Preface
Website Features
Accessibility
Week 1
Introduction to R
How Data are organised
R & RStudio – Installation
R - Getting Started
RScript
RScript Structure
First Steps in R
The Working Directory
R Packages
Working with Your Data Set
Opening
Viewing the Data
Variable Types in R
Descriptive Statistics
Data Manipulation
Recoding
Saving
The Real Data Set
Book Recommendations
Week 2
Linear Regression - Theory
Introduction
What is it?
Ordinary Least Squares (OLS)
Linear Regression – Application
The Basic Command
Interpreting the Output
The Number of Observations
The Intercept
The Slope Coefficient
The all-important p-value in Regression
The Goodness of Fit (R-Squared)
Choosing Variables
Can I choose more than one independent variable?
Ceteris Paribus
Parsimony
R-Squared Again
Important Disclaimer
Week 3
Probit - Theory
Probit - What is it?
Probit – Application
The Command
The Coefficients
Pedicted Probabilities
Setting the x-values
Predicting the Probability
All Predicted Probabilities
How to Report Results
Stargazer
Multiple Independent Variables
Predicting the Probability
Exercises
Week 4
Missing Data
Options in R
Methodological Implications
Model Building
Control Variables
Week 5
Consolidation
The World-Value Survey
Exercises
Descriptives
Linear Regression
Probit
Week 7
Markov Transition Models
Time Series, Cross-Sectional Data
What are Markov Transition Models?
Conditional Probabilities
Democratic Emergence
Lagging the Independent Variables
Subsetting the Data for Conditional Probabilities
Democratic Emergence
Democratic Survival
Interpretation
Model Fit in Binary Response Models
How to Measure Model Fit
What is it?
R
Emergence: Full Model
Survival
Survival: Full Model
Joint Estimation of Emergence and Survival
Rationale
Example
Application in R
Exercises
The Data Set
Basics
Advanced
Downloads
Downlads
Documents
Data Sets (in alphabetical order)
R Scripts
List of References
List of References
PO3B3: Quantitative Pathway
Downlads
Documents
PO3B3 Bibliography
Week 7 Stargazer Table
Data Sets (in alphabetical order)
Africa
Europe
Eastern Europe
Example
Latin America
Middle East
Przeworski et al. (2000)
South East Asia
Sub-Saharan Africa
World
World Value Survey (WVS)
R Scripts
Week 1
Week 3
Week 3 Predicted Probability Graph
Week 3 Sample Stargazer Code
Week 5 Solutions
Week 7 Solutions
Week 7 Stargazer Table