Getting Started
Introductory Economic Statistics: A Data-Driven Approach using R
Preface
Getting Started
1
First Steps
Univariate Data
2
Data & Visualization
3
Summary Statistics
4
Random Variables
5
Sampling & Resampling
6
Population Statistics
7
Confidence Intervals
8
Hypothesis Testing
9
Advanced Probability
10
Advanced Empirics
Bivariate Data
11
Bivariate Distributions
12
Comparing Two Groups
13
Comparing Multiple Groups
14
Statistics of Association
15
Simple Regression
16
Local Regression
17
Inference
18
Association is not Causation
19
Bivariate Probability
20
Testing Theory
21
Data Analysis
Multivariate Data
22
Multivariate Distributions
23
Multiple Linear Regression
24
Mixed-Data Regression
25
Model Assessment
26
Local Relationships
27
Observational Data
28
Experimental Data
29
Data Scientism
30
Misc. Multivariate Topics
Appendices
A
Working with AI
B
Code Conventions
C
Figure Conventions
D
Notation
E
Packages and Datasets
Getting Started
We will use R statistical software, which you will be introduced to in the first chapter.
Preface
1
First Steps