Table 3:
Hierarchical Generalized Linear Models of Rearrest/Re-Referral Recidivism Risk (N = 6,771)
| Model 1 | Model 2 | Model 3 | Model 4 | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
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| One-way random effects (AN OVA) | HGLM with individual-level fixed effects only | HGLM with both individual-level and site-level fixed effects | HGLM with both fixed and random effects | |||||||||
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| Fixed effect | Coefficient | SE | OR | Coefficient | SE | OR | Coefficient | SE | OR | Coefficient | SE | OR |
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| Intercept | −0.91 *** | .20 | 0.4 | −2.27*** | .23 | 0.10 | −2.27** | .23 | .104 | −2.15*** | .17 | 0.12 |
| Individual level | ||||||||||||
| Male | — | — | — | 0.13 | .07 | 1.13 | 0.13 | .07 | 1.13 | 0.12 | .07 | 1.13 |
| Race (Non-Latinx White) | ||||||||||||
| Non-Latinx Black | — | — | — | 0.52*** | .07 | 1.68 | 0.52*** | .07 | 1.68 | 0 51*** | .07 | 1.67 |
| Latinx | — | — | — | 0.22* | .09 | 1.25 | 0.22* | .09 | 1.25 | 0.18* | .09 | 1.20 |
| Violent charge | — | — | — | 0.17* | .07 | 1.19 | 0.17* | .07 | 1.19 | 0.20** | .07 | 1.22 |
| Property charge | — | — | — | 0.36*** | .07 | 1.43 | 0.36*** | .07 | 1.43 | 0.36*** | .07 | 1.44 |
| Felony offense | — | — | — | −0.14* | .07 | 0.87 | −0.14* | .07 | 0.87 | −0.09 | .07 | 0.92 |
| Probation/parole | — | — | — | 0.83*** | .11 | 2.29 | 0.83*** | .11 | 2.29 | 0.91*** | .12 | 2.50 |
| Violation | ||||||||||||
| Level of supervision (less) | ||||||||||||
| More | — | — | — | 0.90 *** | .07 | 2.46 | 0.90*** | .07 | 2.47 | 0.96 *** | .07 | 2.62 |
| Other | — | — | — | −0.01 | .18 | 1.00 | −0.004 | .18 | 1.00 | −0.0002 | .19 | 1.00 |
| Need for SU services | — | — | — | 0.54 *** | .06 | 1.72 | 0.54 *** | .07 | 1.72 | 0.07 | .24 | 1.08 |
| County level | ||||||||||||
| Concentrated county | — | — | — | — | — | — | −0.02 | .21 | 0.98 | 0.15 | .15 | 1.17 |
| Disadvantage | ||||||||||||
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| Random effect | Variance | SD | Chi-square | Variance | SD | Chi-square | Variance | SD | Chi-square | Variance | SD | Chi-square |
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| Intercept | .75 *** | .86 | 689.31 | .83 *** | .91 | 553.09 | .83 *** | .91 | 551.6 | .32 | .57 | — |
| Need for SU Services | — | — | — | — | — | — | — | — | — | .92 *** | .96 | 66.13 |
Note. Individuals nested within 20 sites. ANOVA = analysis of variance; HGLM = hierarchical generalized linear mixed effect model; OR = odds ratio.
p < .05.
p < .01.
p < .001.