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. Author manuscript; available in PMC: 2022 Jul 15.
Published in final edited form as: Crim Justice Behav. 2020 May 25;47(9):1059–1078. doi: 10.1177/0093854820922891

Table 3:

Hierarchical Generalized Linear Models of Rearrest/Re-Referral Recidivism Risk (N = 6,771)

Model 1 Model 2 Model 3 Model 4




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




Fixed effect Coefficient SE OR Coefficient SE OR Coefficient SE OR Coefficient SE OR

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

Random effect Variance SD Chi-square Variance SD Chi-square Variance SD Chi-square Variance SD Chi-square

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.