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A Python package for causal inference using Synthetic Controls
Statistical inference and graphical procedures for RD designs using local polynomial and partitioning regression methods.
π π π§βπ« Website for graduate-level course on program evaluation and causal inference using R, built with Quarto
Synthetic difference in differences for Python
π π π§βπ« Website for graduate-level course on program evaluation and causal inference using R, built with Quarto
Regression Discontinuity Design Software Packages
Manipulation testing using local polynomial density methods.
π π π§βπ« Website for graduate-level course on program evaluation and causal inference using R, built with Quarto
Finite-sample inference for RD designs using local randomization and related methods.
Estimation, inference, RD Plots, and extrapolation with multiple cutoffs and multiple scores RD designs.
Power and sample size calculations for RD designs using robust bias-corrected local polynomial inference.
Curso de EconometrΓa con un aplicaciones en Python
A PyTorch implementation of the "robust" synthetic control model
Home for Anthony D'Agostino's professional webpage
We analyze two student outcomes β student GPA and average ACT test score for 1000 12th graders at the given school district. Specifically, we want to understand, among all the information we know about these students β demographics (gender, ethnicity, special education status, age, household income, and performance index), AP course taking, GPA and student athlete status β which are predictive of graduation and of average ACT test score for students. In addition, we want to understand if average ACT test score is predictive of graduation or vice versa.
R Analysis + Code: Impact Evaluation Labor Market
π π π§βπ« Website for undergraduate-level course on Educational Research and Evaluation (built with Quarto)
Program Evaluation with Non-Parametric Statistics and Hypothesis Testing
Course on Program Evaluation
Program Evaluation - Econometrics