Example

In this section, we will show you two examples of CEM_LinearInf package applications on both simulated dataset and real dataset. Please check the following Contents for further information.

Content:

• 🔖 CEM Notebook Example - Simulated Linear Dataset
  • 1. Data preperation
  • 2. Coarsened Exact Matching (CEM)
  • 3. Balance Checking
  • 4. Treatment Effect Inference
  • 5. Sensitivity Analysis
  • 5.1 Omitted variable bias based sensitivity analysis
  • 5.2 Wilcoxon’s signed rank test based sensitivity analysis
• 🔖 CEM Notebook Example - Lalonde Dataset
  • 1. Data preperation
  • 2. Coarsened Exact Matching (CEM)
  • 3. Balance Checking
  • 4. Treatment Effect Inference
  • 5. Sensitivity Analysis
  • 5.1 Omitted variable bias based sensitivity analysis
  • 5.2 Wilcoxon’s signed rank test based sensitivity analysis