Causal Inference 2 (Coursera)

Causal Inference 2 (Coursera)
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Causal Inference 2 (Coursera)
This course offers a rigorous mathematical survey of advanced topics in causal inference at the Master’s level. Inferences about causation are of great importance in science, medicine, policy, and business. This course provides an introduction to the statistical literature on causal inference that has emerged in the last 35-40 years and that has revolutionized the way in which statisticians and applied researchers in many disciplines use data to make inferences about causal relationships.

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We will study advanced topics in causal inference, including mediation, principal stratification, longitudinal causal inference, regression discontinuity, interference, and fixed effects models.


Syllabus


WEEK 1: Introduction to Mediation

WEEK 2: More on Mediation

WEEK 3: Instrumental Variables, Principal Stratification, and Regression Discontinuity

WEEK 4: Longitudinal Causal Inference

WEEK 5: Interference and Fixed Effects



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Course Auditing
39.00 EUR

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