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Causal Toolkit

A certainly non-exhaustive series of lists

Books:

  • Causality
  • What If
  • Causal Inference: The Mixtape
  • The Effect
  • Causal Analysis: Impact Evaluation and Causal Machine Learning with Applications in R
  • Causal Artificial Intelligence: A Roadmap for Building Causally Intelligent Systems
  • Mostly Harmless Econometrics
  • Elements of Causal Inference: Foundations and Learning Algorithms

R packages:

  • bootstrap
  • causaldata
  • CausalImpact
  • CBPS
  • cobalt
  • dagitty
  • did
  • episensr
  • EValue
  • ggdag
  • MatchIt
  • multibias (of course)
  • sensemakr
  • survival
  • tipr
  • tmle
  • WeightIt

Python packages:

  • causallib
  • causalml
  • dowhy
  • EconML
  • GitHub
  • Email me
  • LinkedIn

Paul Brendel  •  2026  •  www.paulbrendel.com

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