The impact of incarceration on recidivism

CE Loeffler, DS Nagin - Annual review of criminology, 2022 - annualreviews.org
The US prison population stands at 1.43 million persons, with an additional 740,000
persons in local jails. Nearly all will eventually return to society. This review examines the …

Collateral consequences of punishment: A critical review and path forward

DS Kirk, S Wakefield - Annual Review of Criminology, 2018 - annualreviews.org
The unprecedented growth of the penal system in the United States has motivated an
expansive volume of research on the collateral consequences of punishment. In this review …

Quasi-experimental shift-share research designs

K Borusyak, P Hull, X Jaravel - The Review of economic studies, 2022 - academic.oup.com
Many studies use shift-share (or “Bartik”) instruments, which average a set of shocks with
exposure share weights. We provide a new econometric framework for shift-share …

[图书][B] Fairness and machine learning: Limitations and opportunities

S Barocas, M Hardt, A Narayanan - 2023 - books.google.com
An introduction to the intellectual foundations and practical utility of the recent work on
fairness and machine learning. Fairness and Machine Learning introduces advanced …

Human decisions and machine predictions

J Kleinberg, H Lakkaraju, J Leskovec… - The quarterly journal …, 2018 - academic.oup.com
Can machine learning improve human decision making? Bail decisions provide a good test
case. Millions of times each year, judges make jail-or-release decisions that hinge on a …

Incarceration, recidivism, and employment

M Bhuller, GB Dahl, KV Løken… - Journal of political …, 2020 - journals.uchicago.edu
Using a random judge design and panel data from Norway, we estimate that imprisonment
discourages further criminal behavior, with reoffense probabilities falling by 29 percentage …

Machine learning as a tool for hypothesis generation

J Ludwig, S Mullainathan - The Quarterly Journal of Economics, 2024 - academic.oup.com
While hypothesis testing is a highly formalized activity, hypothesis generation remains
largely informal. We propose a systematic procedure to generate novel hypotheses about …

Misdemeanor prosecution

A Agan, JL Doleac, A Harvey - The Quarterly Journal of …, 2023 - academic.oup.com
Abstract Communities across the United States are reconsidering the public safety benefits
of prosecuting nonviolent misdemeanor offenses, yet there is little empirical evidence to …

It's compaslicated: The messy relationship between rai datasets and algorithmic fairness benchmarks

M Bao, A Zhou, S Zottola, B Brubach… - arXiv preprint arXiv …, 2021 - arxiv.org
Risk assessment instrument (RAI) datasets, particularly ProPublica's COMPAS dataset, are
commonly used in algorithmic fairness papers due to benchmarking practices of comparing …

The school-to-prison pipeline: Long-run impacts of school suspensions on adult crime

A Bacher-Hicks, SB Billings, DJ Deming - American Economic Journal …, 2024 - aeaweb.org
Schools must balance student behavior management with the potential negatives of strict
discipline. These policies can deter misbehavior but may stigmatize students and expose …