Table 1. Variance of the group effect estimated in the simulation study () and using the Cramer-Rao’s bound () for different values of the group effect (), the sample size in each group (), the variance of the latent variable (), the number of items (), the spacing regularity of the items and the gap between the global mean of the latent variable and the mean of the distribution of the item difficulties ().
J = 5 | J = 10 | |||||||||||||
Normal distribution | Mixture of normal distributions | Normal distribution | Mixture of normal distributions | |||||||||||
/ | / | / | / | / | / | / | / | / | / | / | / | |||
0 | 50 | 0.25 | 0.045/0.045 | 0.047/0.047 | 0.052/0.052 | 0.046/0.046 | 0.047/0.047 | 0.052/0.052 | 0.028/0.028 | 0.028/0.030 | 0.031/0.033 | 0.028/0.028 | 0.029/0.029 | 0.031/0.032 |
1 | 0.082/0.082 | 0.088/0.089 | 0.113/0.113 | 0.085/0.085 | 0.088/0.088 | 0.107/0.107 | 0.062/0.062 | 0.065/0.067 | 0.078/0.081 | 0.063/0.063 | 0.065/0.066 | 0.075/0.077 | ||
4 | 0.225/0.226 | 0.252/0.251 | 0.368/0.367 | 0.232/0.232 | 0.242/0.242 | 0.318/0.318 | 0.195/0.196 | 0.210/0.211 | 0.272/0.275 | 0.198/0.199 | 0.204/0.205 | 0.250/0.252 | ||
9 | 0.458/0.459 | 0.520/0.521 | 0.782/0.777 | 0.466/0.467 | 0.493/0.493 | 0.645/0.641 | 0.413/0.413 | 0.447/0.447 | 0.589/0.595 | 0.417/0.418 | 0.432/0.433 | 0.520/0.518 | ||
100 | 0.25 | 0.022/0.022 | 0.023/0.023 | 0.026/0.026 | 0.023/0.023 | 0.023/0.023 | 0.026/0.026 | 0.014/0.014 | 0.014/0.015 | 0.016/0.016 | 0.014/0.014 | 0.014/0.015 | 0.016/0.016 | |
1 | 0.041/0.041 | 0.044/0.044 | 0.056/0.056 | 0.042/0.042 | 0.044/0.044 | 0.053/0.053 | 0.031/0.031 | 0.033/0.033 | 0.039/0.040 | 0.031/0.032 | 0.032/0.033 | 0.037/0.038 | ||
4 | 0.113/0.113 | 0.126/0.126 | 0.184/0.183 | 0.116/0.116 | 0.121/0.121 | 0.159/0.159 | 0.097/0.098 | 0.105/0.105 | 0.136/0.137 | 0.099/0.099 | 0.102/0.102 | 0.125/0.125 | ||
9 | 0.229/0.229 | 0.260/0.259 | 0.389/0.388 | 0.233/0.233 | 0.246/0.246 | 0.321/0.320 | 0.206/0.207 | 0.223/0.224 | 0.294/0.294 | 0.208/0.209 | 0.216/0.216 | 0.259/0.259 | ||
200 | 0.25 | 0.011/0.011 | 0.012/0.012 | 0.013/0.013 | 0.011/0.011 | 0.012/0.012 | 0.013/0.013 | 0.007/0.007 | 0.007/0.007 | 0.008/0.008 | 0.007/0.007 | 0.007/0.007 | 0.008/0.008 | |
1 | 0.020/0.020 | 0.022/0.022 | 0.028/0.028 | 0.021/0.021 | 0.022/0.022 | 0.027/0.027 | 0.015/0.015 | 0.016/0.016 | 0.019/0.020 | 0.016/0.016 | 0.016/0.016 | 0.019/0.019 | ||
4 | 0.056/0.056 | 0.063/0.063 | 0.092/0.092 | 0.058/0.058 | 0.061/0.061 | 0.079/0.079 | 0.049/0.049 | 0.052/0.052 | 0.068/0.068 | 0.049/0.050 | 0.051/0.051 | 0.062/0.062 | ||
9 | 0.114/0.114 | 0.130/0.130 | 0.194/0.194 | 0.116/0.116 | 0.123/0.123 | 0.161/0.161 | 0.103/0.103 | 0.112/0.112 | 0.147/0.147 | 0.104/0.104 | 0.108/0.108 | 0.129/0.129 | ||
300 | 0.25 | 0.007/0.007 | 0.008/0.008 | 0.009/0.009 | 0.008/0.008 | 0.008/0.008 | 0.009/0.009 | 0.005/0.005 | 0.005/0.005 | 0.005/0.005 | 0.005/0.005 | 0.005/0.005 | 0.005/0.005 | |
1 | 0.014/0.014 | 0.015/0.015 | 0.019/0.019 | 0.014/0.014 | 0.015/0.015 | 0.018/0.018 | 0.010/0.010 | 0.011/0.011 | 0.013/0.013 | 0.010/0.011 | 0.011/0.011 | 0.012/0.013 | ||
4 | 0.038/0.038 | 0.042/0.042 | 0.061/0.061 | 0.039/0.039 | 0.040/0.040 | 0.053/0.053 | 0.032/0.032 | 0.035/0.035 | 0.045/0.045 | 0.033/0.033 | 0.034/0.034 | 0.042/0.042 | ||
9 | 0.076/0.076 | 0.086/0.087 | 0.129/0.129 | 0.078/0.078 | 0.082/0.082 | 0.107/0.107 | 0.069/0.069 | 0.074/0.074 | 0.098/0.098 | 0.069/0.069 | 0.072/0.072 | 0.086/0.086 | ||
500 | 0.25 | 0.004/0.004 | 0.005/0.005 | 0.005/0.005 | 0.005/0.005 | 0.005/0.005 | 0.005/0.005 | 0.003/0.003 | 0.003/0.003 | 0.003/0.003 | 0.003/0.003 | 0.003/0.003 | 0.003/0.003 | |
1 | 0.008/0.008 | 0.009/0.009 | 0.011/0.011 | 0.008/0.008 | 0.009/0.009 | 0.011/0.011 | 0.006/0.006 | 0.006/0.007 | 0.008/0.008 | 0.006/0.006 | 0.006/0.007 | 0.007/0.008 | ||
4 | 0.023/0.023 | 0.025/0.025 | 0.037/0.037 | 0.023/0.023 | 0.024/0.024 | 0.032/0.032 | 0.019/0.019 | 0.021/0.021 | 0.027/0.027 | 0.020/0.020 | 0.020/0.020 | 0.025/0.025 | ||
9 | 0.046/0.046 | 0.052/0.052 | 0.078/0.078 | 0.047/0.047 | 0.049/0.049 | 0.064/0.064 | 0.041/0.041 | 0.045/0.045 | 0.059/0.059 | 0.042/0.042 | 0.043/0.043 | 0.052/0.052 | ||
0.2 | 50 | 0.25 | 0.045/0.045 | 0.045/0.047 | 0.045/0.053 | 0.045/0.046 | 0.045/0.047 | 0.045/0.052 | 0.028/0.029 | 0.028/0.030 | 0.028/0.033 | 0.028/0.029 | 0.028/0.029 | 0.028/0.032 |
1 | 0.082/0.082 | 0.089/0.089 | 0.113/0.113 | 0.085/0.085 | 0.088/0.088 | 0.107/0.107 | 0.062/0.062 | 0.065/0.067 | 0.078/0.081 | 0.063/0.064 | 0.065/0.066 | 0.075/0.077 | ||
4 | 0.226/0.226 | 0.225/0.252 | 0.225/0.371 | 0.225/0.232 | 0.226/0.242 | 0.225/0.318 | 0.195/0.196 | 0.195/0.211 | 0.195/0.276 | 0.195/0.198 | 0.195/0.205 | 0.195/0.252 | ||
9 | 0.458/0.457 | 0.458/0.519 | 0.458/0.783 | 0.458/0.466 | 0.458/0.492 | 0.458/0.644 | 0.413/0.413 | 0.413/0.449 | 0.413/0.591 | 0.413/0.418 | 0.413/0.432 | 0.413/0.519 | ||
100 | 0.25 | 0.022/0.022 | 0.022/0.023 | 0.022/0.026 | 0.022/0.023 | 0.022/0.023 | 0.022/0.026 | 0.014/0.014 | 0.014/0.015 | 0.014/0.016 | 0.014/0.014 | 0.014/0.015 | 0.014/0.016 | |
1 | 0.041/0.041 | 0.044/0.044 | 0.056/0.056 | 0.042/0.042 | 0.044/0.044 | 0.053/0.053 | 0.031/0.031 | 0.033/0.033 | 0.039/0.040 | 0.032/0.032 | 0.032/0.033 | 0.037/0.038 | ||
4 | 0.113/0.113 | 0.113/0.126 | 0.113/0.184 | 0.113/0.116 | 0.113/0.121 | 0.113/0.158 | 0.097/0.098 | 0.097/0.105 | 0.097/0.137 | 0.097/0.099 | 0.097/0.102 | 0.097/0.125 | ||
9 | 0.229/0.229 | 0.229/0.259 | 0.229/0.389 | 0.229/0.233 | 0.229/0.246 | 0.229/0.320 | 0.206/0.206 | 0.206/0.224 | 0.206/0.294 | 0.206/0.208 | 0.206/0.216 | 0.206/0.259 | ||
200 | 0.25 | 0.011/0.011 | 0.011/0.012 | 0.011/0.013 | 0.011/0.011 | 0.011/0.012 | 0.011/0.013 | 0.007/0.007 | 0.007/0.007 | 0.007/0.008 | 0.007/0.007 | 0.007/0.007 | 0.007/0.008 | |
1 | 0.020/0.020 | 0.022/0.022 | 0.028/0.028 | 0.021/0.021 | 0.022/0.022 | 0.027/0.027 | 0.015/0.015 | 0.016/0.016 | 0.019/0.020 | 0.016/0.016 | 0.016/0.016 | 0.019/0.019 | ||
4 | 0.056/0.056 | 0.056/0.063 | 0.056/0.092 | 0.056/0.058 | 0.056/0.061 | 0.056/0.079 | 0.049/0.049 | 0.049/0.052 | 0.049/0.068 | 0.049/0.049 | 0.049/0.051 | 0.049/0.062 | ||
9 | 0.114/0.114 | 0.114/0.130 | 0.114/0.194 | 0.114/0.117 | 0.114/0.123 | 0.114/0.161 | 0.103/0.103 | 0.103/0.112 | 0.103/0.147 | 0.103/0.104 | 0.103/0.108 | 0.103/0.129 | ||
300 | 0.25 | 0.007/0.007 | 0.007/0.008 | 0.007/0.009 | 0.007/0.008 | 0.007/0.008 | 0.007/0.009 | 0.005/0.005 | 0.005/0.005 | 0.005/0.005 | 0.005/0.005 | 0.005/0.005 | 0.005/0.005 | |
1 | 0.014/0.014 | 0.015/0.015 | 0.019/0.019 | 0.014/0.014 | 0.015/0.015 | 0.018/0.018 | 0.010/0.010 | 0.011/0.011 | 0.013/0.013 | 0.011/0.011 | 0.011/0.011 | 0.012/0.013 | ||
4 | 0.038/0.038 | 0.038/0.042 | 0.038/0.061 | 0.038/0.039 | 0.038/0.040 | 0.038/0.053 | 0.032/0.032 | 0.032/0.035 | 0.032/0.045 | 0.032/0.033 | 0.032/0.034 | 0.032/0.042 | ||
9 | 0.076/0.076 | 0.076/0.086 | 0.076/0.129 | 0.076/0.078 | 0.076/0.082 | 0.076/0.107 | 0.069/0.069 | 0.069/0.075 | 0.069/0.098 | 0.069/0.069 | 0.069/0.072 | 0.069/0.086 | ||
500 | 0.25 | 0.004/0.004 | 0.004/0.005 | 0.004/0.005 | 0.004/0.005 | 0.004/0.005 | 0.004/0.005 | 0.003/0.003 | 0.003/0.003 | 0.003/0.003 | 0.003/0.003 | 0.003/0.003 | 0.003/0.003 | |
1 | 0.008/0.008 | 0.009/0.009 | 0.011/0.011 | 0.008/0.008 | 0.009/0.009 | 0.011/0.011 | 0.006/0.006 | 0.007/0.007 | 0.008/0.008 | 0.006/0.006 | 0.006/0.007 | 0.007/0.008 | ||
4 | 0.023/0.023 | 0.023/0.025 | 0.023/0.037 | 0.023/0.023 | 0.023/0.024 | 0.023/0.032 | 0.019/0.019 | 0.019/0.021 | 0.019/0.027 | 0.019/0.020 | 0.019/0.020 | 0.019/0.025 | ||
9 | 0.046/0.046 | 0.046/0.052 | 0.046/0.078 | 0.046/0.047 | 0.046/0.049 | 0.046/0.064 | 0.041/0.041 | 0.041/0.045 | 0.041/0.059 | 0.041/0.042 | 0.041/0.043 | 0.041/0.052 |