DV = TIMSS03 sci gender gap grade8
Model M3
Drop outliers (Tunisia)

The GLM Procedure

Number of Observations Read 33
Number of Observations Used 33



DV = TIMSS03 sci gender gap grade8
Model M3
Drop outliers (Tunisia)

The GLM Procedure
 
Dependent Variable: BGsciDIFF03 BGsciDIFF03


Weight: combined_03_sci_weight

Source DF Sum of Squares Mean Square F Value Pr > F
Model 1 999.980579 999.980579 14.26 0.0007
Error 31 2174.478406 70.144465    
Corrected Total 32 3174.458985      

R-Square Coeff Var Root MSE BGsciDIFF03 Mean
0.315008 91.51690 8.375229 9.151566

Source DF Type I SS Mean Square F Value Pr > F
IAT_meanstd 1 999.9805792 999.9805792 14.26 0.0007

Source DF Type III SS Mean Square F Value Pr > F
IAT_meanstd 1 999.9805792 999.9805792 14.26 0.0007

Parameter Estimate Standard Error t Value Pr > |t|
Intercept 9.290713788 1.46399810 6.35 <.0001
IAT_meanstd 7.253266660 1.92103184 3.78 0.0007



DV = TIMSS03 sci gender gap grade8
Model M4 breakdown
Project Implicit covariates individually and with IAT

The GLM Procedure

Number of Observations Read 33
Number of Observations Used 33



DV = TIMSS03 sci gender gap grade8
Model M4 breakdown
Project Implicit covariates individually and with IAT

The GLM Procedure
 
Dependent Variable: BGsciDIFF03 BGsciDIFF03


Weight: combined_03_sci_weight

Source DF Sum of Squares Mean Square F Value Pr > F
Model 1 402.909344 402.909344 4.51 0.0419
Error 31 2771.549641 89.404827    
Corrected Total 32 3174.458985      

R-Square Coeff Var Root MSE BGsciDIFF03 Mean
0.126922 103.3202 9.455413 9.151566

Source DF Type I SS Mean Square F Value Pr > F
EXPsci_meanstd 1 402.9093437 402.9093437 4.51 0.0419

Source DF Type III SS Mean Square F Value Pr > F
EXPsci_meanstd 1 402.9093437 402.9093437 4.51 0.0419

Parameter Estimate Standard Error t Value Pr > |t|
Intercept 9.085605293 1.65258354 5.50 <.0001
EXPsci_meanstd 4.180247569 1.96915008 2.12 0.0419



DV = TIMSS03 sci gender gap grade8
Model M4 breakdown
Project Implicit covariates individually and with IAT

The GLM Procedure

Number of Observations Read 33
Number of Observations Used 33



DV = TIMSS03 sci gender gap grade8
Model M4 breakdown
Project Implicit covariates individually and with IAT

The GLM Procedure
 
Dependent Variable: BGsciDIFF03 BGsciDIFF03


Weight: combined_03_sci_weight

Source DF Sum of Squares Mean Square F Value Pr > F
Model 2 1059.977254 529.988627 7.52 0.0023
Error 30 2114.481731 70.482724    
Corrected Total 32 3174.458985      

R-Square Coeff Var Root MSE BGsciDIFF03 Mean
0.333908 91.73729 8.395399 9.151566

Source DF Type I SS Mean Square F Value Pr > F
EXPsci_meanstd 1 402.9093437 402.9093437 5.72 0.0233
IAT_meanstd 1 657.0679099 657.0679099 9.32 0.0047

Source DF Type III SS Mean Square F Value Pr > F
EXPsci_meanstd 1 59.9966745 59.9966745 0.85 0.3636
IAT_meanstd 1 657.0679099 657.0679099 9.32 0.0047

Parameter Estimate Standard Error t Value Pr > |t|
Intercept 9.247396872 1.46827463 6.30 <.0001
EXPsci_meanstd 1.769910559 1.91835541 0.92 0.3636
IAT_meanstd 6.451079405 2.11284968 3.05 0.0047



DV = TIMSS03 sci gender gap grade8
Model M4 breakdown

The GLM Procedure

Number of Observations Read 33
Number of Observations Used 33



DV = TIMSS03 sci gender gap grade8
Model M4 breakdown

The GLM Procedure
 
Dependent Variable: BGsciDIFF03 BGsciDIFF03


Weight: combined_03_sci_weight

Source DF Sum of Squares Mean Square F Value Pr > F
Model 1 24.821760 24.821760 0.24 0.6246
Error 31 3149.637225 101.601201    
Corrected Total 32 3174.458985      

R-Square Coeff Var Root MSE BGsciDIFF03 Mean
0.007819 110.1423 10.07974 9.151566

Source DF Type I SS Mean Square F Value Pr > F
EXParts_meanstd 1 24.82175987 24.82175987 0.24 0.6246

Source DF Type III SS Mean Square F Value Pr > F
EXParts_meanstd 1 24.82175987 24.82175987 0.24 0.6246

Parameter Estimate Standard Error t Value Pr > |t|
Intercept 9.084534882 1.76660326 5.14 <.0001
EXParts_meanstd -0.896986770 1.81475990 -0.49 0.6246



DV = TIMSS03 sci gender gap grade8
Model M4 breakdown

The GLM Procedure

Number of Observations Read 33
Number of Observations Used 33



DV = TIMSS03 sci gender gap grade8
Model M4 breakdown

The GLM Procedure
 
Dependent Variable: BGsciDIFF03 BGsciDIFF03


Weight: combined_03_sci_weight

Source DF Sum of Squares Mean Square F Value Pr > F
Model 2 1024.083172 512.041586 7.14 0.0029
Error 30 2150.375813 71.679194    
Corrected Total 32 3174.458985      

R-Square Coeff Var Root MSE BGsciDIFF03 Mean
0.322601 92.51265 8.466357 9.151566

Source DF Type I SS Mean Square F Value Pr > F
EXParts_meanstd 1 24.8217599 24.8217599 0.35 0.5606
IAT_meanstd 1 999.2614117 999.2614117 13.94 0.0008

Source DF Type III SS Mean Square F Value Pr > F
EXParts_meanstd 1 24.1025924 24.1025924 0.34 0.5663
IAT_meanstd 1 999.2614117 999.2614117 13.94 0.0008

Parameter Estimate Standard Error t Value Pr > |t|
Intercept 9.224611115 1.48431108 6.21 <.0001
EXParts_meanstd -0.883899278 1.52428950 -0.58 0.5663
IAT_meanstd 7.250677155 1.94193892 3.73 0.0008



DV = TIMSS03 sci gender gap grade8
Model M4 breakdown

The GLM Procedure

Number of Observations Read 33
Number of Observations Used 33



DV = TIMSS03 sci gender gap grade8
Model M4 breakdown

The GLM Procedure
 
Dependent Variable: BGsciDIFF03 BGsciDIFF03


Weight: combined_03_sci_weight

Source DF Sum of Squares Mean Square F Value Pr > F
Model 1 194.417268 194.417268 2.02 0.1650
Error 31 2980.041717 96.130378    
Corrected Total 32 3174.458985      

R-Square Coeff Var Root MSE BGsciDIFF03 Mean
0.061244 107.1359 9.804610 9.151566

Source DF Type I SS Mean Square F Value Pr > F
TOTALsciM03std 1 194.4172680 194.4172680 2.02 0.1650

Source DF Type III SS Mean Square F Value Pr > F
TOTALsciM03std 1 194.4172680 194.4172680 2.02 0.1650

Parameter Estimate Standard Error t Value Pr > |t|
Intercept 8.671633098 1.74623272 4.97 <.0001
TOTALsciM03std 2.811571319 1.97702432 1.42 0.1650



DV = TIMSS03 sci gender gap grade8
Model M4 breakdown

The GLM Procedure

Number of Observations Read 33
Number of Observations Used 33



DV = TIMSS03 sci gender gap grade8
Model M4 breakdown

The GLM Procedure
 
Dependent Variable: BGsciDIFF03 BGsciDIFF03


Weight: combined_03_sci_weight

Source DF Sum of Squares Mean Square F Value Pr > F
Model 2 1009.090394 504.545197 6.99 0.0032
Error 30 2165.368590 72.178953    
Corrected Total 32 3174.458985      

R-Square Coeff Var Root MSE BGsciDIFF03 Mean
0.317878 92.83460 8.495820 9.151566

Source DF Type I SS Mean Square F Value Pr > F
TOTALsciM03std 1 194.4172680 194.4172680 2.69 0.1112
IAT_meanstd 1 814.6731265 814.6731265 11.29 0.0021

Source DF Type III SS Mean Square F Value Pr > F
TOTALsciM03std 1 9.1098153 9.1098153 0.13 0.7249
IAT_meanstd 1 814.6731265 814.6731265 11.29 0.0021

Parameter Estimate Standard Error t Value Pr > |t|
Intercept 9.174752661 1.52052564 6.03 <.0001
TOTALsciM03std 0.650110612 1.82994382 0.36 0.7249
IAT_meanstd 6.993270694 2.08158396 3.36 0.0021



DV = TIMSS03 sci gender gap grade8
Model M4 breakdown

The GLM Procedure

Number of Observations Read 33
Number of Observations Used 33



DV = TIMSS03 sci gender gap grade8
Model M4 breakdown

The GLM Procedure
 
Dependent Variable: BGsciDIFF03 BGsciDIFF03


Weight: combined_03_sci_weight

Source DF Sum of Squares Mean Square F Value Pr > F
Model 1 61.640094 61.640094 0.61 0.4393
Error 31 3112.818891 100.413513    
Corrected Total 32 3174.458985      

R-Square Coeff Var Root MSE BGsciDIFF03 Mean
0.019418 109.4966 10.02065 9.151566

Source DF Type I SS Mean Square F Value Pr > F
critlat_meanstd 1 61.64009394 61.64009394 0.61 0.4393

Source DF Type III SS Mean Square F Value Pr > F
critlat_meanstd 1 61.64009394 61.64009394 0.61 0.4393

Parameter Estimate Standard Error t Value Pr > |t|
Intercept 9.011056085 1.76022448 5.12 <.0001
critlat_meanstd -1.548017463 1.97578775 -0.78 0.4393



DV = TIMSS03 sci gender gap grade8
Model M4 breakdown

The GLM Procedure

Number of Observations Read 33
Number of Observations Used 33



DV = TIMSS03 sci gender gap grade8
Model M4 breakdown

The GLM Procedure
 
Dependent Variable: BGsciDIFF03 BGsciDIFF03


Weight: combined_03_sci_weight

Source DF Sum of Squares Mean Square F Value Pr > F
Model 2 1157.442598 578.721299 8.61 0.0011
Error 30 2017.016387 67.233880    
Corrected Total 32 3174.458985      

R-Square Coeff Var Root MSE BGsciDIFF03 Mean
0.364611 89.59807 8.199627 9.151566

Source DF Type I SS Mean Square F Value Pr > F
critlat_meanstd 1 61.640094 61.640094 0.92 0.3460
IAT_meanstd 1 1095.802504 1095.802504 16.30 0.0003

Source DF Type III SS Mean Square F Value Pr > F
critlat_meanstd 1 157.462019 157.462019 2.34 0.1364
IAT_meanstd 1 1095.802504 1095.802504 16.30 0.0003

Parameter Estimate Standard Error t Value Pr > |t|
Intercept 9.071816730 1.44042209 6.30 <.0001
critlat_meanstd -2.500384424 1.63385294 -1.53 0.1364
IAT_meanstd 7.673238079 1.90066954 4.04 0.0003



DV = TIMSS03 sci gender gap grade8
Model M4 breakdown

The GLM Procedure

Number of Observations Read 33
Number of Observations Used 33



DV = TIMSS03 sci gender gap grade8
Model M4 breakdown

The GLM Procedure
 
Dependent Variable: BGsciDIFF03 BGsciDIFF03


Weight: combined_03_sci_weight

Source DF Sum of Squares Mean Square F Value Pr > F
Model 1 374.658188 374.658188 4.15 0.0503
Error 31 2799.800797 90.316155    
Corrected Total 32 3174.458985      

R-Square Coeff Var Root MSE BGsciDIFF03 Mean
0.118023 103.8454 9.503481 9.151566

Source DF Type I SS Mean Square F Value Pr > F
corrIATexpscistd 1 374.6581882 374.6581882 4.15 0.0503

Source DF Type III SS Mean Square F Value Pr > F
corrIATexpscistd 1 374.6581882 374.6581882 4.15 0.0503

Parameter Estimate Standard Error t Value Pr > |t|
Intercept 8.453364215 1.69570336 4.99 <.0001
corrIATexpscistd 4.641089077 2.27868875 2.04 0.0503



DV = TIMSS03 sci gender gap grade8
Model M4 breakdown

The GLM Procedure

Number of Observations Read 33
Number of Observations Used 33



DV = TIMSS03 sci gender gap grade8
Model M4 breakdown

The GLM Procedure
 
Dependent Variable: BGsciDIFF03 BGsciDIFF03


Weight: combined_03_sci_weight

Source DF Sum of Squares Mean Square F Value Pr > F
Model 2 1164.063976 582.031988 8.69 0.0011
Error 30 2010.395009 67.013167    
Corrected Total 32 3174.458985      

R-Square Coeff Var Root MSE BGsciDIFF03 Mean
0.366697 89.45089 8.186157 9.151566

Source DF Type I SS Mean Square F Value Pr > F
corrIATexpscistd 1 374.6581882 374.6581882 5.59 0.0247
IAT_meanstd 1 789.4057881 789.4057881 11.78 0.0018

Source DF Type III SS Mean Square F Value Pr > F
corrIATexpscistd 1 164.0833972 164.0833972 2.45 0.1281
IAT_meanstd 1 789.4057881 789.4057881 11.78 0.0018

Parameter Estimate Standard Error t Value Pr > |t|
Intercept 8.804908036 1.46424041 6.01 <.0001
corrIATexpscistd 3.146104959 2.01057815 1.56 0.1281
IAT_meanstd 6.601256570 1.92334207 3.43 0.0018



DV = TIMSS03 sci gender gap grade8
Model M4 breakdown

The GLM Procedure

Number of Observations Read 33
Number of Observations Used 33



DV = TIMSS03 sci gender gap grade8
Model M4 breakdown

The GLM Procedure
 
Dependent Variable: BGsciDIFF03 BGsciDIFF03


Weight: combined_03_sci_weight

Source DF Sum of Squares Mean Square F Value Pr > F
Model 1 9.712739 9.712739 0.10 0.7598
Error 31 3164.746246 102.088589    
Corrected Total 32 3174.458985      

R-Square Coeff Var Root MSE BGsciDIFF03 Mean
0.003060 110.4061 10.10389 9.151566

Source DF Type I SS Mean Square F Value Pr > F
pct_malestd 1 9.71273902 9.71273902 0.10 0.7598

Source DF Type III SS Mean Square F Value Pr > F
pct_malestd 1 9.71273902 9.71273902 0.10 0.7598

Parameter Estimate Standard Error t Value Pr > |t|
Intercept 9.153347378 1.76561938 5.18 <.0001
pct_malestd -0.594640427 1.92784526 -0.31 0.7598



DV = TIMSS03 sci gender gap grade8
Model M4 breakdown

The GLM Procedure

Number of Observations Read 33
Number of Observations Used 33



DV = TIMSS03 sci gender gap grade8
Model M4 breakdown

The GLM Procedure
 
Dependent Variable: BGsciDIFF03 BGsciDIFF03


Weight: combined_03_sci_weight

Source DF Sum of Squares Mean Square F Value Pr > F
Model 2 1018.566188 509.283094 7.09 0.0030
Error 30 2155.892797 71.863093    
Corrected Total 32 3174.458985      

R-Square Coeff Var Root MSE BGsciDIFF03 Mean
0.320863 92.63125 8.477210 9.151566

Source DF Type I SS Mean Square F Value Pr > F
pct_malestd 1 9.712739 9.712739 0.14 0.7157
IAT_meanstd 1 1008.853449 1008.853449 14.04 0.0008

Source DF Type III SS Mean Square F Value Pr > F
pct_malestd 1 18.585609 18.585609 0.26 0.6148
IAT_meanstd 1 1008.853449 1008.853449 14.04 0.0008

Parameter Estimate Standard Error t Value Pr > |t|
Intercept 9.292688673 1.48182956 6.27 <.0001
pct_malestd 0.845473566 1.66251126 0.51 0.6148
IAT_meanstd 7.488243745 1.99856779 3.75 0.0008



DV = TIMSS03 sci gender gap grade8
Model M4 breakdown

The GLM Procedure

Number of Observations Read 33
Number of Observations Used 33



DV = TIMSS03 sci gender gap grade8
Model M4 breakdown

The GLM Procedure
 
Dependent Variable: BGsciDIFF03 BGsciDIFF03


Weight: combined_03_sci_weight

Source DF Sum of Squares Mean Square F Value Pr > F
Model 1 139.492094 139.492094 1.42 0.2417
Error 31 3034.966891 97.902158    
Corrected Total 32 3174.458985      

R-Square Coeff Var Root MSE BGsciDIFF03 Mean
0.043942 108.1187 9.894552 9.151566

Source DF Type I SS Mean Square F Value Pr > F
age_meanstd 1 139.4920938 139.4920938 1.42 0.2417

Source DF Type III SS Mean Square F Value Pr > F
age_meanstd 1 139.4920938 139.4920938 1.42 0.2417

Parameter Estimate Standard Error t Value Pr > |t|
Intercept 9.111860183 1.72934902 5.27 <.0001
age_meanstd 1.986587192 1.66428986 1.19 0.2417



DV = TIMSS03 sci gender gap grade8
Model M4 breakdown

The GLM Procedure

Number of Observations Read 33
Number of Observations Used 33



DV = TIMSS03 sci gender gap grade8
Model M4 breakdown

The GLM Procedure
 
Dependent Variable: BGsciDIFF03 BGsciDIFF03


Weight: combined_03_sci_weight

Source DF Sum of Squares Mean Square F Value Pr > F
Model 2 1055.035755 527.517877 7.47 0.0023
Error 30 2119.423230 70.647441    
Corrected Total 32 3174.458985      

R-Square Coeff Var Root MSE BGsciDIFF03 Mean
0.332351 91.84443 8.405203 9.151566

Source DF Type I SS Mean Square F Value Pr > F
age_meanstd 1 139.4920938 139.4920938 1.97 0.1702
IAT_meanstd 1 915.5436611 915.5436611 12.96 0.0011

Source DF Type III SS Mean Square F Value Pr > F
age_meanstd 1 55.0551758 55.0551758 0.78 0.3844
IAT_meanstd 1 915.5436611 915.5436611 12.96 0.0011

Parameter Estimate Standard Error t Value Pr > |t|
Intercept 9.260859890 1.46962673 6.30 <.0001
age_meanstd 1.260680470 1.42808536 0.88 0.3844
IAT_meanstd 7.010524400 1.94741806 3.60 0.0011



DV = TIMSS03 sci gender gap grade8
Model M5 breakdown
GDP and GGI individually and with IAT effect

The GLM Procedure

Number of Observations Read 33
Number of Observations Used 33



DV = TIMSS03 sci gender gap grade8
Model M5 breakdown
GDP and GGI individually and with IAT effect

The GLM Procedure
 
Dependent Variable: BGsciDIFF03 BGsciDIFF03


Weight: combined_03_sci_weight

Source DF Sum of Squares Mean Square F Value Pr > F
Model 1 143.861763 143.861763 1.47 0.2343
Error 31 3030.597222 97.761201    
Corrected Total 32 3174.458985      

R-Square Coeff Var Root MSE BGsciDIFF03 Mean
0.045319 108.0408 9.887426 9.151566

Source DF Type I SS Mean Square F Value Pr > F
GDPpcstd 1 143.8617634 143.8617634 1.47 0.2343

Source DF Type III SS Mean Square F Value Pr > F
GDPpcstd 1 143.8617634 143.8617634 1.47 0.2343

Parameter Estimate Standard Error t Value Pr > |t|
Intercept 8.701797449 1.76711756 4.92 <.0001
GDPpcstd 2.200615445 1.81407288 1.21 0.2343



DV = TIMSS03 sci gender gap grade8
Model M5 breakdown
GDP and GGI individually and with IAT effect

The GLM Procedure

Number of Observations Read 33
Number of Observations Used 33



DV = TIMSS03 sci gender gap grade8
Model M5 breakdown
GDP and GGI individually and with IAT effect

The GLM Procedure
 
Dependent Variable: BGsciDIFF03 BGsciDIFF03


Weight: combined_03_sci_weight

Source DF Sum of Squares Mean Square F Value Pr > F
Model 2 1025.748299 512.874150 7.16 0.0029
Error 30 2148.710685 71.623690    
Corrected Total 32 3174.458985      

R-Square Coeff Var Root MSE BGsciDIFF03 Mean
0.323125 92.47683 8.463078 9.151566

Source DF Type I SS Mean Square F Value Pr > F
GDPpcstd 1 143.8617634 143.8617634 2.01 0.1667
IAT_meanstd 1 881.8865361 881.8865361 12.31 0.0014

Source DF Type III SS Mean Square F Value Pr > F
GDPpcstd 1 25.7677203 25.7677203 0.36 0.5531
IAT_meanstd 1 881.8865361 881.8865361 12.31 0.0014

Parameter Estimate Standard Error t Value Pr > |t|
Intercept 9.090349895 1.51660056 5.99 <.0001
GDPpcstd 0.955357404 1.59278156 0.60 0.5531
IAT_meanstd 6.987158991 1.99123544 3.51 0.0014



DV = TIMSS03 sci gender gap grade8
Model M5 breakdown

The GLM Procedure

Number of Observations Read 33
Number of Observations Used 31



DV = TIMSS03 sci gender gap grade8
Model M5 breakdown

The GLM Procedure
 
Dependent Variable: BGsciDIFF03 BGsciDIFF03


Weight: combined_03_sci_weight

Source DF Sum of Squares Mean Square F Value Pr > F
Model 1 9.470706 9.470706 0.09 0.7682
Error 29 3103.738109 107.025452    
Corrected Total 30 3113.208815      

R-Square Coeff Var Root MSE BGsciDIFF03 Mean
0.003042 110.1502 10.34531 9.392004

Source DF Type I SS Mean Square F Value Pr > F
GGIindexstd 1 9.47070602 9.47070602 0.09 0.7682

Source DF Type III SS Mean Square F Value Pr > F
GGIindexstd 1 9.47070602 9.47070602 0.09 0.7682

Parameter Estimate Standard Error t Value Pr > |t|
Intercept 9.365829887 1.86261752 5.03 <.0001
GGIindexstd 0.535589412 1.80046358 0.30 0.7682



DV = TIMSS03 sci gender gap grade8
Model M5 breakdown

The GLM Procedure

Number of Observations Read 33
Number of Observations Used 31



DV = TIMSS03 sci gender gap grade8
Model M5 breakdown

The GLM Procedure
 
Dependent Variable: BGsciDIFF03 BGsciDIFF03


Weight: combined_03_sci_weight

Source DF Sum of Squares Mean Square F Value Pr > F
Model 2 1066.573573 533.286786 7.30 0.0028
Error 28 2046.635242 73.094116    
Corrected Total 30 3113.208815      

R-Square Coeff Var Root MSE BGsciDIFF03 Mean
0.342596 91.02966 8.549510 9.392004

Source DF Type I SS Mean Square F Value Pr > F
GGIindexstd 1 9.470706 9.470706 0.13 0.7216
IAT_meanstd 1 1057.102867 1057.102867 14.46 0.0007

Source DF Type III SS Mean Square F Value Pr > F
GGIindexstd 1 4.745196 4.745196 0.06 0.8007
IAT_meanstd 1 1057.102867 1057.102867 14.46 0.0007

Parameter Estimate Standard Error t Value Pr > |t|
Intercept 9.739522197 1.54242651 6.31 <.0001
GGIindexstd -0.384087036 1.50745298 -0.25 0.8007
IAT_meanstd 7.619573585 2.00361028 3.80 0.0007