The following is a list of books in Causal Inference, sorted by publication year.
Note for curators: so far I have included only books whose main focus is causal inference. I might add in the future books that cover causal inference only partially, or books that cover tools required for causal inference (statistics, econometrics, ...).
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Causal Inference for the Brave and True
- Author: Matheus Facure (Nubank)
- Year: regularly updated
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- Author: Scott Cunningham (Baylor University)
- Year: 2021
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- Author: Nick C. Huntington-Klein (Seattle University)
- Year: 2021
- Bonus: recordings on Youtube
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- Author: Miguel Hernan (Harvard University)
- Year: 2020
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- Author: Matheus Facure
- Year: 2023
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Causal Inference and Discovery in Python
- Author: Aleksander Molak
- Year: 2023
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Quasi-Experimentation: A Guide to Design and Analysis
- Author: Charles S. Reichardt
- Year: 2019
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- Author: D. Mackenzie, J. Pearl
- Year: 2018
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Targeted Learning in Data Science - Causal Inference for Complex Longitudinal Studies
- Author: Mark J. van der Laan, Sherri Rose
- Year: 2018
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Elements of Causal Inference: Foundations and Learning Algorithms
- Author: Jonas Peters, Dominik Janzing, Bernhard Schölkopf
- Year: 2017
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Statistical Causal Inferences and Their Applications in Public Health Research
- Author: multiple
- Year: 2016
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Causal Inference in Statistics: A Primer
- Author: Judea Pearl, Madelyn Glymour, Nicholas P. Jewell
- Year: 2016
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Causal Inference for Statistics, Social, and Biomedical Sciences
- Author: Guido W. Imbens (Stanford University), Donald B. Rubin (Harvard University)
- Year: 2015
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Counterfactuals and Causal Inference
- Author: Stephen L. Morgan (Johns Hopkins University), Christopher Winship (Harvard University)
- Year: 2014
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Handbook of Causal Analysis for Social Research
- Author: Stephen L. Morgan (Johns Hopkins University)
- Year: 2013
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Targeted Learning - Causal Inference for Observational and Experimental Data
- Author: Mark J. van der Laan, Sherri Rose
- Year: 2011
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Design of Observational Studies
- Author: Paul R. Rosenbaum
- Year: 2010
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Mostly Harmless Econometrics: An Empiricist's Companion
- Author: Joshua D. Angrist, Jörn-Steffen Pischke
- Year: 2009
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- Author: Judea Pearl (University of California, Los Angeles)
- Year: 2009
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Unified Methods for Censored Longitudinal Data and Causality
- Authors: Mark J. van der Laan, James M. Robins
- Year: 2003