Causal Inference 2
Advanced course exploring mediation, principal stratification, longitudinal analysis, and regression discontinuity in causal inference.
Course Cost
₹ 2,699
Advanced
Skill Level
5 Hours
Self-paced lessons
This advanced Master's-level course builds upon foundational causal inference concepts, exploring sophisticated statistical methods for analyzing causal relationships. Led by Professor Michael E. Sobel, the course covers cutting-edge topics including mediation analysis, principal stratification, longitudinal causal inference, regression discontinuity, interference, and fixed effects models. Students learn to apply these advanced techniques to real-world problems in science, medicine, policy, and business.
What you'll learn
Master advanced mediation analysis techniques
Understand principal stratification and its applications
Apply longitudinal causal inference methods
Implement regression discontinuity designs
Analyze interference in causal relationships
Use fixed effects models for causal analysis
Evaluate instrumental variables approaches
Conduct sensitivity analyses for mediation
Skills you'll gain
This course includes:
168 Minutes PreRecorded video
4 assignments
Access on Mobile, Desktop
FullTime access
Shareable certificate
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There are 5 modules in this course
This advanced course delves into sophisticated topics in causal inference at the Master's level. The curriculum covers complex methodological approaches including mediation analysis, principal stratification, and longitudinal causal inference. Students explore advanced techniques such as regression discontinuity, interference analysis, and fixed effects models. The course emphasizes both theoretical understanding and practical application of these advanced statistical methods in research and analysis.
Module 7: Introduction to Mediation
Module 1 · 1 Hours to complete
Module 8: More on Mediation
Module 2 · 35 Minutes to complete
Module 9: Instrumental Variables, Principal Stratification, and Regression Discontinuity
Module 3 · 44 Minutes to complete
Module 10: Longitudinal Causal Inference
Module 4 · 39 Minutes to complete
Module 11: Interference and Fixed Effects
Module 5 · 2 Hours to complete
Fee Structure
Payment options
Financial Aid
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Faculties
These are the expert instructors who will be teaching you throughout the course. With a wealth of knowledge and real-world experience, they're here to guide, inspire, and support you every step of the way. Get to know the people who will help you reach your learning goals and make the most of your journey.
Frequently asked Questions
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