Table 4.
Prediction of Initial Status and Rate of Change in E-Mail Processing Time
| Model A | Model B | Model C | Model D | Model E | Model F | Model G | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Estimate | t | Estimate | t | Estimate | t | Estimate | t | Estimate | t | Estimate | t | Estimate | t | |
| Fixed effects | ||||||||||||||
| Initial status | ||||||||||||||
| Intercept | 2.144 | 23.5*** | 2.592 | 26.1*** | 2.592 | 20.8*** | 2.592 | 22.6*** | 2.592 | 25.5*** | 2.592 | 28.5*** | 2.592 | 24.6*** |
| Prior experience | −0.368 | −3.2** | −0.244 | −2.2* | −0.165 | −1.6 | ||||||||
| Crystallized intelligence | −0.312 | −2.6* | −0.342 | −3.2** | −0.302 | −2.5* | ||||||||
| Fluid intelligence | −0.176 | −1.4 | −0.095 | −0.8 | −0.281 | −2.3* | ||||||||
| Age | 0.044 | 3.6*** | ||||||||||||
| Rate of change | ||||||||||||||
| Average | −0.299 | −11.4*** | −0.299 | −9.1*** | −0.299 | −9.5*** | −0.299 | −9.9*** | −0.299 | −10.1*** | −0.299 | −9.7*** | ||
| Prior experience | 0.074 | 2.3* | 0.061 | 1.8 | 0.050 | 1.5 | ||||||||
| Crystallized intelligence | 0.078 | 2.2* | 0.083 | 2.4* | 0.076 | 2.1* | ||||||||
| Fluid intelligence | −0.001 | 0.0 | −0.013 | −0.4 | 0.025 | 0.7 | ||||||||
| Age | −0.007 | −1.6 | ||||||||||||
| Variance components | Wald Z | Wald Z | Wald Z | Wald Z | Wald Z | Wald Z | ||||||||
| Level 1 residual variance | 0.325 | 0.178 | 8.8*** | 0.128 | 7.2*** | 0.128 | 7.2*** | 0.128 | 7.2*** | 0.128 | 7.2*** | 0.128 | 7.2*** | |
| Level 2 variances | ||||||||||||||
| Initial status | 0.351 | 0.388 | 4.5*** | 0.720 | 4.5*** | 0.596 | 4.3*** | 0.448 | 4.1*** | 0.340 | 3.8*** | 0.489 | 4.2*** | |
| Rate of change | 0.030 | 2.6*** | 0.026 | 2.4* | 0.022 | 2.1* | 0.020 | 2.0* | 0.024 | 2.3* | ||||
| Pseudo R-square statistics | ||||||||||||||
| R2yy | 0.167 | 0.167 | 0.276 | 0.422 | 0.524 | 0.387 | ||||||||
| R20 | 0.173 | 0.378 | 0.321 | |||||||||||
| R21 | 0.149 | 0.283 | 0.207 | |||||||||||
Notes: R2yy is the proportion of the variance in the dependent variable explained by the model; R20 is the proportion of the between person variation in initial status explained by the model; R 21 is the proportion of the between person variable in rate of change explained by the model.
p ≤ .05;
p ≤ .01;
p ≤ .001.