Free Online Course – Draw Your Assumptions Before Your Conclusions

Free Online Course – Draw Your Assumptions Before Your Conclusions
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Learn simple graphical rules that allow you to use intuitive pictures to improve study design and data analysis for causal inference.

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SUMMARY
πŸ‘¨β€πŸ’Ό Sponsor: Harvard University
πŸ“š Field: Design and Data Analysis
🌐 Host: edX
πŸŽ“ Mode: Online
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What you’ll learn

  • How to translate expert knowledge into a causal diagram
  • How to draw causal diagrams under different assumptions
  • Using causal diagrams to identify common biases
  • Using causal diagrams to guide data analysis
SEE ALSO: Columbia University Online Course on Machine Learning for Data Science and Analytics

Β Course description

Causal diagrams have revolutionized the way in which researchers ask: Does X have a causal effect on Y? They have become a key tool for researchers who study the effects of treatments, exposures, and policies. By summarizing and communicating assumptions about the causal structure of a problem, causal diagrams have helped clarify apparent paradoxes, describe common biases, and identify adjustment variables. As a result, a sound understanding of causal diagrams is becoming increasingly important in many scientific disciplines.

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The first part of this course is comprised of five lessons that introduce the theory of causal diagrams and describe its applications to causal inference. The fifth lesson provides a simple graphical description of the bias of conventional statistical methods for confounding adjustment in the presence of time-varying covariates. The second part of the course presents a series of case studies that highlight the practical applications of causal diagrams to real-world questions from the health and social sciences.

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About the Author: Silas Bamigbola

Certified Computer Engineer & Author, 'Lost Boys'. I believe in the influence of right information. Join me on Twitter.

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