This new edition aims to convince social scientists to take a counterfactual approach to the core questions of their fields.
In 2015, Kearney and Levine sought to evaluate the longterm impacts of the program in a retrospective evaluation carried out in the United States. Taking advantage of limitations in television broadcasting technology in the early years ...
This book offers a self-contained and concise introduction to causal models and how to learn them from data.
Written by pioneers in the field, this practical book presents an authoritative yet accessible overview of the methods and applications of causal inference.
The book will open the way for including causal analysis in the standard curriculum of statistics, artificial intelligence .
These advances are illustrated using a general theory of causation based on the Structural Causal Model (SCM) described in Pearl (2000a), which subsumes and unifies other approaches to causation, and provides a coherent mathematical ...
These are the foundational tools that any student of statistics needs to acquire in order to use statistical methods to answer causal questions of interest.
Causal Inference: The Mixtape uses legit real-world examples that I found genuinely thought-provoking. It's rare that a book prompts readers to expand their outlook; this one did for me.
The book provides an accessible but comprehensive overview of methods for mediation and interaction.
Thirty years after Lewis's paper, this book brings together some of the most important recent work connecting—or, in some cases, disputing the connection between—counterfactuals and causation, including the complete version of Lewis's ...
This book offers a new model of educational achievement to explain why some students are committed to preparation for college. On the Edge of Commitment is a provocative assessment of how young people decide how far to go in school.