Table 4:
Simulation results: Relative biases and coverage rates of µρw (average within-person relation) estimates when µρw = −0.5, N = 100, and one predictor is included.
T | Individual differences in within-person relations exist | No individual differences in within-person relations | ||||||||||||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
Relative bias (%) | Coverage rates (%) | Relative bias (%) | Coverage rates (%) | |||||||||||||||
MG1 | MG2 | MG3 | MPS | MEB | MG1 | MG2 | MG3 | MPS | MEB | MG1 | MG2 | MG3 | MPS | MG1 | MG2 | MG3 | MPS | |
Between-person differences in within-person standard deviations of X and Y exist | ||||||||||||||||||
5 | 2.3 | −49.3 | 9.6 | −7.7 | −8.8 | 93.0 | 0.1 | 91.2 | 90.1 | 64.1 | −15.6 | −58.1 | −15.6 | −9.5 | 60.6 | 0.0 | 51.3 | 76.3 |
10 | 13.2 | −40.3 | 16.5 | −3.4 | −11.3 | 79.3 | 0.4 | 73.3 | 92.6 | 40.7 | −15.2 | −55.3 | −15.2 | −3.7 | 28.3 | 0.0 | 23.9 | 91.9 |
20 | 28.0 | −30.7 | 29.5 | −1.5 | −8.7 | 32.1 | 3.9 | 28.9 | 92.6 | 52.9 | −15.4 | −54.1 | −15.4 | −1.5 | 3.8 | 0.0 | 3.4 | 94.6 |
30 | 37.2 | −25.1 | 38.1 | −1.0 | −6.7 | 12.1 | 11.6 | 11.1 | 94.0 | 65.6 | −15.4 | −53.8 | −15.4 | −0.8 | 1.0 | 0.0 | 0.8 | 95.9 |
56 | 50.6 | −17.1 | 50.9 | −0.8 | −4.5 | 1.1 | 38.0 | 1.0 | 94.7 | 81.7 | −15.2 | −53.3 | −15.2 | −0.2 | 0.0 | 0.0 | 0.0 | 96.6 |
100 | 61.1 | −11.2 | 61.2 | −0.2 | −2.4 | 0.2 | 59.2 | 0.2 | 94.9 | 90.1 | −15.3 | −53.4 | −15.3 | 0.1 | 0.0 | 0.0 | 0.0 | 97.5 |
Between-person differences in within-person standard deviations exist for Y but not for X | ||||||||||||||||||
5 | −4.4 | −52.5 | −4.3 | −7.7 | 13.4 | 95.5 | 0.0 | 95.7 | 88.3 | 46.9 | −3.8 | −52.1 | −3.8 | −9.6 | 96.6 | 0.0 | 94.4 | 77.7 |
10 | −4.0 | −49.4 | −3.9 | −3.1 | 5.5 | 94.4 | 0.0 | 94.4 | 90.9 | 62.1 | −3.7 | −49.2 | −3.7 | −3.8 | 93.2 | 0.0 | 91.4 | 89.1 |
20 | −4.1 | −48.0 | −4.1 | −1.5 | 2.7 | 93.3 | 0.0 | 93.5 | 94.5 | 79.8 | −3.8 | −47.9 | −3.8 | −1.6 | 87.2 | 0.0 | 85.9 | 94.8 |
30 | −4.4 | −47.8 | −4.4 | −1.2 | 1.5 | 90.9 | 0.0 | 90.7 | 93.9 | 85.4 | −3.8 | −47.4 | −3.8 | −0.9 | 78.3 | 0.0 | 77.4 | 96.0 |
56 | −4.3 | −47.5 | −4.3 | −0.7 | 0.8 | 90.4 | 0.0 | 90.4 | 93.9 | 90.6 | −3.6 | −46.9 | −3.6 | −0.1 | 61.4 | 0.0 | 60.7 | 97.1 |
100 | −4.0 | −46.9 | −4.0 | −0.2 | 0.7 | 90.4 | 0.0 | 90.4 | 93.8 | 92.4 | −3.6 | −46.9 | −3.6 | 0.2 | 37.0 | 0.0 | 36.3 | 98.0 |
Between-person differences in within-person standard deviations of X and Y do not exist | ||||||||||||||||||
5 | −0.1 | −51.7 | −0.1 | −7.6 | 7.1 | 96.4 | 0.0 | 96.4 | 86.5 | 56.1 | 0.8 | −51.4 | 0.8 | −8.9 | 98.0 | 0.0 | 96.0 | 79.4 |
10 | 0.2 | −48.7 | 0.2 | −3.2 | 1.1 | 95.6 | 0.0 | 95.9 | 92.7 | 62.5 | 0.4 | −48.6 | 0.4 | −3.8 | 97.5 | 0.0 | 96.8 | 90.1 |
20 | 0.2 | −47.4 | 0.1 | −1.4 | −0.2 | 96.1 | 0.0 | 96.1 | 95.3 | 80.5 | 0.5 | −47.1 | 0.5 | −1.5 | 97.1 | 0.0 | 96.9 | 94.0 |
30 | −0.2 | −47.2 | −0.2 | −1.3 | −0.7 | 95.1 | 0.0 | 95.0 | 92.9 | 82.2 | 0.6 | −46.7 | 0.6 | −0.7 | 97.4 | 0.0 | 97.3 | 94.9 |
56 | −0.2 | −46.7 | −0.2 | −0.7 | −0.6 | 96.1 | 0.0 | 96.1 | 95.2 | 88.5 | 0.4 | −46.4 | 0.4 | −0.3 | 98.2 | 0.0 | 97.9 | 96.7 |
100 | −0.1 | −46.4 | −0.1 | −0.3 | −0.3 | 92.3 | 0.0 | 92.3 | 92.3 | 90.0 | 0.5 | −46.0 | 0.5 | 0.1 | 97.9 | 0.0 | 97.9 | 97.4 |
Note: MG1: the person-mean centering (P-C) model in Eq (2) followed by global standardization in Eq (5); MG2: the P-C model in Eq (2) followed by global standardization in Eq (6); MG3: the P-C model in Eq (4) followed by global standardization in Eq (7); MPS : the P-S standardization approach in Eq (9); MEB: the P-C model in Eq (2) with EB standardization.