8
Your Cart
8
Your Cart

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

8 reviews for The Effect

There are no reviews yet.

Be the first to review “The Effect”
X

Frequently bought with Python Machine Learning: Machine Learning and Deep Learning with Python, scikit-learn, and TensorFlow 2


The Linux Command Line, 2nd Edition: A Complete Introduction Original price was: $29.99.Current price is: $14.99.
View more
Machine Learning Meets Quantum Physics Original price was: $79.99.Current price is: $19.99.
View more
Practical Statistics for Data Scientists: 50+ Essential Concepts Using R and Python Original price was: $49.99.Current price is: $19.99.
View more
Designing Machine Learning Systems: An Iterative Process for Production-Ready Applications Original price was: $79.99.Current price is: $19.99.
View more
Grokking Algorithms: An Illustrated Guide for Programmers and Other Curious People Original price was: $39.99.Current price is: $14.99.
View more
View more
The Elements of Statistical Learning: Data Mining, Inference, and Prediction Original price was: $69.99.Current price is: $19.99.
View more
View more
Cart