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. 2016 Nov 24;78(2):297–318. doi: 10.1177/0013164416678980

Table 1.

Mean Bias in Level 2 Standard Errors Across Varying Simulated Conditions for Continuous and Dichotomous Predictors by Analytic Technique (1,000 Replications Each).

Number of clusters Cluster size ICC = .05
ICC = .10
Continuous
Dichotomous
Continuous
Dichotomous
OLS MLM CB OLS MLM CB OLS MLM CB OLS MLM CB
10 10 −10.3 2.0 47.7 −6.8 6.5 13.3 −27.7 −4.1 43.4 −26.0 −1.3 10.9
30 −23.3 −4.4 31.7 −18.6 1.6 7.9 −50.1 −9.0 28.7 −46.7 −2.7 7.1
50 −27.2 −2.3 26.9 −26.8 −1.8 2.1 −56.9 −6.2 24.5 −55.9 −4.1 2.0
20 10 −10.6 −1.0 −3.7 −8.4 1.3 −5.7 −27.2 −4.3 −3.7 −26.7 −3.5 −7.4
30 −22.5 −5.7 −5.4 −15.5 3.2 −1.3 −47.6 −5.2 −3.8 −44.2 1.6 −2.1
50 −29.7 −4.4 −4.1 −28.0 −2.1 −6.0 −57.6 −4.9 −4.8 −55.8 −0.9 −4.7
30 10 −9.6 −0.7 −4.1 −4.7 4.6 −0.4 −26.6 −3.3 −4.6 −22.3 2.2 −0.4
30 −17.4 1.7 −0.9 −20.7 −2.6 −5.6 −45.5 0.6 −1.4 −48.0 −4.2 −7.0
50 −28.7 −3.1 −4.5 −27.3 −1.0 −4.1 −56.8 −3.0 −4.1 −56.3 −2.1 −4.8
Number of clusters Cluster size ICC = .20
ICC = .30
Continuous
Dichotomous
Continuous
Dichotomous
OLS MLM CB OLS MLM CB OLS MLM CB OLS MLM CB
10 10 −45.4 −5.9 39.0 −44.9 −4.5 8.6 −54.3 −6.0 36.7 −54.2 −5.2 7.4
30 −66.9 −9.7 26.7 −64.4 −3.0 6.9 −73.5 −10.0 26.0 −71.4 −2.9 6.8
50 −72.5 −7.2 23.1 −71.6 −3.9 2.1 −78.3 −7.5 22.6 −77.5 −3.9 2.2
20 10 −44.7 −4.9 −4.1 −44.5 −4.0 −8.0 −53.4 −5.1 −4.3 −53.2 −3.9 −8.1
30 −64.3 −4.0 −2.6 −62.6 1.0 −2.8 −71.0 −3.5 −2.2 −69.8 0.7 −3.1
50 −72.4 −5.1 −5.2 −71.0 −0.2 −4.1 −77.9 −5.2 −5.3 −76.6 0.1 −3.9
30 10 −43.7 −2.7 −4.1 −40.9 1.9 −0.7 −52.2 −2.2 −3.6 −50.1 1.7 −0.8
30 −63.2 0.2 −1.6 −64.9 −4.6 −7.5 −70.1 0.0 −1.7 −71.5 −4.7 −7.6
50 −71.7 −3.0 −3.8 −71.4 −2.1 −4.6 −77.2 −3.0 −3.7 −76.9 −2.0 −4.4

Note. OLS = ordinary least squares; MLM = multilevel model estimated with restricted maximum likelihood using a Kenward–Roger (Kenward & Roger, 1997) standard error adjustment; CB = cluster bootstrapped standard errors using 1,000 replicates; ICC = intraclass correlation coefficient.