Data Analysis for Sport in R

Getting Started with Data Analysis
4 Topics | 1 Quiz
Sports Data & Types of Analysis
Scales and Properties of Measurement
Operational Definitions
Independent and Dependent Variables
Quiz 1: Getting Started with Data Analysis
R Programming 101 (Part 1)
5 Topics
Values and Objects
Vectors, Changing Class of Objects
Matrices/Data Frame
Missing Values
Basic Functions
R Programming 101 (Part 2)
4 Topics
Remove Objects/Creating Lists
Functions and Examples
Tips for Writing Functions/Scoping Rules
Installing Packages
R Programming 101 Directories
Getting Data
2 Topics
Importing txt, csv and xlsx files
Downloading Files, Other Data Sources
Manipulating Data
4 Topics | 1 Quiz
Subsetting Recap
Ordering and Sorting
Renaming/Adding Columns and Rows
Transforming Data
Quiz 2: R Programming 101 – Manipulating Data
Describing and Summarising in R
8 Topics | 1 Quiz
Continuous Data
Normal Distribution
Central Tendency
Measuring Variation
Quartiles
Summarising Data in R
Variation within Data
Entropy of Variables
Quiz 3 – Describing and Summarising Data
Probability in Sport (Part 1)
6 Topics
Odds Ratio
Random Variables/Probability Distribution
Probability Density Plots
Expected Value/Considerations
Conditional Probability
Law of Total Probability
Probability in Sport (Part 2)
4 Topics | 1 Quiz
Adjusting Sports Stats – Examples
Z Scores
Standard Normal Distribution
Comparing Performances
Quiz 4: Probability in Sport
Exploratory Data Analysis
8 Topics
Importing & Cleaning Data
Summarising & Cleaning Data
Visualising Data
Box Plot
Histogram/Bar Plot
Multiple Box/Histogram
Scatter Plots
Summary Check List for Exploratory Analysis
Base Graphics System
6 Topics
Making a Histogram
Making a Box Plot
Making a Bar Plot
Making a Scatter Plot
Customise Plots
Multiple Plots and Saving Plots
Plotting Systems in R – Lattice
Plotting Systems in R – ggplot2
4 Topics | 1 Quiz
ggplot2 – Histograms
ggplot2 – Box Plot
ggplot2 – Scatter Plot
ggplot2 – Customising Plots
Quiz 5: Exploratory Data Analysis
Statistical Methods
3 Topics
Confidence Intervals R Example
Comparing Samples, Type I/II Error and P Values
Comparing Samples of Performance Data
Correlations
4 Topics
Types of Correlations/Pearsons Correlation
R^2
Spearmans Correlation
Hidden Variables
Measuring Associations for Nominal Variables
3 Topics | 1 Quiz
Manually Calculating Yule’s Q
Yule’s Q in R
Data Visualisation
Quiz 6: Measuring Association for Nominal Variables
Simple Linear Regression
5 Topics
Test Assumptions 1
Linear Regressing in R
Linear Regression Equation and Confidence Intervals
Test Assumption 2 & 3
Test Assumption 4 & 5
Multiple Regression
4 Topics | 1 Quiz
Multiple Regression in R
Testing Assumptions 1 & 2
Testing Assumptions 3,4,5 & 6
Multiple Regression Equation and Confidence Intervals
Quiz 7: Multiple Regression
Linear Mixed Model
8 Topics | 1 Quiz
Variation
Preparing Model/Assumptions
Linear Mixed Model
Statistical Significance & Linear Mixed Model Equation
Random Intercept Model
Random Slope Model
Interaction Model
Testing Assumptions
Quiz 8: Testing Assumptions
Logistic Regression
7 Topics | 1 Quiz
Data Set Up and Exploratory Analysis
Log Regression in R
Log Odds/Predict Function in R
Testing Lenearity
Testing Multicollinearity and Outliers
Predicting Outcomes
Confusion Matrix
Quiz 9: Logistic Regression
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Operational Definitions

Data Analysis for Sport in R Getting Started with Data Analysis Operational Definitions

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