The Essential Guide to Stata by Udemy
The comprehensive guide to Stata! Continuously updated.
Course Highlights
- An essential introduction to Stata
- Data manipulation in Stata
- Data visualisation in Stata
- Data analysis in Stata
- Regression modelling in Stata
- Simulation in Stata
- Count data modelling
- Categorical data modelling
- Survival analysis
- Panel Data Analysis
- Epidemiology
- Instrumental Variables
- Power Analysis
- Difference-in-Differences
Skills you will learn!
Curriculum
1 Topic
Introduction
6 Topics
The Stata Interface
Using Help in Stata
Command Syntax
.do and .ado Files
Log Files
Importing Data
7 Topics
Viewing Raw Data
Describing and Summarizing
Tabulating and Tables
Missing Values
Numerical Distributional Analysis
Using Weights
The New Table Command (Stata 17)
14 Topics
Recoding an Existing Variable
Creating New Variables Replacing Old Variables
Naming and Labelling Variables
Extensions to Generate
Indicator Variables
Keep and Drop Data/Variables
Saving Data
Converting String Data
Combining Data
Using Macro's and Loop's Effectively
Accessing Stored Information
Multiple Loops
Date Variables
Subscripting over Groups
15 Topics
Graphing in Stata
Bar Graphs and Dot Charts
Graphing Distributions
Pie Charts
Scatterplots and Lines of Best Fit
Graphing Custom Functions
Contour Plots (and Interaction Effects)
Jitter Data in Scatterplots
Sunflower Plots
Combining Graphs
Changing Graph Sizes
Graphing by Groups
Changing Graph Colours
Adding Text to Graphs
Scatterplots with Categories
4 Topics
Association Between Two Categorical Variables
Testing Means
Bivariate Correlation
Analysis of Variance (ANOVA)
11 Topics
Ordinary Least Squares (OLS) Regression
Factor Variables in OLS Regression
Diagnostic Statistics for OLS Regression
Log Dependent Variables and Interaction Effects in OLS Regression
Hypothesis Testing in OLS Regression
Presenting Estimates from OLS Regression
Standardizing Regression Estimates
Graphing Regression Estimates
Oaxaca Decomposition Analysis
Mixed Models: Random Intercepts and Random Coefficients
Constrained Linear Regression
3 Topics
Binary Choice Models (Logit/Probit Regression)
Diagnostics and Interpretation of Logit and Probit Regression
Ordered and Multinomial Choice Models
1 Topic
Fractional Logit Beta Regression and Zero-inflated Beta Regression
4 Topics
Random Numbers
Data Generating Process
Simulating a Violation of Statistical Assumptions
Monte Carlo Simulation
5 Topics
Features of Count Data
Poisson Regression
Negative Binomial Regression
Truncated and Censored Count Regression
Hurdle Count Regression
7 Topics
What is Survival Analysis?
Setting up Survival Data
Descriptive Statistics in Survival Data
Non-parametric Survival Analysis
Cox Proportional Hazard's Model
Diagnostics for Cox Models
Parametric Survival Analysis
6 Topics
Setting up Panel Data
Panel Data Descriptives
Lags and Leads
Linear Panel Estimators
The Hausman Test
Non-Linear Panel Estimators
3 Topics
Difference-in-Differences Estimation
Parallel Trend Assumption
Difference-in-Differences without Parallel Trends
4 Topics
Instrumental Variable Regression
Multiple Endogenous Variables
Non-linear Instrumental Variable Regression
Heckman Selection Models
5 Topics
Introduction and Rate Data
Cumulative Incidence Data
Case-Control Data
Case-Control Data with Multiple Exposure
Matched Case-Control Data
3 Topics
Power Analysis: Sample Size
Power Analysis: Power and Effect Size
Power Analysis: Simple Regression
4 Topics
Matrix Operations
Matrix Functions
Matrix Subscripting
Matrix Operations with Data
1 Topic
The Stata Practice test
The Essential Guide to Stata
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