Certificate in Causal Inference Techniques for Business
-- ViewingNowThe Certificate in Causal Inference Techniques for Business is a comprehensive course that equips learners with essential skills to analyze business data and make data-driven decisions. This program highlights the importance of causal inference, a critical aspect of data analysis often overlooked in traditional data science courses.
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⢠Introduction to Causal Inference: Understanding the Basics and Importance
⢠Propensity Score Matching: Techniques and Applications in Business
⢠Difference-in-Differences: Measuring Causal Effects with Panel Data
⢠Regression Discontinuity Design: Estimating Causal Effects at Critical Thresholds
⢠Instrumental Variables: Identifying Causal Relationships with Instruments
⢠Natural Experiments: Leveraging Real-World Events for Causal Inference
⢠Bias and Confounding: Controlling for Systematic Errors in Causal Estimates
⢠Causal Inference in Machine Learning: Integrating Techniques for Improved Predictions
⢠Evaluation and Interpretation: Assessing the Quality and Implications of Causal Inferences
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