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
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