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Causal Inference 2
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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.

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3.4

6,048 Enrolled

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English

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olive-leaves-logo

3.4

6,048 Enrolled

olive-leaves-logo

English

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

advanced causal inference
mediation analysis
principal stratification
longitudinal analysis
regression discontinuity
fixed effects models
instrumental variables

This course includes:

168 Minutes PreRecorded video

4 assignments

Access on Mobile, Desktop

FullTime access

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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.

Causal Inference 2

Advanced

Skill Level

5 Hours

Self-paced lessons

Course Cost

₹ 2,699

Completion

CERTIFICATE

Frequently asked Questions

Below are some of the most commonly asked questions about this course. We aim to provide clear and concise answers to help you better understand the course content, structure, and any other relevant information. If you have any additional questions or if your question is not listed here, please don't hesitate to reach out to our support team for further assistance.