Appendix C.
Factors Predicting Substance Dependency (Dichotomous specification, n=440)
| All | Male | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| Marginal effect | Std. Err. | z | P>z | Marginal effect | Std. Err. | z | P>z | |||
| Female | −0.256 | 0.045 | −5.130 | 0.000 | *** | |||||
| Black | 0.267 | 0.075 | 2.540 | 0.011 | * | 0.292 | 0.098 | 2.290 | 0.022 | * |
| CPC preschool participation (ages 3-4) | 0.003 | 0.055 | 0.050 | 0.963 | −0.013 | 0.060 | −0.220 | 0.829 | ||
| Child protection services (ages 4-9) | 0.047 | 0.070 | 0.670 | 0.502 | 0.059 | 0.105 | 0.560 | 0.573 | ||
| Family conflict (ages 5-10) | 0.263 | 0.083 | 3.090 | 0.002 | ** | 0.249 | 0.108 | 2.190 | 0.028 | * |
| CPC school age participation (ages 6-9) | −0.063 | 0.063 | −1.010 | 0.312 | −0.081 | 0.075 | −1.080 | 0.279 | ||
| Social maturity (ages 7-9) | −0.009 | 0.006 | −1.540 | 0.124 | −0.013 | 0.008 | −1.550 | 0.120 | ||
| Family risk (age 8) | −0.007 | 0.014 | −0.490 | 0.621 | −0.004 | 0.016 | −0.270 | 0.790 | ||
| Parent expectations (ages 8-10) | 0.006 | 0.035 | 0.170 | 0.868 | 0.032 | 0.048 | 0.660 | 0.509 | ||
| Intrinsic motivation (ages 9-10) | 0.019 | 0.033 | 0.570 | 0.571 | 0.011 | 0.044 | 0.240 | 0.810 | ||
| Reading achievement (age 10) | 0.001 | 0.001 | 0.800 | 0.425 | 0.002 | 0.002 | 1.130 | 0.257 | ||
| No trouble-making behavior (ages 9-12) | −0.036 | 0.016 | −2.190 | 0.029 | * | −0.038 | 0.020 | −1.930 | 0.054 | |
| School quality (ages 10-14) | −0.164 | 0.094 | −1.520 | 0.129 | −0.152 | 0.117 | −1.210 | 0.227 | ||
| School mobility (ages 14-18) | 0.050 | 0.047 | 1.070 | 0.282 | 0.055 | 0.054 | 1.020 | 0.310 | ||
| Parent substance abuse experience (ages 10-15) | 0.165 | 0.072 | 2.330 | 0.020 | * | 0.123 | 0.067 | 1.840 | 0.065 | |
| Deviant peer affiliation (age 16) | −0.016 | 0.049 | −0.330 | 0.739 | −0.012 | 0.066 | −0.180 | 0.854 | ||
| School dropout (by age 16) | 0.008 | 0.065 | 0.120 | 0.903 | 0.002 | 0.064 | 0.020 | 0.980 | ||
| Wald Chi-squared | 319.97 | 250.06 | ||||||||
| Prob. > Chi-squared | 0.00 | 0.00 | ||||||||
| Pseudo R-squared | 0.12 | 0.08 | ||||||||
Note:
p<0.001
p<0.01
p<0.05.
Probit coefficients are transformed to marginal effects (dy/dx), which are the change in substance dependency (in percentage points) per 1-unit change in the explanatory variables.