Propensity Score Matching(PSM) on python

Predictive State Propensity Subclassification (PSPS): A causal deep learning algoritm in TensorFlow keras

Lecture slides, video recordings, and coding exercises from the 2024 Northwestern University Causal Inference Workshop. This repository is not affiliated with Northwestern University or the workshop.

This repository commits to the application of biostatistics knowledge on clinical, randomized trials and observational studies.

Review of propensity score matching techniques, especially IPTW, Overlap Weights, and Doubly Robust Estimation

This repository is associated with propensity score analysis utilizing machine learning algorithms to examine the impact of health insurance on duration of hospital stay in the NYC SPARCS 2015 In-patient discharges dataset.

Code and supporting files used as part of the impact evaluation of the Detect, Protect and Perfect (DPP) project to reduce stroke incidence by improving care of atrial fibrillation.

Comprehensive reproduction of the paper "BNT162b2 mRNA Covid-19 Vaccine in a Nationwide Mass Vaccination Setting" by Noa Dagan, MD, et al., assisted by Professor Yair Goldberg. This statistical project explores vaccination's multifaceted impact on infection rates, employing synthetic data, advanced matching, and sophisticated statistical analysis.

An educational Python-based introduction to causal inference techniques using machine learning.

Blazing fast propensity score matching

Code and presentation for project utilizing causal inference to determine the impacts of high physical activity on mortality using data from the National Health and Nutrition Examination Survey (NHANES). Results of hackathon at University of Minnesota Equitable Data Science in Adolescent Development REU.

Examining the Causal Impact of Recreational Marijuana Legalization on Psychotic Disorder-Related Hospitalizations: Evidence from Logistic Regression and Propensity Score Matching

Statistical Evaluation Methods

GitHub Repo For City Manager Research: Published Paper Below

Do files employed in my research

Blazing fast propensity score matching

Emulated target trial analyzing workplace health assessments and cardiovascular risk in 2,091,421 Swedish workers

Impact evaluation of the Transit Against Child Trafficking (TACT) transit awareness campaign using A/B tests + causal inference (DiD, PSM). Streamlit dashboard, FastAPI API, Docker & CI/CD.

(Conditional(?)) Association between survival rate and surgical timing after hip fracture: a retrospective propensity score-matched cohort study