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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 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.