Causal Inference: Asynchronous

$990.00$1,290.00

Length: 20 hours
Instructor: Doug Steinley
Software Demonstrations: R
Lifetime Access: No expirations

Student: $990
Professional: $1290

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Description

Causal Inference  focuses on the application and interpretation of quasi-experimental and graphical models in an attempt to reveal causal structures. The workshop explores the basics of causal inference; including potential outcomes, counterfactuals, confounding, and mediation. The traditional “gold standard” of randomization is discussed as a motivating factor as we evaluate methods for revealing causation in quasi-experimental settings, such as: differences-in-differences, propensity scores, and regression discontinuity. In addition to traditional statistical methodology, we also will focus on graphical approaches such as mediation, directed acyclic graphs, and structural causal models.