An Evaluation of California's Inmate Classification System Using a Generalized Regression Discontinuity Design
作者:
RichardA. Berk,
Jan de Leeuw,
期刊:
Journal of the American Statistical Association
(Taylor Available online 1999)
卷期:
Volume 94,
issue 448
页码: 1045-1052
ISSN:0162-1459
年代: 1999
DOI:10.1080/01621459.1999.10473857
出版商: Taylor & Francis Group
关键词: Regression discontinuity design;Program evaluation;Sensitivity analysis.
数据来源: Taylor
摘要:
Published studies using the regression discontinuity design have been limited to cases in which linear regression is applied to a categorical treatment indicator and an equal interval outcome. This is unnecessarily narrow. We show here how a generalization the usual regression discontinuity design can be applied in a wider range of situations. We focus on the use of categorical treatment and response variables, but we also consider the more general case of any regression relationship. We also show how a resampling sensitivity analysis may be used to address the credibility of the assumed assignment process. The broader formulation is applied to an evaluation of California's inmate classification system, which is used to allocate prisoners to different kinds of confinement.
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