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A GUIDE TO APPLIED STATISTICS WITH STATA

Mediation analysis

In this part, we do practical exercises with mediation analysis, using the KHB (Karlson-Holm-Breen) method.

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PART I: THE BASIC STUFF
The Stata environment
Basic statistical concepts
Descriptive analysis
Statistical significance
Compare groups
Correlation analysis
PART II: REGRESSION ANALYSIS
X, y, and z
(M)AN(C)OVA
- ANCOVA
- MANOVA
- MANCOVA
Preparations for regression analysis
Linear regression
Logistic regression
Ordinal regression
Multinomial regression
Poisson regression
Cox regression
Mediation analysis
- Introduction
  - Type of regression analysis
  - Rescaling bias
- Function
  - Practical example with logistic regression
  - Practical example with ordinal regression
Interaction analysis
PART III: TAKING IT ONE STEP FURTHER
Factor analysis
Latent class analysis
Structural equation modelling
Group-based trajectory modelling
Sequence analysis
Time-series analysis
Difference-in-differences
PART IV: TEST YOUR SKILLS
Data management and description
- Stata and basic concepts
- Descriptive analysis
Basic statistical analysis
- Statistical significance
- Differences and associations
Statistical data modelling
- Linear regression
- Logistic regression
PART V: FROM START TO FINISH
Practical example with linear regression
Practical example with logistic regression
Practical example with Cox regression

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