RT Article T1 The Problem of Uneven Contribution: Investigating the Implications of Place for System-Wide Estimates of Race/Ethnicity JF Journal of quantitative criminology VO 41 IS 2 SP 215 OP 239 A1 Holmes, Bryan A1 Stults, Brian A2 Stults, Brian LA English YR 2025 UL https://krimdok.uni-tuebingen.de/Record/1931875588 AB ObjectivesThe analytic workhorse of modern sentencing research is the multi-level model—which gives more "empirical voice" to statistics coming from larger clusters. While an overall cluster balancing adjustment is certainly needed, it does not correct for subgroup unbalancing—a material issue in the federal system where a few districts contribute an outsized number of minority defendants (i.e., the problem of uneven contribution). The goal of this study is to demonstrate how heavy saturation of racial/ethnic minority defendants in a select few districts obscures the generalizability of system-wide, multi-level, statistics.MethodsTo provide a more holistic understanding of the system-wide effects generated by the multi-level model, the current study supplies descriptive and multivariate analyses of racial/ethnic differences in federal sentencing outcomes ranging 2018 to 2021.ResultsOur main finding is that although the multi-level regression coefficient shows Hispanic federal defendants receive longer sentences than Whites (net of controls), most Hispanic federal defendants are sentenced in areas where they can expect to receive shorter sentences than Whites (net of controls). This seemingly incompatible finding exists for Black-White comparisons too—but to a lesser extent.ConclusionsA racially/ethnically clustered federal court system, an overall cluster size adjustment, and heterogenous statistical conclusion validity across districts, coalesce to deliver system-wide racial/ethnic effects reflecting the social world of the few. Seeing as people are sentenced, not places, the outsized voice of low minority contribution districts produces a misunderstanding of the scope and nature of racial/ethnic differences in sentencing. K1 Administrative Justice K1 Class K1 Courts K1 Criminal Justice K1 Ethnicity K1 Gender and Crime K1 Geography K1 Race K1 Race and Ethnicity K1 Race and Ethnicity Studies K1 Sentencing K1 Social Inequality DO 10.1007/s10940-024-09597-0