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. Author manuscript; available in PMC: 2020 May 1.
Published in final edited form as: Multivariate Behav Res. 2019 Jan 20;54(3):382–403. doi: 10.1080/00273171.2018.1532280

Table 5:

Simulation results from the models with two predictors included (N = 100).

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.