Regression Analysis
Foundational Statistics
Welcome
Introduction
1
What is Statistics?
2
The Unavoidable Math
3
Surveys: Key Concepts
4
Variable Classification
Descriptive Statistics
5
Describing a Dataset
6
Measures of Central Tendency
7
Measures of Dispersion
Probability Theory
8
Probability Concepts
9
What is Probability?
10
Counting Rules
11
Probability Rules
Random Variables and Probability Distributions
Sampling and Sampling Distributions
Inferential Statistics
Chi Square Tests
Regression Analysis
12
Simple Linear Regression
Summary
References
Regression Analysis
Simple Linear Regression
Multiple Linear Regression
OLS estimation
Gauss Markov Theorem
Model Assumptions and Diagnostics
Dummy variables and Interaction Terms
Endogeneity and IV estimation
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Chi Square Tests
12
Simple Linear Regression