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Learn Causal Inference online: university courses, full YouTube courses, and courses with free certificates, from the IITs, MIT, Harvard, Google, Microsoft and more.
Harvard University
Learn simple graphical rules that allow you to use intuitive pictures to improve study design and data analysis for causal inference.
University of Pennsylvania
We have all heard the phrase “correlation does not equal causation.” What, then, does equal causation? This course aims to answer that question and more! Over a period of 5 weeks, you will learn how causal effects are defined, what assumptions about your data and models are necessary, and how to im…
Mass General Brigham University of Health Professions
In this course, you will learn about some of the complex data analysis tools and techniques that you will need to derive actionable insights from healthcare data, as well as continue learning R statistical programming to effectively apply these tools and techniques. Some of the topics covered in th…
Columbia University
This course offers a rigorous mathematical survey of causal inference at the Master’s level. Inferences about causation are of great importance in science, medicine, policy, and business. This course provides an introduction to the statistical literature on causal inference that has emerged in the…
Columbia University
This course offers a rigorous mathematical survey of advanced topics in causal inference at the Master’s level. Inferences about causation are of great importance in science, medicine, policy, and business. This course provides an introduction to the statistical literature on causal inference that…
Udacity
Build practical skills in advanced statistical analysis to solve complex business problems with data. Apply choice modeling, conjoint analysis, causal inference, multidimensional scaling, factor analysis, structural equation modeling, and marketing mix modeling to evaluate customer preferences, est…
University of Minnesota
Be a Leader of Data Analytics Initiatives
Coursera
Data scientists often get asked questions related to causality: (1) did recent PR coverage drive sign-ups, (2) does customer support increase sales, or (3) did improving the recommendation model drive revenue? Supporting company stakeholders requires every data scientist to learn techniques that ca…
University of Minnesota
Organizations can harness the power of causal inference through randomized field experiments, uncovering the true effects of interventions and enabling data-driven decision-making. In this course, we will delve into how companies are currently utilizing A/B testing. Additionally, we will explore th…
Udacity
In this course, you will learn how to uncover cause-and-effect relationships in observational data—an essential skill for driving business decisions, policy evaluations, and scientific insights. You’ll explore a powerful suite of causal inference methods designed for time-series and panel data, inc…
