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Wiley Agent-based Models and Causal Inference Book

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Description

Explore the connection between Agent-based Models (ABMs) and causal inference with this academic text from Wiley. While many scholars have overlooked the potential of ABMs for warranting causal claims, Manzo provides a strong argument for why this methodology is a valuable tool for researchers. The book begins by reviewing the significant progress ABMs have achieved as a credible methodology over the last several decades. It moves beyond simple descriptions to offer a deep comparison between ABMs and traditional methods such as Randomized Controlled Trials (RCTs), regression, and instrumental variables. By examining the inferential threats inherent in different approaches, the text demonstrates that ABMs share common vulnerabilities with standard methods, specifically regarding their reliance on untestable assumptions. This book is an essential resource for those studying computational and quantitative social science, offering a new perspective on how to validate causal claims through modeling.

Key Features

Examines the growing role of Agent-based Models (ABMs) as a credible methodology in modern research.

Provides a detailed comparison between ABMs and traditional methods like RCTs and regression analysis.

Analyzes the common vulnerabilities of different inferential methods, focusing on untestable assumptions.

Part of the Wiley Series in Computational and Quantitative Social Science for academic rigor.

Offers a new perspective on using ABMs to warrant and support important causal claims.

Product Specifications

Brand
Wiley
Format
hardcover
Domain
Amazon UK
Release Date
03 March 2022
Listed Since
17 July 2020

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