Table 5:
T | X1 on Y (True value = 0) | X2 on Y (True value = −0.4) | ||||||||||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
Coverage rates (%) | Relative bias (%) | Coverage rates (%) | ||||||||||||||
MG1 | MG2 | MG3 | MPS | MEB | MG1 | MG2 | MG3 | MPS | MEB | MG1 | MG2 | MG3 | MPS | MEB | ||
Between-person differences in within-person standard deviations of X and Y exist | ||||||||||||||||
Equal number of assessments across individuals | ||||||||||||||||
5 | 94.4 | 93.9 | 95.4 | 95.2 | 42.2 | −7.5 | −54.1 | −2.9 | −13.0 | 3.2 | 91.6 | 0.0 | 94.5 | 87.5 | 81.2 | |
10 | 93.3 | 93.2 | 94.4 | 94.4 | 59.8 | −2.5 | −48.8 | −0.6 | −7.2 | −4.3 | 94.6 | 0.0 | 95.8 | 93.3 | 76.7 | |
20 | 93.8 | 93.9 | 94.1 | 95.2 | 80.6 | 4.5 | −43.5 | 5.1 | −3.0 | −3.9 | 94.3 | 0.1 | 94.0 | 93.3 | 84.0 | |
30 | 95.2 | 95.0 | 95.2 | 95.7 | 87.4 | 8.0 | −40.9 | 8.3 | −2.3 | −3.3 | 93.2 | 0.4 | 93.0 | 95.0 | 89.8 | |
56 | 94.7 | 95.0 | 94.7 | 95.1 | 91.1 | 12.9 | −38.0 | 13.0 | −0.6 | −1.4 | 87.5 | 0.8 | 87.4 | 94.7 | 94.5 | |
100 | 95.2 | 95.7 | 95.1 | 94.1 | 92.2 | 14.7 | −36.6 | 14.8 | −0.8 | −1.3 | 85.5 | 3.5 | 85.5 | 94.2 | 95.7 | |
Unequal number of assessments across individuals |
||||||||||||||||
5 | 92.6 | 92.6 | 93.1 | 94.1 | 47.4 | −6.9 | −53.9 | −2.3 | −13.1 | 79.4 | 92.6 | 0.1 | 94.4 | 86.6 | 91.2 | |
10 | 93.4 | 93.4 | 93.5 | 94.3 | 57.3 | −1.5 | −48.2 | 0.2 | −6.6 | 0.1 | 94.0 | 0.0 | 94.0 | 91.9 | 80.8 | |
20 | 94.2 | 94.2 | 94.2 | 94.2 | 79.3 | 4.2 | −43.7 | 4.8 | −3.8 | −4.2 | 94.9 | 0.3 | 94.4 | 92.3 | 83.2 | |
30 | 93.7 | 93.7 | 93.9 | 95.0 | 87.8 | 8.2 | −41.0 | 8.6 | −2.1 | −3.1 | 91.8 | 0.7 | 91.6 | 94.4 | 89.6 | |
56 | 95.0 | 95.0 | 94.9 | 94.7 | 91.7 | 13.4 | −37.7 | 13.5 | −0.5 | −1.4 | 86.9 | 1.6 | 86.8 | 95.1 | 95.2 | |
100 | 93.5 | 93.5 | 93.5 | 93.9 | 92.7 | 14.7 | −36.6 | 14.8 | −0.5 | −1.1 | 84.7 | 2.8 | 84.6 | 94.3 | 94.2 | |
Between-person differences in within-person standard deviations of X and Y do not exist |
||||||||||||||||
Equal number of assessments across individuals | ||||||||||||||||
5 | 93.8 | 93.7 | 94.4 | 93.7 | 45.1 | −4.4 | −53.9 | −3.6 | −13.2 | 4.2 | 92.9 | 0.0 | 93.7 | 87.5 | 82.3 | |
10 | 94.6 | 95.2 | 94.7 | 94.1 | 66.9 | −3.3 | −50.4 | −3.0 | −7.0 | −2.0 | 95.5 | 0.0 | 95.5 | 92.8 | 81.0 | |
20 | 95.0 | 93.6 | 94.7 | 94.4 | 79.5 | −1.7 | −48.4 | −1.6 | −3.3 | −1.8 | 94.9 | 0.0 | 94.9 | 94.4 | 88.0 | |
30 | 93.4 | 93.0 | 93.5 | 93.6 | 85.5 | −1.8 | −47.9 | −1.7 | −2.8 | −2.1 | 94.7 | 0.0 | 94.7 | 93.6 | 92.0 | |
56 | 93.2 | 93.7 | 93.2 | 93.3 | 89.9 | −0.9 | −47.0 | −0.8 | −1.3 | −1.1 | 94.4 | 0.0 | 94.4 | 94.9 | 94.2 | |
100 | 94.2 | 94.0 | 94.2 | 94.0 | 92.0 | −0.1 | −46.5 | −0.1 | −0.4 | −0.3 | 94.2 | 0.0 | 94.2 | 94.1 | 95.6 | |
Unequal number of assessments across individuals |
||||||||||||||||
5 | 94.2 | 94.6 | 94.6 | 94.3 | 45.1 | −3.81 | −53.57 | −3.14 | −12.83 | 47.45 | 95.0 | 0.0 | 95.2 | 89.0 | 92.3 | |
10 | 94.0 | 94.3 | 93.9 | 94.0 | 64.6 | −3.21 | −50.36 | −3.02 | −7.23 | −0.43 | 94.6 | 0.0 | 94.6 | 90.6 | 82.1 | |
20 | 93.7 | 94.5 | 93.8 | 93.5 | 81.6 | −2.11 | −48.48 | −2.03 | −3.78 | −2.15 | 94.3 | 0.0 | 94.4 | 93.8 | 86.7 | |
30 | 95.2 | 95.2 | 95.3 | 95.2 | 87.1 | −1.46 | −47.74 | −1.42 | −2.42 | −1.68 | 95.8 | 0.0 | 96.0 | 95.4 | 91.6 | |
56 | 93.5 | 92.9 | 93.5 | 94.0 | 88.1 | −1.37 | −47.28 | −1.36 | −1.91 | −1.69 | 94.7 | 0.0 | 94.8 | 94.8 | 94.3 | |
100 | 93.7 | 94.3 | 93.7 | 94.4 | 92.5 | −0.08 | −46.41 | −0.07 | −0.32 | −0.25 | 94.3 | 0.0 | 94.3 | 94.4 | 95.8 |
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 approach in Eq (9); MEB: the P-C model in Eq (2) with EB standardization. The empirical biases from the 5 methods were all between −.02 and .00 when the true value is 0 and thus are not listed to save space.