Professional Certificate in Causal Inference Design
-- ViewingNowThe Professional Certificate in Causal Inference Design is a highly relevant course that equips learners with the skills to make data-driven decisions using causal inference methods. This certificate course is crucial in today's data-driven world, where businesses and organizations rely on data analysis to solve complex problems and make informed decisions.
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โข Unit 1: Introduction to Causal Inference Design
โข Unit 2: Potential Outcomes Framework
โข Unit 3: Causal Graphs and Directed Acyclic Graphs (DAGs)
โข Unit 4: Propensity Score Matching
โข Unit 5: Difference-in-Differences Estimation
โข Unit 6: Instrumental Variables
โข Unit 7: Regression Discontinuity Design
โข Unit 8: Evaluating Model Assumptions and Sensitivity Analysis
โข Unit 9: Causal Inference in Machine Learning Models
โข Unit 10: Real-World Applications and Case Studies
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