The Deductive Approach to Causal Inference

This paper reviews concepts, principles, and tools that have led to a coherent mathematical theory that unifies the graphical, structural, and potential outcome approaches to causal inference. The theory provides solutions to a number of pending problems in causal analysis, including questions of co...

Full description

Bibliographic Details
Main Author: Pearl Judea
Format: Article
Language:English
Published: De Gruyter 2014-09-01
Series:Journal of Causal Inference
Subjects:
Online Access:https://doi.org/10.1515/jci-2014-0016
Description
Summary:This paper reviews concepts, principles, and tools that have led to a coherent mathematical theory that unifies the graphical, structural, and potential outcome approaches to causal inference. The theory provides solutions to a number of pending problems in causal analysis, including questions of confounding control, policy analysis, mediation, missing data, and the integration of data from diverse studies.
ISSN:2193-3677
2193-3685