Software and WebApps

Shiny WebApps

Visualization

Sample Size calculator

Teaching by example

  1. Marginal structural models (2 time-points, binary outcome) visual demo
  2. Marginal structural models (2 time-points) visual demo
  3. Inverse probability weights visual demo
  4. Propensity scores visual demo

Stata

Simulation algorithm

R

Simulation algorithm

Analysis tool for Causal inference

Complex Survey Data Analysis

RMarkdown

Kaggle Kernel R Notebooks

  1. Accessing NHANES Data Directly from CDC website
  2. NHANES Complex Survey Data Analysis
  3. NHANES data regression summary
  4. Propensity score matching on NHANES

Python

Notebooks

Reserved for collaborators and students: authentication required for access.

Web-tutorials

External helpful resources

The following are not my work, just the resources that I found useful.