Global Certificate in Causal Modeling
-- ViewingNowThe Global Certificate in Causal Modeling is a comprehensive course designed to equip learners with the essential skills needed to analyze and understand complex causal relationships in various fields. This certification course highlights the importance of causal inference, a critical aspect of data analysis that is increasingly in demand across industries.
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โข Introduction to Causal Modeling
โข Causal Inference: Key Concepts and Techniques
โข Graphical Causal Modeling: Directed Acyclic Graphs (DAGs)
โข Structural Causal Models (SCMs)
โข Causal Effect Estimation: Parametric and Nonparametric Methods
โข Potential Outcomes Framework in Causal Inference
โข Propensity Score Methods in Causal Inference
โข Instrumental Variables and Instrumental Variables Regression
โข Sensitivity Analysis in Causal Inference
โข Advanced Topics: Dynamic Causal Modeling, Counterfactual Reasoning, and Causal Discovery
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