Causal Analysis
By Martin Huber
By Martin Huber
By Martin Huber
By Martin Huber
By Martin Huber
By Martin Huber
Category: Business | Science & Technology
Category: Business | Science & Technology
Category: Business | Science & Technology
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$60.00
Aug 01, 2023 | ISBN 9780262545914
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Aug 01, 2023 | ISBN 9780262374910
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Aug 01, 2023 | ISBN 9780262374927
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Table Of Contents
1 Introduction 1
2 Causality and No Causality 11
3 Social Experiments and Linear Regression 19
4 Selection on Observables 65
5 Casual Machine Learning 137
6 Instrumental Variables 169
7 Difference-in-Differences 195
8 Synthetic Controls 219
9 Regression Discontinuity, Kink, and Bunching Designs 231
10 Partial Identification and Sensitivity Analysis 255
11 Treatment Evaluation under Interference Effects 271
12 Conclusion 285
References 287
Index 311
21 Books You’ve Been Meaning to Read
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