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Channel: Counterfactual – Causal Analysis in Theory and Practice
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Flowers of the First Law of Causal Inference (3)

Flower 3 — Generalizing experimental findings Continuing our examination of “the flowers of the First Law” (see previous flowers here and here) this posting looks at one of the most crucial questions...

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David Freedman, Statistics, and Structural Equation Models

(Re-edited: 5/6/15, 4 pm) Michael A Lewis (Hunter College) sent us the following query: Dear Judea, I was reading a book by the late statistician David Freedman and in it he uses the term “response...

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Mid-Summer Greeting from the UCLA Causality Blog

Friends in causality research, This mid-summer greeting of UCLA Causality blog contains: A. News items concerning causality research B. Discussions and scientific results 1. The next issue of the...

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Recollections from the WCE conference at Stanford

On May 21, Kosuke Imai and I participated in a panel on Mediation, at the annual meeting of the West Coast Experiment Conference, organized by Stanford Graduate School of Business...

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On the Classification and Subsumption of Causal Models

From Christos Dimitrakakis: >> To be honest, there is such a plethora of causal models, that it is not entirely clear what subsumes what, and which one is equivalent to what. Is there a simple...

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The Three Layer Causal Hierarchy

Recent discussions concerning causal mediation gave me the impression that many researchers in the field are not familiar with the ramifications of the Causal Hierarchy, as articulated in Chapter 1 of...

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2017 Mid-Summer Update

Dear friends in causality research, Welcome to the 2017 Mid-summer greeting from the Ucla Causality Blog. This greeting discusses the following topics: 1. “The Eight Pillars of Causal Wisdom” and the...

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On Imbens’s Comparison of Two Approaches to Empirical Economics

Many readers have asked for my reaction to Guido Imbens’s recent paper, titled, “Potential Outcome and Directed Acyclic Graph Approaches to Causality: Relevance for Empirical Practice in Economics,”...

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Data versus Science: Contesting the Soul of Data-Science

SummaryThe post below is written for the upcoming Spanish translation of The Book of Why, which was announced today. It expresses my firm belief that the current data-fitting direction taken by “Data...

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Personalized Decision Making

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