Knowledge Continuum

Notes and Thoughts

An experiment to spark conversations


Causal Inference — A Guide to Causality

This is a series of 5 posts starting from basics to intermediate concepts in causality:

  1. Getting started with causalityGetting started with causality
    Most of us are well aware of the phrase "correlation is not causation" but only few of us are capable of seeing past our biases. In order to spot the biases, the bias detection engine in our brains...

  2. Potential outcomes, Counterfactuals, and their Links

  3. DAGs and Causality

  4. ATE, Matching, and Propensity Scores

  5. Inverse Probability of Treatment Weightage, Estimators, Instrumental Variable Methods