ACT Survey Analysis
Preliminary Data analysis
$CurricCoverage
$OpenClassClimate
$CitActivities
$ParticipProfile
$AdultIntentions
$OverallTrust
$PersonalToleration
$PoliticalToleration
$SupportDemoc
$KnowledgeTotal
$PerceivedEthos
First Output Analysis - Adult Intention
| Annova Model Output | ||||
| Dependent Variable: AdultIntentions | ||||
| Df | Sum.Sq | Mean.Sq | F.value | Pr..F. |
|---|---|---|---|---|
| 1 | 21.35198117 | 21.35198117 | 77.1120664 | 2.020995e-17 |
| 1 | 47.47311622 | 47.47311622 | 171.4477950 | 2.584445e-34 |
| 1 | 0.63521261 | 0.63521261 | 2.2940521 | 1.304418e-01 |
| 1 | 2.41856986 | 2.41856986 | 8.7345956 | 3.255373e-03 |
| 1 | 0.04821962 | 0.04821962 | 0.1741438 | 6.766170e-01 |
| 1 | 2.98489580 | 2.98489580 | 10.7798654 | 1.090928e-03 |
| 553 | 153.12318989 | 0.27689546 | NA | NA |
| NCES Survey | ||||
| Linear Regression Model Output | ||||
| Dependent Variable: AdultIntentions | ||||
| Variable | Coefficient | StdError | tValue | PValue |
|---|---|---|---|---|
| (Intercept) | 0.477 | 0.119 | 3.998 | 0.000 |
| OpenClassClimate | 0.070 | 0.043 | 1.604 | 0.109 |
| ParticipProfile | 0.497 | 0.051 | 9.708 | 0.000 |
| CitActivities | 0.059 | 0.049 | 1.205 | 0.229 |
| TeacherRelationships | 0.010 | 0.039 | 0.249 | 0.804 |
| CurricCoverage | 0.005 | 0.043 | 0.106 | 0.915 |
| PerceivedEthos | 0.188 | 0.057 | 3.283 | 0.001 |
| NCES Survey | ||||
| Variance Inflation Factor (VIF) Values | |
| For Multicollinearity Assessment | |
| Variable | VIF |
|---|---|
| OpenClassClimate | 1.688 |
| ParticipProfile | 1.550 |
| CitActivities | 1.847 |
| TeacherRelationships | 1.973 |
| CurricCoverage | 1.440 |
| PerceivedEthos | 2.416 |
| NCES Survey | |
| Annova Model Output | ||||
| Dependent Variable: AdultIntentions , Interactions: Sex, Ethnicity, FASCATEG | ||||
| Df | Sum.Sq | Mean.Sq | F.value | Pr..F. |
|---|---|---|---|---|
| 1 | 0.45364257 | 0.45364257 | 1.12414822 | 0.28949068 |
| 1 | 1.60710098 | 1.60710098 | 3.98247395 | 0.04646695 |
| 1 | 0.98279813 | 0.98279813 | 2.43542129 | 0.11919513 |
| 1 | 1.46102918 | 1.46102918 | 3.62050095 | 0.05759173 |
| 1 | 0.04030539 | 0.04030539 | 0.09987870 | 0.75209471 |
| 1 | 0.69519530 | 0.69519530 | 1.72272756 | 0.18988779 |
| 1 | 0.03917010 | 0.03917010 | 0.09706541 | 0.75549772 |
| 552 | 222.75594354 | 0.40354338 | NA | NA |
| NCES Survey | ||||
| Linear Regression Model Output | ||||
| Dependent Variable: AdultIntentions , Interactions: Sex, Ethnicity, FASCATEG | ||||
| Variable | Coefficient | StdError | tValue | PValue |
|---|---|---|---|---|
| (Intercept) | 1.875 | 0.712 | 2.634 | 0.009 |
| trainInteraction$Sex | 0.360 | 0.413 | 0.871 | 0.384 |
| trainInteraction$EthnicBinary | 0.105 | 0.440 | 0.238 | 0.812 |
| trainInteraction$FASCATEG | 0.027 | 0.358 | 0.076 | 0.940 |
| trainInteraction$Sex:trainInteraction$EthnicBinary | −0.254 | 0.261 | −0.976 | 0.329 |
| trainInteraction$Sex:trainInteraction$FASCATEG | −0.078 | 0.212 | −0.370 | 0.712 |
| trainInteraction$EthnicBinary:trainInteraction$FASCATEG | 0.033 | 0.220 | 0.152 | 0.879 |
| trainInteraction$Sex:trainInteraction$EthnicBinary:trainInteraction$FASCATEG | 0.041 | 0.132 | 0.312 | 0.755 |
| NCES Survey | ||||
| Variance Inflation Factor (VIF) Values | ||
| For Multicollinearity Assessment with interactions | ||
| Variable | type | VIF |
|---|---|---|
| trainInteraction$Sex | predictor | 71.946 |
| trainInteraction$EthnicBinary | predictor | 65.164 |
| trainInteraction$FASCATEG | predictor | 95.606 |
| trainInteraction$Sex:trainInteraction$EthnicBinary | predictor | 122.483 |
| trainInteraction$Sex:trainInteraction$FASCATEG | predictor | 150.018 |
| trainInteraction$EthnicBinary:trainInteraction$FASCATEG | predictor | 162.378 |
| trainInteraction$Sex:trainInteraction$EthnicBinary:trainInteraction$FASCATEG | predictor | 207.297 |
| NCES Survey | ||
Second Output Analysis - Overall Trust
| Annova Model Output | ||||
| Dependent Variable: OverallTrust | ||||
| Df | Sum.Sq | Mean.Sq | F.value | Pr..F. |
|---|---|---|---|---|
| 1 | 38.40963791 | 38.40963791 | 156.9534566 | 7.038989e-32 |
| 1 | 3.90028460 | 3.90028460 | 15.9377485 | 7.427682e-05 |
| 1 | 1.98663782 | 1.98663782 | 8.1180061 | 4.545744e-03 |
| 1 | 14.73714528 | 14.73714528 | 60.2204556 | 4.109116e-14 |
| 1 | 0.09779462 | 0.09779462 | 0.3996185 | 5.275471e-01 |
| 1 | 11.59758368 | 11.59758368 | 47.3912524 | 1.580188e-11 |
| 554 | 135.57483766 | 0.24471992 | NA | NA |
| NCES Survey | ||||
| Linear Regression Model Output | ||||
| Dependent Variable: OverallTrust | ||||
| Variable | Coefficient | StdError | tValue | PValue |
|---|---|---|---|---|
| (Intercept) | 0.654 | 0.115 | 5.680 | 0.000 |
| OpenClassClimate | 0.134 | 0.042 | 3.211 | 0.001 |
| ParticipProfile | 0.036 | 0.046 | 0.780 | 0.436 |
| CitActivities | 0.097 | 0.047 | 2.067 | 0.039 |
| TeacherRelationships | 0.048 | 0.037 | 1.281 | 0.201 |
| CurricCoverage | 0.014 | 0.043 | 0.326 | 0.745 |
| PerceivedEthos | 0.392 | 0.057 | 6.884 | 0.000 |
| NCES Survey | ||||
| Variance Inflation Factor (VIF) Values | |
| For Multicollinearity Assessment | |
| Variable | VIF |
|---|---|
| OpenClassClimate | 1.705 |
| ParticipProfile | 1.430 |
| CitActivities | 1.814 |
| TeacherRelationships | 2.115 |
| CurricCoverage | 1.480 |
| PerceivedEthos | 2.573 |
| NCES Survey | |
| Annova Model Output | ||||
| Dependent Variable: OverallTrust , Interactions: Sex, Ethnicity, FASCATEG | ||||
| Df | Sum.Sq | Mean.Sq | F.value | Pr..F. |
|---|---|---|---|---|
| 1 | 4.92173007 | 4.92173007 | 13.87499684 | 0.0002154353 |
| 1 | 3.41577111 | 3.41577111 | 9.62950277 | 0.0020126007 |
| 1 | 1.35076685 | 1.35076685 | 3.80798733 | 0.0515132034 |
| 1 | 0.00438438 | 0.00438438 | 0.01236014 | 0.9115169986 |
| 1 | 0.10276521 | 0.10276521 | 0.28970849 | 0.5906239666 |
| 1 | 0.02255355 | 0.02255355 | 0.06358139 | 0.8010160957 |
| 1 | 0.32614142 | 0.32614142 | 0.91943504 | 0.3380423852 |
| 553 | 196.15980898 | 0.35471937 | NA | NA |
| NCES Survey | ||||
| Linear Regression Model Output | ||||
| Dependent Variable: OverallTrust , Interactions: Sex, Ethnicity, FASCATEG | ||||
| Variable | Coefficient | StdError | tValue | PValue |
|---|---|---|---|---|
| (Intercept) | 2.390 | 0.637 | 3.752 | 0.000 |
| trainInteraction$Sex | −0.208 | 0.368 | −0.565 | 0.572 |
| trainInteraction$EthnicBinary | −0.225 | 0.406 | −0.556 | 0.579 |
| trainInteraction$FASCATEG | −0.289 | 0.325 | −0.890 | 0.374 |
| trainInteraction$Sex:trainInteraction$EthnicBinary | 0.215 | 0.236 | 0.913 | 0.362 |
| trainInteraction$Sex:trainInteraction$FASCATEG | 0.206 | 0.191 | 1.077 | 0.282 |
| trainInteraction$EthnicBinary:trainInteraction$FASCATEG | 0.203 | 0.205 | 0.988 | 0.324 |
| trainInteraction$Sex:trainInteraction$EthnicBinary:trainInteraction$FASCATEG | −0.116 | 0.121 | −0.959 | 0.338 |
| NCES Survey | ||||
| Variance Inflation Factor (VIF) Values | ||
| For Multicollinearity Assessment with interactions | ||
| Variable | type | VIF |
|---|---|---|
| trainInteraction$Sex | predictor | 65.303 |
| trainInteraction$EthnicBinary | predictor | 63.401 |
| trainInteraction$FASCATEG | predictor | 89.350 |
| trainInteraction$Sex:trainInteraction$EthnicBinary | predictor | 125.686 |
| trainInteraction$Sex:trainInteraction$FASCATEG | predictor | 144.695 |
| trainInteraction$EthnicBinary:trainInteraction$FASCATEG | predictor | 159.462 |
| trainInteraction$Sex:trainInteraction$EthnicBinary:trainInteraction$FASCATEG | predictor | 216.348 |
| NCES Survey | ||
Third Output Analysis - Personal Toleration
| Annova Model Output | ||||
| Dependent Variable: PersonalToleration | ||||
| Df | Sum.Sq | Mean.Sq | F.value | Pr..F. |
|---|---|---|---|---|
| 1 | 10.69702990 | 10.69702990 | 23.36234288 | 1.740051e-06 |
| 1 | 0.00691824 | 0.00691824 | 0.01510945 | 9.022146e-01 |
| 1 | 2.62280025 | 2.62280025 | 5.72820300 | 1.702636e-02 |
| 1 | 4.63197600 | 4.63197600 | 10.11624840 | 1.551891e-03 |
| 1 | 0.55838522 | 0.55838522 | 1.21951486 | 2.699353e-01 |
| 1 | 0.11739534 | 0.11739534 | 0.25639175 | 6.128114e-01 |
| 554 | 253.66268261 | 0.45787488 | NA | NA |
| NCES Survey | ||||
| Linear Regression Model Output | ||||
| Dependent Variable: PersonalToleration | ||||
| Variable | Coefficient | StdError | tValue | PValue |
|---|---|---|---|---|
| (Intercept) | 2.285 | 0.162 | 14.105 | 0.000 |
| OpenClassClimate | 0.190 | 0.058 | 3.269 | 0.001 |
| ParticipProfile | 0.035 | 0.065 | 0.533 | 0.594 |
| CitActivities | −0.157 | 0.060 | −2.627 | 0.009 |
| TeacherRelationships | 0.105 | 0.051 | 2.066 | 0.039 |
| CurricCoverage | 0.061 | 0.056 | 1.083 | 0.279 |
| PerceivedEthos | 0.039 | 0.078 | 0.506 | 0.613 |
| NCES Survey | ||||
| Variance Inflation Factor (VIF) Values | |
| For Multicollinearity Assessment | |
| Variable | VIF |
|---|---|
| OpenClassClimate | 1.705 |
| ParticipProfile | 1.359 |
| CitActivities | 1.694 |
| TeacherRelationships | 2.065 |
| CurricCoverage | 1.398 |
| PerceivedEthos | 2.561 |
| NCES Survey | |
| Annova Model Output | ||||
| Dependent Variable: PersonalToleration , Interactions: Sex, Ethnicity, FASCATEG | ||||
| Df | Sum.Sq | Mean.Sq | F.value | Pr..F. |
|---|---|---|---|---|
| 1 | 9.26323554 | 9.26323554 | 20.20776537 | 8.466939e-06 |
| 1 | 7.28161154 | 7.28161154 | 15.88484896 | 7.633920e-05 |
| 1 | 1.10483123 | 1.10483123 | 2.41019135 | 1.211197e-01 |
| 1 | 0.03713842 | 0.03713842 | 0.08101753 | 7.760297e-01 |
| 1 | 0.12595361 | 0.12595361 | 0.27476804 | 6.003611e-01 |
| 1 | 0.69929853 | 0.69929853 | 1.52552104 | 2.173104e-01 |
| 1 | 0.29003096 | 0.29003096 | 0.63270308 | 4.267068e-01 |
| 553 | 253.49508772 | 0.45839980 | NA | NA |
| NCES Survey | ||||
| Linear Regression Model Output | ||||
| Dependent Variable: PersonalToleration , Interactions: Sex, Ethnicity, FASCATEG | ||||
| Variable | Coefficient | StdError | tValue | PValue |
|---|---|---|---|---|
| (Intercept) | 2.923 | 0.741 | 3.944 | 0.000 |
| trainInteraction$Sex | −0.412 | 0.430 | −0.959 | 0.338 |
| trainInteraction$EthnicBinary | 0.163 | 0.458 | 0.356 | 0.722 |
| trainInteraction$FASCATEG | 0.007 | 0.375 | 0.020 | 0.984 |
| trainInteraction$Sex:trainInteraction$EthnicBinary | 0.163 | 0.267 | 0.611 | 0.541 |
| trainInteraction$Sex:trainInteraction$FASCATEG | 0.135 | 0.223 | 0.605 | 0.545 |
| trainInteraction$EthnicBinary:trainInteraction$FASCATEG | 0.073 | 0.231 | 0.318 | 0.751 |
| trainInteraction$Sex:trainInteraction$EthnicBinary:trainInteraction$FASCATEG | −0.109 | 0.137 | −0.795 | 0.427 |
| NCES Survey | ||||
| Variance Inflation Factor (VIF) Values | ||
| For Multicollinearity Assessment with interactions | ||
| Variable | type | VIF |
|---|---|---|
| trainInteraction$Sex | predictor | 71.134 |
| trainInteraction$EthnicBinary | predictor | 62.134 |
| trainInteraction$FASCATEG | predictor | 91.947 |
| trainInteraction$Sex:trainInteraction$EthnicBinary | predictor | 125.835 |
| trainInteraction$Sex:trainInteraction$FASCATEG | predictor | 148.464 |
| trainInteraction$EthnicBinary:trainInteraction$FASCATEG | predictor | 154.344 |
| trainInteraction$Sex:trainInteraction$EthnicBinary:trainInteraction$FASCATEG | predictor | 208.719 |
| NCES Survey | ||
Fourth Output Analysis - Political Toleration
| Annova Model Output | ||||
| Dependent Variable: PoliticalToleration | ||||
| Df | Sum.Sq | Mean.Sq | F.value | Pr..F. |
|---|---|---|---|---|
| 1 | 25.57944724 | 25.57944724 | 64.9339072 | 4.799743e-15 |
| 1 | 0.05323975 | 0.05323975 | 0.1351501 | 7.132915e-01 |
| 1 | 0.39659173 | 0.39659173 | 1.0067556 | 3.161202e-01 |
| 1 | 1.35779250 | 1.35779250 | 3.4467818 | 6.390666e-02 |
| 1 | 0.53966327 | 0.53966327 | 1.3699453 | 2.423254e-01 |
| 1 | 1.31190713 | 1.31190713 | 3.3303009 | 6.855376e-02 |
| 553 | 217.84357266 | 0.39393051 | NA | NA |
| NCES Survey | ||||
| Linear Regression Model Output | ||||
| Dependent Variable: PoliticalToleration | ||||
| Variable | Coefficient | StdError | tValue | PValue |
|---|---|---|---|---|
| (Intercept) | 2.241 | 0.144 | 15.582 | 0.000 |
| OpenClassClimate | 0.261 | 0.052 | 5.027 | 0.000 |
| ParticipProfile | 0.012 | 0.061 | 0.192 | 0.848 |
| CitActivities | −0.084 | 0.058 | −1.450 | 0.148 |
| TeacherRelationships | 0.015 | 0.047 | 0.314 | 0.754 |
| CurricCoverage | 0.053 | 0.051 | 1.054 | 0.292 |
| PerceivedEthos | 0.129 | 0.071 | 1.825 | 0.069 |
| NCES Survey | ||||
| Variance Inflation Factor (VIF) Values | |
| For Multicollinearity Assessment | |
| Variable | VIF |
|---|---|
| OpenClassClimate | 1.710 |
| ParticipProfile | 1.441 |
| CitActivities | 1.701 |
| TeacherRelationships | 2.077 |
| CurricCoverage | 1.360 |
| PerceivedEthos | 2.556 |
| NCES Survey | |
| Annova Model Output | ||||
| Dependent Variable: PoliticalToleration , Interactions: Sex, Ethnicity, FASCATEG | ||||
| Df | Sum.Sq | Mean.Sq | F.value | Pr..F. |
|---|---|---|---|---|
| 1 | 10.08896335 | 10.08896335 | 24.6628376 | 9.117596e-07 |
| 1 | 7.50763102 | 7.50763102 | 18.3526769 | 2.165526e-05 |
| 1 | 0.49513422 | 0.49513422 | 1.2103736 | 2.717377e-01 |
| 1 | 2.36539626 | 2.36539626 | 5.7822971 | 1.651667e-02 |
| 1 | 0.31911123 | 0.31911123 | 0.7800790 | 3.775015e-01 |
| 1 | 0.41625460 | 0.41625460 | 1.0175495 | 3.135429e-01 |
| 1 | 0.08003117 | 0.08003117 | 0.1956391 | 6.584374e-01 |
| 552 | 225.80969243 | 0.40907553 | NA | NA |
| NCES Survey | ||||
| Linear Regression Model Output | ||||
| Dependent Variable: PoliticalToleration , Interactions: Sex, Ethnicity, FASCATEG | ||||
| Variable | Coefficient | StdError | tValue | PValue |
|---|---|---|---|---|
| (Intercept) | 3.578 | 0.695 | 5.145 | 0.000 |
| trainInteraction$Sex | −0.615 | 0.402 | −1.528 | 0.127 |
| trainInteraction$EthnicBinary | −0.147 | 0.431 | −0.341 | 0.733 |
| trainInteraction$FASCATEG | 0.113 | 0.344 | 0.330 | 0.742 |
| trainInteraction$Sex:trainInteraction$EthnicBinary | 0.332 | 0.253 | 1.310 | 0.191 |
| trainInteraction$Sex:trainInteraction$FASCATEG | 0.026 | 0.203 | 0.130 | 0.896 |
| trainInteraction$EthnicBinary:trainInteraction$FASCATEG | 0.014 | 0.214 | 0.068 | 0.946 |
| trainInteraction$Sex:trainInteraction$EthnicBinary:trainInteraction$FASCATEG | −0.057 | 0.128 | −0.442 | 0.658 |
| NCES Survey | ||||
| Variance Inflation Factor (VIF) Values | ||
| For Multicollinearity Assessment with interactions | ||
| Variable | type | VIF |
|---|---|---|
| trainInteraction$Sex | predictor | 69.029 |
| trainInteraction$EthnicBinary | predictor | 62.895 |
| trainInteraction$FASCATEG | predictor | 88.593 |
| trainInteraction$Sex:trainInteraction$EthnicBinary | predictor | 114.847 |
| trainInteraction$Sex:trainInteraction$FASCATEG | predictor | 138.453 |
| trainInteraction$EthnicBinary:trainInteraction$FASCATEG | predictor | 148.816 |
| trainInteraction$Sex:trainInteraction$EthnicBinary:trainInteraction$FASCATEG | predictor | 186.047 |
| NCES Survey | ||
Fifth Output Analysis - Support Democ
| Annova Model Output | ||||
| Dependent Variable: SupportDemoc | ||||
| Df | Sum.Sq | Mean.Sq | F.value | Pr..F. |
|---|---|---|---|---|
| 1 | 37.9921225 | 37.9921225 | 64.266993 | 6.498778e-15 |
| 1 | 0.8427391 | 0.8427391 | 1.425567 | 2.330012e-01 |
| 1 | 3.8475397 | 3.8475397 | 6.508449 | 1.100441e-02 |
| 1 | 6.9204020 | 6.9204020 | 11.706464 | 6.688660e-04 |
| 1 | 2.3425841 | 2.3425841 | 3.962686 | 4.701117e-02 |
| 1 | 7.3209412 | 7.3209412 | 12.384011 | 4.686782e-04 |
| 553 | 326.9118857 | 0.5911607 | NA | NA |
| NCES Survey | ||||
| Linear Regression Model Output | ||||
| Dependent Variable: SupportDemoc | ||||
| Variable | Coefficient | StdError | tValue | PValue |
|---|---|---|---|---|
| (Intercept) | 1.544 | 0.178 | 8.683 | 0.000 |
| OpenClassClimate | 0.268 | 0.062 | 4.323 | 0.000 |
| ParticipProfile | 0.113 | 0.071 | 1.586 | 0.113 |
| CitActivities | −0.221 | 0.067 | −3.270 | 0.001 |
| TeacherRelationships | 0.026 | 0.056 | 0.464 | 0.643 |
| CurricCoverage | 0.101 | 0.063 | 1.598 | 0.111 |
| PerceivedEthos | 0.298 | 0.085 | 3.519 | 0.000 |
| NCES Survey | ||||
| Variance Inflation Factor (VIF) Values | |
| For Multicollinearity Assessment | |
| Variable | VIF |
|---|---|
| OpenClassClimate | 1.605 |
| ParticipProfile | 1.415 |
| CitActivities | 1.678 |
| TeacherRelationships | 1.931 |
| CurricCoverage | 1.418 |
| PerceivedEthos | 2.362 |
| NCES Survey | |
| Annova Model Output | ||||
| Dependent Variable: SupportDemoc , Interactions: Sex, Ethnicity, FASCATEG | ||||
| Df | Sum.Sq | Mean.Sq | F.value | Pr..F. |
|---|---|---|---|---|
| 1 | 3.7838730 | 3.7838730 | 5.7298738 | 0.017011540 |
| 1 | 6.3676874 | 6.3676874 | 9.6425133 | 0.001998819 |
| 1 | 1.0616746 | 1.0616746 | 1.6076812 | 0.205352610 |
| 1 | 5.8565954 | 5.8565954 | 8.8685726 | 0.003028648 |
| 1 | 0.3806087 | 0.3806087 | 0.5763512 | 0.448070162 |
| 1 | 0.6950944 | 0.6950944 | 1.0525732 | 0.305364572 |
| 1 | 3.5049510 | 3.5049510 | 5.3075055 | 0.021604316 |
| 552 | 364.5277298 | 0.6603763 | NA | NA |
| NCES Survey | ||||
| Linear Regression Model Output | ||||
| Dependent Variable: SupportDemoc , Interactions: Sex, Ethnicity, FASCATEG | ||||
| Variable | Coefficient | StdError | tValue | PValue |
|---|---|---|---|---|
| (Intercept) | 5.884 | 0.892 | 6.598 | 0.000 |
| trainInteraction$Sex | −1.896 | 0.524 | −3.618 | 0.000 |
| trainInteraction$EthnicBinary | −1.647 | 0.550 | −2.993 | 0.003 |
| trainInteraction$FASCATEG | −1.098 | 0.440 | −2.493 | 0.013 |
| trainInteraction$Sex:trainInteraction$EthnicBinary | 1.063 | 0.325 | 3.275 | 0.001 |
| trainInteraction$Sex:trainInteraction$FASCATEG | 0.643 | 0.267 | 2.412 | 0.016 |
| trainInteraction$EthnicBinary:trainInteraction$FASCATEG | 0.685 | 0.272 | 2.517 | 0.012 |
| trainInteraction$Sex:trainInteraction$EthnicBinary:trainInteraction$FASCATEG | −0.377 | 0.164 | −2.304 | 0.022 |
| NCES Survey | ||||
| Variance Inflation Factor (VIF) Values | ||
| For Multicollinearity Assessment with interactions | ||
| Variable | type | VIF |
|---|---|---|
| trainInteraction$Sex | predictor | 72.949 |
| trainInteraction$EthnicBinary | predictor | 61.917 |
| trainInteraction$FASCATEG | predictor | 88.757 |
| trainInteraction$Sex:trainInteraction$EthnicBinary | predictor | 129.467 |
| trainInteraction$Sex:trainInteraction$FASCATEG | predictor | 147.556 |
| trainInteraction$EthnicBinary:trainInteraction$FASCATEG | predictor | 149.789 |
| trainInteraction$Sex:trainInteraction$EthnicBinary:trainInteraction$FASCATEG | predictor | 210.360 |
| NCES Survey | ||
Sixth Output Analysis - Important For You
| Annova Model Output | ||||
| Dependent Variable: ImportantForYou | ||||
| Df | Sum.Sq | Mean.Sq | F.value | Pr..F. |
|---|---|---|---|---|
| 1 | 45.2417379 | 45.2417379 | 56.8959407 | 1.903273e-13 |
| 1 | 4.0445936 | 4.0445936 | 5.0864748 | 2.450399e-02 |
| 1 | 0.6297889 | 0.6297889 | 0.7920216 | 3.738772e-01 |
| 1 | 12.1240358 | 12.1240358 | 15.2471690 | 1.059949e-04 |
| 1 | 2.7059951 | 2.7059951 | 3.4030553 | 6.561132e-02 |
| 1 | 3.1055609 | 3.1055609 | 3.9055486 | 4.862433e-02 |
| 552 | 438.9318298 | 0.7951664 | NA | NA |
| NCES Survey | ||||
| Linear Regression Model Output | ||||
| Dependent Variable: ImportantForYou | ||||
| Variable | Coefficient | StdError | tValue | PValue |
|---|---|---|---|---|
| (Intercept) | 1.219 | 0.214 | 5.698 | 0.000 |
| OpenClassClimate | 0.268 | 0.075 | 3.562 | 0.000 |
| ParticipProfile | 0.144 | 0.084 | 1.719 | 0.086 |
| CitActivities | −0.135 | 0.081 | −1.653 | 0.099 |
| TeacherRelationships | 0.110 | 0.069 | 1.595 | 0.111 |
| CurricCoverage | 0.138 | 0.077 | 1.792 | 0.074 |
| PerceivedEthos | 0.205 | 0.104 | 1.976 | 0.049 |
| NCES Survey | ||||
| Variance Inflation Factor (VIF) Values | |
| For Multicollinearity Assessment | |
| Variable | VIF |
|---|---|
| OpenClassClimate | 1.698 |
| ParticipProfile | 1.367 |
| CitActivities | 1.716 |
| TeacherRelationships | 2.106 |
| CurricCoverage | 1.390 |
| PerceivedEthos | 2.608 |
| NCES Survey | |
| Annova Model Output | ||||
| Dependent Variable: ImportantForYou , Interactions: Sex, Ethnicity, FASCATEG | ||||
| Df | Sum.Sq | Mean.Sq | F.value | Pr..F. |
|---|---|---|---|---|
| 1 | 5.71399441 | 5.71399441 | 6.33649257 | 0.01211046 |
| 1 | 0.19479954 | 0.19479954 | 0.21602154 | 0.64227178 |
| 1 | 3.10285954 | 3.10285954 | 3.44089354 | 0.06413523 |
| 1 | 0.61645446 | 0.61645446 | 0.68361269 | 0.40870337 |
| 1 | 0.13431529 | 0.13431529 | 0.14894796 | 0.69969173 |
| 1 | 0.01318114 | 0.01318114 | 0.01461713 | 0.90381325 |
| 1 | 0.13827572 | 0.13827572 | 0.15333986 | 0.69551528 |
| 551 | 496.86966193 | 0.90175982 | NA | NA |
| NCES Survey | ||||
| Linear Regression Model Output | ||||
| Dependent Variable: ImportantForYou , Interactions: Sex, Ethnicity, FASCATEG | ||||
| Variable | Coefficient | StdError | tValue | PValue |
|---|---|---|---|---|
| (Intercept) | 3.948 | 1.061 | 3.722 | 0.000 |
| trainInteraction$Sex | −0.648 | 0.621 | −1.044 | 0.297 |
| trainInteraction$EthnicBinary | −0.473 | 0.656 | −0.722 | 0.471 |
| trainInteraction$FASCATEG | −0.161 | 0.528 | −0.305 | 0.760 |
| trainInteraction$Sex:trainInteraction$EthnicBinary | 0.259 | 0.385 | 0.672 | 0.502 |
| trainInteraction$Sex:trainInteraction$FASCATEG | 0.153 | 0.311 | 0.491 | 0.623 |
| trainInteraction$EthnicBinary:trainInteraction$FASCATEG | 0.133 | 0.326 | 0.409 | 0.683 |
| trainInteraction$Sex:trainInteraction$EthnicBinary:trainInteraction$FASCATEG | −0.075 | 0.192 | −0.392 | 0.696 |
| NCES Survey | ||||
| Variance Inflation Factor (VIF) Values | ||
| For Multicollinearity Assessment with interactions | ||
| Variable | type | VIF |
|---|---|---|
| trainInteraction$Sex | predictor | 74.057 |
| trainInteraction$EthnicBinary | predictor | 64.608 |
| trainInteraction$FASCATEG | predictor | 90.985 |
| trainInteraction$Sex:trainInteraction$EthnicBinary | predictor | 128.526 |
| trainInteraction$Sex:trainInteraction$FASCATEG | predictor | 153.300 |
| trainInteraction$EthnicBinary:trainInteraction$FASCATEG | predictor | 154.356 |
| trainInteraction$Sex:trainInteraction$EthnicBinary:trainInteraction$FASCATEG | predictor | 206.816 |
| NCES Survey | ||