📅 2023-06-12 — Session: Implemented Matching Algorithm for Treatment Evaluation
🕒 06:20–06:35
🏷️ Labels: Matching Algorithm, Treatment Evaluation, Data Preparation, Linear Assignment
📂 Project: Dev
⭐ Priority: MEDIUM
Session Goal
The session aimed to implement a matching algorithm for evaluating treatment effects using data preparation, linear assignment, and cost matrix construction techniques.
Key Activities
- Reviewed the matching algorithm process, including data preparation and treatment evaluation.
- Implemented steps for linear assignment using the Hungarian algorithm to match treated and control units.
- Constructed a cost matrix by handling missing values, calculating costs, and ensuring optimal assignment.
Achievements
- Successfully outlined and executed a structured approach for the matching algorithm.
- Ensured accurate evaluation of treatment effects through optimal data handling and assignment.
Pending Tasks
- Further testing and validation of the matching algorithm with diverse datasets to ensure robustness and accuracy in various scenarios.