. Instead focuses on statistical intuitions and the creation of mental models of uncertainty. In this course, we use the R language and an R code generator, Statsbuddy, that I created to focus more on 'why' and 'what', instead of 'how', of Statistics.
After completion of this course, students should be able to:
Intuitively understand and apply the various statistical concepts to searching for optimum business decisions
Utilize statistical thinking to conduct data analysis, interpret the statistical results, and make fact-based decisions
Understand benefit of the most popular computational software (such as R) to facilitate the computational process
Introduction to Statistics - Part 1
Introduction to Statistics - Part 2
Introduction to Statistics - Part 3
Introduction to Statistics - Part 4
Basics of R Language
Using R Language
Descriptive Statistics - Part 1
Descriptive Statistics - Part 2
Descriptive Statistics - Part 3
Descriptive Statistics - Quiz
Theory of Probability - Part 1
Theory of Probability - Part 2
Theory of Probability - Part 3
Theory of Probability - Part 4
Theory of Probability - Part 5
Theory of Probability - Quiz
Random Variables & Probability Distributions - Part 1
Random Variables & Probability Distributions - Part 2
Random Variables & Probability Distributions - Part 3
Random Variables & Probability Distributions - Quiz
Normal Distribution - Part 1
Normal Distribution - Part 2
Normal Distribution - Part 3
Normal Distribution - Quiz