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. 2015 Sep 29;76(5):741–770. doi: 10.1177/0013164415607618

Table 6.

ANOVA Models, Using Nonnormal Data.

Effect df Successful replications Bias Standardized bias Efficiency
I 2 124.49*** 168.59*** 270.76*** 240.69***
γ 2 0.00 1215.43*** 2449.80*** 2974.83***
CD 5 1219.83*** 686.33*** 1266.31*** 6770.51***
Method 4 183.97*** 528.00*** 525.92*** 190.16***
n 3 79.03*** 4.31* 4.24* 2657.27***
Nonnormality (NN) 1 2100.28*** 299.53*** 342.32*** 8044.76***
Method *CD 20 121.49*** 110.43*** 122.62*** 15.08***
Method *γ 8 0.00 262.68*** 264.49*** 3.55**
Method *I 8 28.19*** 22.15*** 25.99*** 3.15*
Method *n 12 1.83+ 0.55 0.20 0.49
Method * NN 4 153.36*** 5.82** 7.09*** 3.15*
CD*γ 10 0.00 340.41*** 615.95*** 644.05***
CD*I 10 36.24*** 33.25*** 45.76*** 32.18***
CD*n 15 36.33*** 2.64** 1.77 62.45***
CD* NN 5 1087.06*** 111.44*** 92.32*** 1874.78***
γ*I 4 0.00 77.43*** 126.66*** 4.54*
γ*n 6 0.00 1.88 1.33 2.57+
γ* NN 2 0.00 152.23*** 165.91*** 1060.31***
I*n 6 3.39* 1.07 0.42 4.04**
I* NN 2 61.01*** 22.12*** 14.55*** 8.72**
n* NN 3 54.25*** 7.35*** 2.89+ 2.53
Effect df MSE Standard error bias Type I error rate Power
I 2 96.50*** 4.57+ 3.83+ 321.30***
γ 2 824.44*** 2473.21*** / 3549.41***
CD 5 935.59*** 2733.13*** 378.18*** 1307.85***
Method 4 48.17*** 95.91*** 35.50*** 0.72
n 3 70.00*** 4.67* 31.634*** 810.00***
Nonnormality (NN) 1 657.45*** 6300.45*** 1804.36*** 365.06***
Method *CD 20 20.40*** 35.43*** 31.72*** 1.49
Method *γ 8 64.50*** 70.14*** / 0.99
Method *I 8 3.88** 2.19+ 1.27 0.57
Method *n 12 0.48 0.68 1.21 0.05
Method * NN 4 5.28** 22.85*** 33.79*** 2.11
CD*γ 10 408.33*** 524.64*** / 926.40***
CD* I 10 38.39*** 0.74 15.70*** 111.62***
CD*n 15 16.93*** 1.48 17.76*** 114.89***
CD* NN 5 308.80*** 1449.50*** 340.35*** 126.93
γ*I 4 55.55*** 23.48*** / 198.07***
γ*n 6 4.79 9.81*** / 662.82***
γ* NN 2 265.38*** 1037.45*** / 158.74***
I*n 6 1.13 0.64 1.36 22.92***
I* NN 2 3.88** 8.01** 0.31 26.26***
n* NN 3 11.56*** 0.71 74.15*** 13.08
Residuals 4,187 1,339 2,763

Note. ANOVA = analysis of variance; MSE = mean square error; CD = coefficient of determination.

+

p = .01-.05. *p = .001-.01. **p = .000-.001. ***p < .000.