The Effect An Introduction to Research Design and Causality
8.66 / 10 35 ratings
- Language
- English
- Published
- 2021
- Publisher
- CRC Press
- Pages
- 619
- ISBN
- 9781032127453
Uncover the foundational principles of discerning cause and effect from data. This book guides readers through the intricate process of identifying causal relationships, particularly when controlled experiments are not feasible. It addresses the critical challenge of moving beyond mere correlation to understand the true drivers behind observed phenomena.
Beginning with the conceptual architecture of research design, the book clarifies what a causal research question entails and how to approach it. It then transitions to practical methodologies, offering a suite of modern statistical tools and research designs for analyzing observational data. With an emphasis on intuitive understanding, graphical explanations, and practical code examples in R, Stata, and Python, this resource equips readers to evaluate research claims and design studies that yield robust causal insights. Develop the critical thinking skills necessary to navigate complex data environments and confidently draw meaningful conclusions about causality.
Beginning with the conceptual architecture of research design, the book clarifies what a causal research question entails and how to approach it. It then transitions to practical methodologies, offering a suite of modern statistical tools and research designs for analyzing observational data. With an emphasis on intuitive understanding, graphical explanations, and practical code examples in R, Stata, and Python, this resource equips readers to evaluate research claims and design studies that yield robust causal insights. Develop the critical thinking skills necessary to navigate complex data environments and confidently draw meaningful conclusions about causality.
Subjects
Original edition
The Effect An Introduction to Research Design and CausalityOriginally published in 2021 English CRC Press
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