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Cause, Effect, and Everything in Between: An Introduction to Causal Inference

Autor Aboozar Hadavand
en Limba Engleză Hardback – 8 noi 2025
A practical guide to understanding the science of cause-and-effect for everyday decision-making.In Cause, Effect, and Everything in Between, Aboozar Hadavand provides an easy-to-read and non-technical foundation to causal inference, especially for readers without a strong background in math and statistics. Rather than using statistical equations and mathematical theory, Hadavand focuses on developing readers' ability to analyze causal questions through a causal perspective. Using relatable examples, including the myth of the Swimmer's Body Illusion, the relationship between sleep apnea and growing a beard, and the relationship between smoking and dementia, Hadavand simplifies complex causal ideas.The book starts by defining the fundamental concepts of causality, such as causal questions, causes, and effects. It then explores different types of causal inference problems, graphical tools for expressing causality, the shortcomings of randomized trials, and methods for inferring causality from observational data. Further, Hadavand debunks common misconceptions and teaches readers to differentiate between correlation and causation at a deep level by simplifying the concept of confounding bias and causal graphs. A concise and accessible introduction to causal inference that also includes end-of-chapter case studies with answers, this book equips readers to understand and critique scientific findings involving causal claims.
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Specificații

ISBN-13: 9780197801772
ISBN-10: 0197801773
Pagini: 152
Dimensiuni: 140 x 216 x 13 mm
Greutate: 0.32 kg
Editura: Oxford University Press
Colecția OUP USA
Locul publicării:New York, United States

Notă biografică

Aboozar Hadavand is Professor of Computational Sciences at Minerva University. For the past ten years, he has taught statistics, causal inference, and their applications in the social sciences, especially economics, at Barnard College of Columbia University, Brooklyn College, and Minerva University. He is the co-founder of the website Cauzl, which aims to teach causal inference to undergraduate students. His research in economics and causal inference has been published in journals such as the Journal of Economic Literature (JEL) and the Journal of the American Medical Association (JAMA).