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causal inference
Causal Inference Using Synthetic Control: The Ultimate Guide

Causal Inference Using Synthetic Control: The Ultimate Guide

Modelingcausal inferenceposted by Leihua Ye March 24, 2020

In other posts, I’ve explained what causation is and how to do causal inference using quasi-experimental designs (DID, ITS, RDD). Almost for all research methods, they have to meet two preconditions in order to generate meaningful insights: 1. the treated group looks like the control group (similarity for... Read more
Research Note: What Are Natural Experiments? Methods, Approaches, and Applications

Research Note: What Are Natural Experiments? Methods, Approaches, and Applications

Machine LearningModelingcausal inferencenatural experimentsposted by Leihua Ye February 4, 2020

I enjoy reading Craig et al. (2017) ‘s review article on Natural Experiments (An Overview of Methods, Approaches, and Contributions to Public Health Intervention Research). In this post, I want to summarize its key points and attach some of my reflections about the development of causal inference.... Read more
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