Presenting the most important quantitative methods for evaluating causal effects, this textbook provides graduate students and researchers with a clear and comprehensive introduction to the causal analysis of empirical data. Martin Huber's accessible approach highlights the intuition and motivation behind various methods while also providing formal discussions of key concepts using statistical notation. Causal Analysis covers several methodological developments not covered in other texts, including new trends in machine learning, the evaluation of interaction or interference effects, and recent research designs such as bunching or kink designs. Most complete and cutting-edge introduction to causa! analysis, including causal machine learning, Clean presentation of rigorous material avoids extraneous detail and emphasizes conceptual analogies over statistical notation, Supplies a range of applications and practical examples using R
- ISBN:
- 9780262545914
- 9780262545914
-
Category:
- Complex analysis
- Format:
- Paperback
- Publication Date:
-
01-08-2023
- Language:
- English
- Publisher:
- MIT Press
- Country of origin:
- United States
- Dimensions (mm):
- 229x179x21mm
- Weight:
- 0.62kg
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