| MIMIC model | MIMIC model with DIF | ||||||
---|---|---|---|---|---|---|---|---|
predictors | B | S.E. | p | β | B | S.E. | p | Β |
Factor 1 | ||||||||
 Female | −0.082 | 0.049 | 0.098 | −0.117 | − 0.081 | 0.049 | 0.099 | −0.112 |
 Age | −0.005 | 0.019 | 0.804 | −0.016 | −0.005 | 0.019 | 0.805 | −0.016 |
 Time | 0.078 | 0.008 | 0.000 | 0.315** | 0.099 | 0.008 | 0.000 | 0.388** |
 experience | 0.006 | 0.007 | 0.381 | 0.039 | 0.006 | 0.007 | 0.381 | 0.037 |
 Year 1 | 0.205 | 0.085 | 0.016 | 0.292* | 0.204 | 0.084 | 0.016 | 0.283* |
 Year 2 | 0.217 | 0.072 | 0.003 | 0.309** | 0.216 | 0.072 | 0.003 | 0.300** |
 Major in science | −0.049 | 0.067 | 0.469 | − 0.070 | − 0.049 | 0.067 | 0.467 | − 0.068 |
 Major in engineering | 0.048 | 0.068 | 0.484 | 0.068 | 0.048 | 0.068 | 0.484 | 0.067 |
 Major in others | −0.002 | 0.060 | 0.979 | −0.003 | −0.002 | 0.060 | 0.978 | −0.003 |
 General | −0.146 | 0.078 | 0.062 | −0.208 | −0.146 | 0.078 | 0.062 | −0.202 |
 Cellphone game | 0.076 | 0.077 | 0.319 | 0.108 | 0.076 | 0.076 | 0.319 | 0.105 |
 SNS | −0.008 | 0.062 | 0.900 | −0.011 | −0.008 | 0.062 | 0.900 | −0.011 |
 Other | 0.107 | 0.080 | 0.182 | 0.153 | 0.107 | 0.080 | 0.182 | 0.148 |
Factor2 | ||||||||
 female | −0.094 | 0.047 | 0.047 | −0.132* | −0.065 | 0.047 | 0.171 | −0.092 |
 Age | −0.004 | 0.013 | 0.744 | −0.015 | −0.004 | 0.013 | 0.744 | −0.015 |
 time | 0.080 | 0.008 | 0.000 | 0.317 | 0.077 | 0.008 | 0.000 | 0.305** |
 experience | 0.004 | 0.005 | 0.420 | 0.027 | 0.004 | 0.005 | 0.419 | 0.027 |
 Year 1 | 0.213 | 0.078 | 0.006 | 0.299** | 0.213 | 0.078 | 0.006 | 0.300** |
 Year 2 | 0.261 | 0.070 | 0.000 | 0.367** | 0.261 | 0.070 | 0.000 | 0.368** |
 Major in science | −0.022 | 0.066 | 0.739 | −0.031 | −0.022 | 0.066 | 0.738 | −0.031 |
 Major in engineering | −0.020 | 0.067 | 0.762 | −0.028 | −0.020 | 0.067 | 0.763 | −0.028 |
 Major in others | −0.032 | 0.058 | 0.573 | −0.045 | −0.033 | 0.058 | 0.573 | −0.047 |
 General | −0.175 | 0.073 | 0.016 | −0.246* | −0.175 | 0.073 | 0.016 | −0.247* |
 Cellphone game | 0.132 | 0.074 | 0.076 | 0.186 | 0.132 | 0.074 | 0.076 | 0.186 |
 SNS | −0.001 | 0.059 | 0.984 | −0.001 | 0.001 | 0.059 | 0.985 | 0.001 |
 Other | 0.141 | 0.079 | 0.075 | 0.198 | 0.141 | 0.079 | 0.075 | 0.199 |
Factor3 | ||||||||
 female | −0.111 | 0.059 | 0.061 | −0.150 | − 0.111 | 0.059 | 0.061 | −0.150 |
 Age | −0.010 | 0.016 | 0.510 | −0.033 | −0.010 | 0.016 | 0.510 | −0.033 |
 time | 0.064 | 0.009 | 0.000 | 0.245** | 0.064 | 0.009 | 0.000 | 0.245** |
 experience | 0.000 | 0.007 | 0.962 | −0.001 | 0.000 | 0.007 | 0.962 | −0.001 |
 Year 1 | 0.307 | 0.097 | 0.002 | 0.414** | 0.306 | 0.097 | 0.002 | 0.412** |
 Year 2 | 0.250 | 0.085 | 0.003 | 0.337** | 0.250 | 0.085 | 0.003 | 0.337** |
 Major in science | −0.054 | 0.083 | 0.516 | − 0.073 | −0.054 | 0.083 | 0.516 | −0.073 |
 Major in engineering | −0.046 | 0.082 | 0.575 | −0.062 | −0.046 | 0.082 | 0.575 | −0.062 |
 Major in others | 0.036 | 0.072 | 0.618 | 0.049 | 0.036 | 0.072 | 0.619 | 0.048 |
 General | −0.204 | 0.093 | 0.028 | −0.275* | −0.204 | 0.093 | 0.028 | −0.275* |
 Cellphone game | 0.005 | 0.091 | 0.953 | 0.007 | 0.005 | 0.091 | 0.954 | 0.007 |
 SNS | −0.065 | 0.075 | 0.385 | −0.088 | −0.065 | 0.075 | 0.385 | −0.088 |
 Other | 0.035 | 0.095 | 0.713 | 0.047 | 0.140 | 0.097 | 0.148 | 0.189 |
Testing DIF | ||||||||
 female →IAT13 |  |  |  |  | −0.358 | 0.067 | 0.000 | −0.340** |
 time spent online →IAT2 |  |  |  |  | −0.058 | 0.010 | 0.000 | −0.160** |
 time spent online →IAT8 |  |  |  |  | −0.054 | 0.011 | 0.000 | −0.146** |
 time spent online → IAT12 |  |  |  |  | 0.039 | 0.011 | 0.000 | 0.103** |
 SNS → IAT12 |  |  |  |  | 0.333 | 0.077 | 0.000 | 0.309** |
 SNS → IAT19 |  |  |  |  | −0.370 | 0.085 | 0.000 | − 0.353** |
 Other → IAT4 |  |  |  |  | −0.444 | 0.112 | 0.000 | −0.434 ** |