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. Author manuscript; available in PMC: 2016 Apr 8.
Published in final edited form as: Psychol Methods. 2014 Mar;19(1):39–55. doi: 10.1037/a0035314

Table 6.

Standardized Bias: MAR Mechanism and N = 200

Small interaction effect
Large interaction effect
Distribution Parameter CCA FMLV CMLV FMC CMC CCA FMLV CMLV FMC CMC
Normal α 1.72 0.16 0.04 0.16 0.04 1.82 0.29 0.05 0.29 0.04
γ 1 0.40 –0.06 –0.06 –0.08 –0.08 0.94 –0.12 –0.12 –0.14 –0.14
γ 2 0.15 –0.20 –0.20 –0.19 –0.19 0.30 –0.44 –0.44 –0.43 –0.43
γ 3 –0.05 –0.07 –0.07 –0.08 –0.08 0.02 –0.06 –0.06 –0.07 –0.07

Skewed (lower tail missing) α 1.19 0.11 0.03 0.11 0.03 1.14 0.25 0.08 0.25 0.08
γ 1 0.29 –0.02 –0.02 –0.05 –0.05 0.52 –0.10 –0.10 –0.12 –0.12
γ 2 0.10 0.06 0.06 0.07 0.07 0.17 0.00 0.00 0.01 0.01
γ 3 –0.03 –0.06 –0.06 –0.06 –0.06 –0.02 –0.11 –0.11 –0.12 –0.12

Skewed (upper tail missing) α –1.70 0.03 –0.07 0.04 –0.07 –1.54 0.05 –0.23 0.05 –0.23
γ 1 –0.31 0.26 0.26 0.23 0.23 –0.81 0.42 0.42 0.38 0.38
γ 2 –0.13 –0.02 –0.02 0.00 0.00 –0.26 0.21 0.21 0.22 0.22
γ 3 0.01 0.07 0.07 0.06 0.06 –0.03 0.30 0.30 0.27 0.27

Kurtotic α 1.66 0.18 0.03 0.18 0.03 1.69 0.36 0.10 0.36 0.10
γ 1 0.39 –0.07 –0.07 –0.09 –0.09 0.87 –0.07 –0.07 –0.09 –0.09
γ 2 0.10 –0.34 –0.34 –0.33 –0.33 0.25 –0.59 – 0.59 –0.57 –0.57
γ 3 0.01 –0.01 –0.01 –0.02 –0.02 –0.04 –0.10 –0.10 –0.11 –0.11

Note. Bold typeface denotes bias that exceeds .40 of a complete-data standard error unit. The x and xz variables (γ1 and γ3, respectively) have 20% missing data. MAR = missing at random; CCA = complete-case analysis; FMLV = free mean latent variable model; CMLV = constrained mean latent variable model; FMC = free mean centering; CMC = constrained mean centering.