Deep IV in Law - Zhe Huang, Xinyue Zhang, Ruofan Wang, Daniel L. Chen

Deep IV in Law

Appellate Decisions and Texts Impact Sentencing in Trial Courts
Buch | Softcover
75 Seiten
2022
Cambridge University Press (Verlag)
978-1-009-29637-3 (ISBN)
21,20 inkl. MwSt
This Element explores the use of high-dimensional instrumental variables to estimate the influence between US Circuit Courts' decisions on criminal appeals and sentence lengths imposed by US District Courts.
Do US Circuit Courts' decisions on criminal appeals influence sentence lengths imposed by US District Courts? This Element explores the use of high-dimensional instrumental variables to estimate this causal relationship. Using judge characteristics as instruments, this Element implements two-stage models on court sentencing data for the years 1991 through 2013. This Element finds that Democratic, Jewish judges tend to favor criminal defendants, while Catholic judges tend to rule against them. This Element also finds from experiments that prosecutors backlash to Circuit Court rulings while District Court judges comply. Methodologically, this Element demonstrates the applicability of deep instrumental variables to legal data.

1. Introduction; 2. Theoretical framework; 3. Dataset; 4. Empirical model; 5. Results; 6. On the practical use of Deep IV for law and economics; 7. Limitations from a computer science perspective; 8. Limitations from an economics perspective; 9. Potential future work; Appendix; References.

Erscheinungsdatum
Reihe/Serie Elements in Law, Economics and Politics
Zusatzinfo Worked examples or Exercises
Verlagsort Cambridge
Sprache englisch
Maße 151 x 228 mm
Gewicht 90 g
Themenwelt Informatik Theorie / Studium Künstliche Intelligenz / Robotik
Recht / Steuern Allgemeines / Lexika
Recht / Steuern EU / Internationales Recht
Sozialwissenschaften Politik / Verwaltung Staat / Verwaltung
Wirtschaft Volkswirtschaftslehre Wirtschaftspolitik
ISBN-10 1-009-29637-X / 100929637X
ISBN-13 978-1-009-29637-3 / 9781009296373
Zustand Neuware
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