PinnedShuangyuan (Sharon) WeiinTowards Data ScienceHow to Use Backdoor Criterion to Select Control VariablesIllustrated through Simulated Experiments in R·6 min read·Jan 9, 2024--2--2
PinnedShuangyuan (Sharon) WeiinTowards Data ScienceApply Matching Method in Causal Analysiswith a Real-World Example in Python·5 min read·Jun 24, 2021--1--1
PinnedShuangyuan (Sharon) WeiinTowards Data ScienceApply Propensity Score Methods in Causal Inference — Part 1: StratificationWith an Example Implemented Step by Step in Python·7 min read·Jul 11, 2021--1--1
PinnedShuangyuan (Sharon) WeiinTowards Data ScienceAnalyze Causal Effect using Diff-in-Diff ModelWith a Real-World Application·5 min read·Jun 1, 2021--1--1
Shuangyuan (Sharon) WeiinTowards Data SciencePower Calculations with Simulationillustrated with examples in R·5 min read·Jan 24, 2022----
Shuangyuan (Sharon) WeiinTowards Data ScienceApply Instrumental Variables Method in Causal AnalysisWith a focus on the experimentation illustrated by an example·7 min read·Oct 26, 2021--1--1
Shuangyuan (Sharon) WeiinTowards Data ScienceApply Propensity Score Method in Causal Inference — Part 2: K-Nearest Neighbor Matchingwith a Real-World Example in Python·3 min read·Jul 22, 2021--1--1
Shuangyuan (Sharon) WeiinTowards Data ScienceTesting the Assumptions of Linear Regression·6 min read·May 28, 2021----
Shuangyuan (Sharon) WeiinGeek CultureAn Illustration of Survey Sampling and WeightingLet’s do a hypothetical survey project step by step!·10 min read·May 22, 2021----
Shuangyuan (Sharon) WeiinGeek CultureAnalyze the Effect of Randomized Experiment using the Tennessee STAR ExperimentAnalyze the causal effect of class size using linear regression in Python·7 min read·May 15, 2021----