The Effect: An Introduction to Research Design and Causality is about research design, specifically concerning research that uses observational data to make a causal inference. It is separated into two halves, each with different approaches to that subject. The first half goes through the concepts of causality, with very little in the way of estimation. It introduces the concept of identification thoroughly and clearly and discusses it as a process of trying to isolate variation that has a causal interpretation. Subjects include heavy emphasis on data-generating processes and causal diagrams.Concepts are demonstrated with a heavy emphasis on graphical intuition and the question of what we do to data. When we “add a control variable” what does that actually do?Key Features: • Extensive code examples in R, Stata, and Python• Chapters on overlooked topics in econometrics classes: heterogeneous treatment effects, simulation and power analysis, new cutting-edge methods, and uncomfortable ignored assumptions• An easy-to-read conversational tone• Up-to-date coverage of methods with fast-moving literatures like difference-in-differences
✔ Author(s): Nick Huntington-Klein
✔ Title: The Effect: An Introduction to Research Design and Causality
✔ Rating : 4.7 out of 5 base on (119 reviews)
✔ ISBN-10: 1032125780
✔ ISBN-13: 9781032125787
✔ Language: English
✔ Format ebook: PDF, EPUB, Kindle, Audio, HTML and MOBI
✔ Device compatibles: Android, iOS, PC and Amazon Kindle
Readers' opinions about The Effect by Nick Huntington-Klein
Jillian Neel
This book is a treasure trove of knowledge and wisdom. The insights offered by the characters and their experiences have left a lasting impression on me.
Daphne Garner
The rich historical context of the book added a layer of depth that I found fascinating. It was like stepping back in time and experiencing history firsthand.
Rosa Bax
The way this book explored the complexities of human nature and relationships was both profound and relatable. It touched my heart in ways I didn't expect.
