Table 3.
Multi-level Models Predicting College Student Functioning with Academic Time Across Days, Semesters, and Individuals
| Positive Affect | Negative Affect | Tiredness | Binge Drink | |||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Weekday | Weekend | Weekday | Weekend | Weekday | Weekend | Weekday | Weekend | |||||||||
| B | (SE) | B | (SE) | B | (SE) | B | (SE) | B | (SE) | B | (SE) | OR | (SE) | OR | (SE) | |
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| Fixed Effects | ||||||||||||||||
| Academics | ||||||||||||||||
| Daily | −0.010 | (0.001) *** | −0.027 | (0.003) *** | 0.014 | (0.001) *** | 0.015 | (0.002) *** | 0.030 | (0.003) *** | 0.014 | (0.005) ** | 1.036 | (0.023) | 0.842 | (0.010) *** |
| Semester | 0.019 | (0.006) ** | 0.010 | (0.007) | 0.012 | (0.005) ** | 0.012 | (0.005) * | 0.052 | (0.011) *** | 0.018 | (0.013) | 0.864 | (0.050) * | 0.936 | (0.030) * |
| Individual | 0.060 | (0.019) ** | 0.061 | (0.020) ** | −0.020 | (0.012) | −0.023 | (0.013) + | −0.015 | (0.024) | −0.012 | (0.025) | 0.825 | (0.078) * | 0.869 | (0.064) + |
| Employment | ||||||||||||||||
| Daily | −0.008 | (0.002) *** | −0.009 | (0.004) * | 0.000 | (0.002) | 0.005 | (0.003) + | 0.022 | (0.004) *** | 0.031 | (0.006) *** | 0.984 | (0.046) | 0.890 | (0.018) *** |
| Semester | 0.004 | (0.007) | 0.001 | (0.009) | 0.000 | (0.006) | 0.005 | (0.006) | 0.053 | (0.012) *** | 0.055 | (0.014) *** | 0.750 | (0.061) *** | 0.881 | (0.036) ** |
| Individual | −0.042 | (0.038) | −0.037 | (0.039) | −0.016 | (0.024) | −0.014 | (0.024) | −0.029 | (0.045) | −0.011 | (0.046) | 0.873 | (0.146) | 0.833 | (0.116) |
| Control Variables | ||||||||||||||||
| Semester | 0.010 | (0.004) * | 0.007 | (0.004) + | 0.023 | (0.003) *** | 0.021 | (0.003) *** | 0.012 | (0.008) | 0.002 | (0.008) | 1.122 | (0.032) *** | 1.040 | (0.019) * |
| Gender | 0.105 | (0.049) * | 0.092 | (0.050) + | −0.025 | (0.030) | −0.022 | (0.030) | −0.190 | (0.056) *** | −0.221 | (0.056) *** | 0.675 | (0.126) * | 0.577 | (0.100) *** |
| Parent Ed | 0.076 | (0.054) | 0.054 | (0.055) | 0.046 | (0.033) | 0.038 | (0.033) | −0.027 | (0.061) | 0.073 | (0.062) | 1.843 | (0.401) ** | 2.347 | (0.457) *** |
| Constant | 1.901 | (0.084) *** | 1.932 | (0.087) *** | 1.478 | (0.052) *** | 1.508 | (0.052) *** | 2.210 | (0.098) *** | 2.238 | (0.099) *** | 0.012 | (0.004) *** | 0.063 | (0.019) *** |
| Random Effects | ||||||||||||||||
| Slope | 0.006 | (0.001) | 0.006 | (0.001) | 0.003 | (0.000) | 0.003 | (0.000) | 0.011 | (0.002) | 0.006 | (0.002) | 0.049 | (0.018) | 0.070 | (0.011) |
| L3 intercept | 0.375 | (0.021) | 0.384 | (0.022) | 0.137 | (0.008) | 0.133 | (0.008) | 0.420 | (0.026) | 0.404 | (0.026) | 2.390 | (0.332) | 3.865 | (0.333) |
| L2 intercept | 0.075 | (0.003) | 0.066 | (0.004) | 0.049 | (0.002) | 0.045 | (0.002) | 0.154 | (0.007) | 0.122 | (0.010) | 0.227 | (0.135) | 0.323 | (0.059) |
| Residual Variance | 0.224 | (0.002) | 0.297 | (0.004) | 0.129 | (0.001) | 0.139 | (0.002) | 0.593 | (0.005) | 0.652 | (0.010) | ||||
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| Ndays, sem., people | 39805, 4373, 734 | 16156, 4297, 732 | 39789, 4373, 734 | 16150, 4297, 732 | 27457, 3037, 692 | 11155, 2984, 687 | 32145, 4392, 734 | 24101, 4328, 732 | ||||||||
| Deviance | 62294.435 | 31269.902 | 40362.936 | 19443.374 | 68913.020 | 29853.317 | 5021.503 | 15200.122 | ||||||||
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For affect and tiredness models, weekend days are Saturdays or Sundays. For binge drinking models, weekend days are Thursdays, Fridays, and Saturdays. Bold indicates that the weekday coefficients differ significantly from the weekend coefficients.
SE = Standard Error. OR = Odds Ratios. Odds ratios greater than 1 indicate a direct association whereas odds ratios less than 1 indicate an inverse association. Ed = education. Sem = Semester.
Semester: Fall 2007 (1) through Fall 2011 (7).
+p<.1, *p<.05, **p<.01, ***p<.001