Tutorials illustrating the use of baseline information to conduct more efficient randomized trials
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Updated
Mar 19, 2023 - HTML
Tutorials illustrating the use of baseline information to conduct more efficient randomized trials
Analysis of Airbnb Pricing in New York City
Propensity score analyses of IHDP data for new Gelman, Hill, Vehtari text
Propensity scores in complex surveys
This R package contains a function to apply MARMoT balancing technique, a function for computing the Deloof's approximation of the average rank (and also a parallelized version) and a function to compute the Absolute Standardized Bias.
Inverse probability weighting for non-binary exposures. Simple example in Excel and SAS.
use datasets of Cattaneo (2010) to perform PSM in stata
In this project, the causal effect of working overtime on attrition for a sample of IBM employees has been analyzed
R package for fast and easy doubly robust estimation of treatments effects
Comparison of different methods for adjusting for confounding in a Cox regression using simulated data in stata
IPW- and CBPS-type propensity score reweighting, with various extensions (Stata package)
TI Methods Speaker Series in collaboration with the Student and Recent Graduate Committee (SARGC) of the Statistical Society of Canada.
Rolling Entry Matching R Package
R package for estimating balancing weights using optimization
A list of resources to learn programming in SAS
Simulation scripts for matching weights in three-group studies (Epidemiology 2017)
Machine Learning (Python)
Streamlined Estimation for Static, Dynamic and Stochastic Treatment Regimes in Longitudinal Data
Covariate Balance Tables and Plots - An R package for assessing covariate balance
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