DV = TIMSS99 sci gender gap grade8
Model M2
Drop outliers (Tunisia & Jordan)

The GLM Procedure

Number of Observations Read 32
Number of Observations Used 27



DV = TIMSS99 sci gender gap grade8
Model M2
Drop outliers (Tunisia & Jordan)

The GLM Procedure
 
Dependent Variable: BGsciDIFF99 BGsciDIFF99


Weight: combined_99_sci_weight

Source DF Sum of Squares Mean Square F Value Pr > F
Model 1 216.546022 216.546022 4.26 0.0496
Error 25 1271.541636 50.861665    
Corrected Total 26 1488.087657      

R-Square Coeff Var Root MSE BGsciDIFF99 Mean
0.145520 44.78872 7.131736 15.92306

Source DF Type I SS Mean Square F Value Pr > F
IAT_meanstd 1 216.5460219 216.5460219 4.26 0.0496

Source DF Type III SS Mean Square F Value Pr > F
IAT_meanstd 1 216.5460219 216.5460219 4.26 0.0496

Parameter Estimate Standard Error t Value Pr > |t|
Intercept 15.86889099 1.38197555 11.48 <.0001
IAT_meanstd 3.61854779 1.75369675 2.06 0.0496



DV = TIMSS99 sci gender gap grade8
Model M4 breakdown
Project Implicit covariates individually and with IAT

The GLM Procedure

Number of Observations Read 32
Number of Observations Used 27



DV = TIMSS99 sci gender gap grade8
Model M4 breakdown
Project Implicit covariates individually and with IAT

The GLM Procedure
 
Dependent Variable: BGsciDIFF99 BGsciDIFF99


Weight: combined_99_sci_weight

Source DF Sum of Squares Mean Square F Value Pr > F
Model 1 157.479286 157.479286 2.96 0.0978
Error 25 1330.608371 53.224335    
Corrected Total 26 1488.087657      

R-Square Coeff Var Root MSE BGsciDIFF99 Mean
0.105827 45.81720 7.295501 15.92306

Source DF Type I SS Mean Square F Value Pr > F
EXPsci_meanstd 1 157.4792862 157.4792862 2.96 0.0978

Source DF Type III SS Mean Square F Value Pr > F
EXPsci_meanstd 1 157.4792862 157.4792862 2.96 0.0978

Parameter Estimate Standard Error t Value Pr > |t|
Intercept 15.94468050 1.41351030 11.28 <.0001
EXPsci_meanstd 2.55751163 1.48682899 1.72 0.0978



DV = TIMSS99 sci gender gap grade8
Model M4 breakdown
Project Implicit covariates individually and with IAT

The GLM Procedure

Number of Observations Read 32
Number of Observations Used 27



DV = TIMSS99 sci gender gap grade8
Model M4 breakdown
Project Implicit covariates individually and with IAT

The GLM Procedure
 
Dependent Variable: BGsciDIFF99 BGsciDIFF99


Weight: combined_99_sci_weight

Source DF Sum of Squares Mean Square F Value Pr > F
Model 2 254.463245 127.231622 2.48 0.1054
Error 24 1233.624412 51.401017    
Corrected Total 26 1488.087657      

R-Square Coeff Var Root MSE BGsciDIFF99 Mean
0.171000 45.02557 7.169450 15.92306

Source DF Type I SS Mean Square F Value Pr > F
EXPsci_meanstd 1 157.4792862 157.4792862 3.06 0.0928
IAT_meanstd 1 96.9839587 96.9839587 1.89 0.1823

Source DF Type III SS Mean Square F Value Pr > F
EXPsci_meanstd 1 37.91722313 37.91722313 0.74 0.3989
IAT_meanstd 1 96.98395875 96.98395875 1.89 0.1823

Parameter Estimate Standard Error t Value Pr > |t|
Intercept 15.89369227 1.38958373 11.44 <.0001
EXPsci_meanstd 1.43720994 1.67335393 0.86 0.3989
IAT_meanstd 2.77335339 2.01902230 1.37 0.1823



DV = TIMSS99 sci gender gap grade8
Model M4 breakdown

The GLM Procedure

Number of Observations Read 32
Number of Observations Used 27



DV = TIMSS99 sci gender gap grade8
Model M4 breakdown

The GLM Procedure
 
Dependent Variable: BGsciDIFF99 BGsciDIFF99


Weight: combined_99_sci_weight

Source DF Sum of Squares Mean Square F Value Pr > F
Model 1 22.403467 22.403467 0.38 0.5421
Error 25 1465.684190 58.627368    
Corrected Total 26 1488.087657      

R-Square Coeff Var Root MSE BGsciDIFF99 Mean
0.015055 48.08655 7.656851 15.92306

Source DF Type I SS Mean Square F Value Pr > F
EXParts_meanstd 1 22.40346710 22.40346710 0.38 0.5421

Source DF Type III SS Mean Square F Value Pr > F
EXParts_meanstd 1 22.40346710 22.40346710 0.38 0.5421

Parameter Estimate Standard Error t Value Pr > |t|
Intercept 15.92320619 1.48346359 10.73 <.0001
EXParts_meanstd 0.98125271 1.58735275 0.62 0.5421



DV = TIMSS99 sci gender gap grade8
Model M4 breakdown

The GLM Procedure

Number of Observations Read 32
Number of Observations Used 27



DV = TIMSS99 sci gender gap grade8
Model M4 breakdown

The GLM Procedure
 
Dependent Variable: BGsciDIFF99 BGsciDIFF99


Weight: combined_99_sci_weight

Source DF Sum of Squares Mean Square F Value Pr > F
Model 2 232.054144 116.027072 2.22 0.1308
Error 24 1256.033513 52.334730    
Corrected Total 26 1488.087657      

R-Square Coeff Var Root MSE BGsciDIFF99 Mean
0.155941 45.43268 7.234275 15.92306

Source DF Type I SS Mean Square F Value Pr > F
EXParts_meanstd 1 22.4034671 22.4034671 0.43 0.5192
IAT_meanstd 1 209.6506768 209.6506768 4.01 0.0568

Source DF Type III SS Mean Square F Value Pr > F
EXParts_meanstd 1 15.5081221 15.5081221 0.30 0.5912
IAT_meanstd 1 209.6506768 209.6506768 4.01 0.0568

Parameter Estimate Standard Error t Value Pr > |t|
Intercept 15.86980081 1.40184621 11.32 <.0001
EXParts_meanstd 0.81761198 1.50197476 0.54 0.5912
IAT_meanstd 3.56575692 1.78155236 2.00 0.0568



DV = TIMSS99 sci gender gap grade8
Model M4 breakdown

The GLM Procedure

Number of Observations Read 32
Number of Observations Used 27



DV = TIMSS99 sci gender gap grade8
Model M4 breakdown

The GLM Procedure
 
Dependent Variable: BGsciDIFF99 BGsciDIFF99


Weight: combined_99_sci_weight

Source DF Sum of Squares Mean Square F Value Pr > F
Model 1 122.516416 122.516416 2.24 0.1467
Error 25 1365.571241 54.622850    
Corrected Total 26 1488.087657      

R-Square Coeff Var Root MSE BGsciDIFF99 Mean
0.082331 46.41524 7.390727 15.92306

Source DF Type I SS Mean Square F Value Pr > F
TOTALsciM99std 1 122.5164162 122.5164162 2.24 0.1467

Source DF Type III SS Mean Square F Value Pr > F
TOTALsciM99std 1 122.5164162 122.5164162 2.24 0.1467

Parameter Estimate Standard Error t Value Pr > |t|
Intercept 15.56397245 1.45183955 10.72 <.0001
TOTALsciM99std 2.35283728 1.57102077 1.50 0.1467



DV = TIMSS99 sci gender gap grade8
Model M4 breakdown

The GLM Procedure

Number of Observations Read 32
Number of Observations Used 27



DV = TIMSS99 sci gender gap grade8
Model M4 breakdown

The GLM Procedure
 
Dependent Variable: BGsciDIFF99 BGsciDIFF99


Weight: combined_99_sci_weight

Source DF Sum of Squares Mean Square F Value Pr > F
Model 2 249.300865 124.650433 2.41 0.1108
Error 24 1238.786792 51.616116    
Corrected Total 26 1488.087657      

R-Square Coeff Var Root MSE BGsciDIFF99 Mean
0.167531 45.11968 7.184436 15.92306

Source DF Type I SS Mean Square F Value Pr > F
TOTALsciM99std 1 122.5164162 122.5164162 2.37 0.1365
IAT_meanstd 1 126.7844492 126.7844492 2.46 0.1301

Source DF Type III SS Mean Square F Value Pr > F
TOTALsciM99std 1 32.7548435 32.7548435 0.63 0.4335
IAT_meanstd 1 126.7844492 126.7844492 2.46 0.1301

Parameter Estimate Standard Error t Value Pr > |t|
Intercept 15.67585289 1.41311974 11.09 <.0001
TOTALsciM99std 1.32415757 1.66224321 0.80 0.4335
IAT_meanstd 3.01369540 1.92291029 1.57 0.1301



DV = TIMSS99 sci gender gap grade8
Model M4 breakdown

The GLM Procedure

Number of Observations Read 32
Number of Observations Used 27



DV = TIMSS99 sci gender gap grade8
Model M4 breakdown

The GLM Procedure
 
Dependent Variable: BGsciDIFF99 BGsciDIFF99


Weight: combined_99_sci_weight

Source DF Sum of Squares Mean Square F Value Pr > F
Model 1 190.685923 190.685923 3.67 0.0668
Error 25 1297.401734 51.896069    
Corrected Total 26 1488.087657      

R-Square Coeff Var Root MSE BGsciDIFF99 Mean
0.128142 45.24188 7.203893 15.92306

Source DF Type I SS Mean Square F Value Pr > F
critlat_meanstd 1 190.6859235 190.6859235 3.67 0.0668

Source DF Type III SS Mean Square F Value Pr > F
critlat_meanstd 1 190.6859235 190.6859235 3.67 0.0668

Parameter Estimate Standard Error t Value Pr > |t|
Intercept 16.15237657 1.40082341 11.53 <.0001
critlat_meanstd 2.98815888 1.55887611 1.92 0.0668



DV = TIMSS99 sci gender gap grade8
Model M4 breakdown

The GLM Procedure

Number of Observations Read 32
Number of Observations Used 27



DV = TIMSS99 sci gender gap grade8
Model M4 breakdown

The GLM Procedure
 
Dependent Variable: BGsciDIFF99 BGsciDIFF99


Weight: combined_99_sci_weight

Source DF Sum of Squares Mean Square F Value Pr > F
Model 2 317.898533 158.949266 3.26 0.0559
Error 24 1170.189125 48.757880    
Corrected Total 26 1488.087657      

R-Square Coeff Var Root MSE BGsciDIFF99 Mean
0.213629 43.85265 6.982684 15.92306

Source DF Type I SS Mean Square F Value Pr > F
critlat_meanstd 1 190.6859235 190.6859235 3.91 0.0596
IAT_meanstd 1 127.2126091 127.2126091 2.61 0.1193

Source DF Type III SS Mean Square F Value Pr > F
critlat_meanstd 1 101.3525107 101.3525107 2.08 0.1623
IAT_meanstd 1 127.2126091 127.2126091 2.61 0.1193

Parameter Estimate Standard Error t Value Pr > |t|
Intercept 16.05404059 1.35917276 11.81 <.0001
critlat_meanstd 2.27069659 1.57494089 1.44 0.1623
IAT_meanstd 2.89082480 1.78969531 1.62 0.1193



DV = TIMSS99 sci gender gap grade8
Model M4 breakdown

The GLM Procedure

Number of Observations Read 32
Number of Observations Used 27



DV = TIMSS99 sci gender gap grade8
Model M4 breakdown

The GLM Procedure
 
Dependent Variable: BGsciDIFF99 BGsciDIFF99


Weight: combined_99_sci_weight

Source DF Sum of Squares Mean Square F Value Pr > F
Model 1 116.681085 116.681085 2.13 0.1572
Error 25 1371.406572 54.856263    
Corrected Total 26 1488.087657      

R-Square Coeff Var Root MSE BGsciDIFF99 Mean
0.078410 46.51430 7.406501 15.92306

Source DF Type I SS Mean Square F Value Pr > F
corrIATexpscistd 1 116.6810855 116.6810855 2.13 0.1572

Source DF Type III SS Mean Square F Value Pr > F
corrIATexpscistd 1 116.6810855 116.6810855 2.13 0.1572

Parameter Estimate Standard Error t Value Pr > |t|
Intercept 15.52558789 1.46061139 10.63 <.0001
corrIATexpscistd 2.66363241 1.82636329 1.46 0.1572



DV = TIMSS99 sci gender gap grade8
Model M4 breakdown

The GLM Procedure

Number of Observations Read 32
Number of Observations Used 27



DV = TIMSS99 sci gender gap grade8
Model M4 breakdown

The GLM Procedure
 
Dependent Variable: BGsciDIFF99 BGsciDIFF99


Weight: combined_99_sci_weight

Source DF Sum of Squares Mean Square F Value Pr > F
Model 2 282.701600 141.350800 2.81 0.0798
Error 24 1205.386057 50.224419    
Corrected Total 26 1488.087657      

R-Square Coeff Var Root MSE BGsciDIFF99 Mean
0.189976 44.50726 7.086919 15.92306

Source DF Type I SS Mean Square F Value Pr > F
corrIATexpscistd 1 116.6810855 116.6810855 2.32 0.1405
IAT_meanstd 1 166.0205146 166.0205146 3.31 0.0815

Source DF Type III SS Mean Square F Value Pr > F
corrIATexpscistd 1 66.1555782 66.1555782 1.32 0.2624
IAT_meanstd 1 166.0205146 166.0205146 3.31 0.0815

Parameter Estimate Standard Error t Value Pr > |t|
Intercept 15.56979737 1.39779911 11.14 <.0001
corrIATexpscistd 2.04350436 1.78053205 1.15 0.2624
IAT_meanstd 3.22818458 1.77555832 1.82 0.0815



DV = TIMSS99 sci gender gap grade8
Model M4 breakdown

The GLM Procedure

Number of Observations Read 32
Number of Observations Used 27



DV = TIMSS99 sci gender gap grade8
Model M4 breakdown

The GLM Procedure
 
Dependent Variable: BGsciDIFF99 BGsciDIFF99


Weight: combined_99_sci_weight

Source DF Sum of Squares Mean Square F Value Pr > F
Model 1 7.749772 7.749772 0.13 0.7206
Error 25 1480.337886 59.213515    
Corrected Total 26 1488.087657      

R-Square Coeff Var Root MSE BGsciDIFF99 Mean
0.005208 48.32633 7.695032 15.92306

Source DF Type I SS Mean Square F Value Pr > F
pct_malestd 1 7.74977185 7.74977185 0.13 0.7206

Source DF Type III SS Mean Square F Value Pr > F
pct_malestd 1 7.74977185 7.74977185 0.13 0.7206

Parameter Estimate Standard Error t Value Pr > |t|
Intercept 15.98198174 1.49973007 10.66 <.0001
pct_malestd 0.54666997 1.51109297 0.36 0.7206



DV = TIMSS99 sci gender gap grade8
Model M4 breakdown

The GLM Procedure

Number of Observations Read 32
Number of Observations Used 27



DV = TIMSS99 sci gender gap grade8
Model M4 breakdown

The GLM Procedure
 
Dependent Variable: BGsciDIFF99 BGsciDIFF99


Weight: combined_99_sci_weight

Source DF Sum of Squares Mean Square F Value Pr > F
Model 2 267.526488 133.763244 2.63 0.0927
Error 24 1220.561169 50.856715    
Corrected Total 26 1488.087657      

R-Square Coeff Var Root MSE BGsciDIFF99 Mean
0.179779 44.78654 7.131389 15.92306

Source DF Type I SS Mean Square F Value Pr > F
pct_malestd 1 7.7497719 7.7497719 0.15 0.6997
IAT_meanstd 1 259.7767161 259.7767161 5.11 0.0332

Source DF Type III SS Mean Square F Value Pr > F
pct_malestd 1 50.9804661 50.9804661 1.00 0.3267
IAT_meanstd 1 259.7767161 259.7767161 5.11 0.0332

Parameter Estimate Standard Error t Value Pr > |t|
Intercept 16.01858515 1.38997284 11.52 <.0001
pct_malestd 1.45922745 1.45745530 1.00 0.3267
IAT_meanstd 4.12476914 1.82504547 2.26 0.0332



DV = TIMSS99 sci gender gap grade8
Model M4 breakdown

The GLM Procedure

Number of Observations Read 32
Number of Observations Used 27



DV = TIMSS99 sci gender gap grade8
Model M4 breakdown

The GLM Procedure
 
Dependent Variable: BGsciDIFF99 BGsciDIFF99


Weight: combined_99_sci_weight

Source DF Sum of Squares Mean Square F Value Pr > F
Model 1 13.902585 13.902585 0.24 0.6315
Error 25 1474.185073 58.967403    
Corrected Total 26 1488.087657      

R-Square Coeff Var Root MSE BGsciDIFF99 Mean
0.009343 48.22579 7.679024 15.92306

Source DF Type I SS Mean Square F Value Pr > F
age_meanstd 1 13.90258483 13.90258483 0.24 0.6315

Source DF Type III SS Mean Square F Value Pr > F
age_meanstd 1 13.90258483 13.90258483 0.24 0.6315

Parameter Estimate Standard Error t Value Pr > |t|
Intercept 16.02288615 1.50189644 10.67 <.0001
age_meanstd 0.76114745 1.56757028 0.49 0.6315



DV = TIMSS99 sci gender gap grade8
Model M4 breakdown

The GLM Procedure

Number of Observations Read 32
Number of Observations Used 27



DV = TIMSS99 sci gender gap grade8
Model M4 breakdown

The GLM Procedure
 
Dependent Variable: BGsciDIFF99 BGsciDIFF99


Weight: combined_99_sci_weight

Source DF Sum of Squares Mean Square F Value Pr > F
Model 2 218.512301 109.256151 2.07 0.1487
Error 24 1269.575356 52.898973    
Corrected Total 26 1488.087657      

R-Square Coeff Var Root MSE BGsciDIFF99 Mean
0.146841 45.67694 7.273168 15.92306

Source DF Type I SS Mean Square F Value Pr > F
age_meanstd 1 13.9025848 13.9025848 0.26 0.6129
IAT_meanstd 1 204.6097163 204.6097163 3.87 0.0609

Source DF Type III SS Mean Square F Value Pr > F
age_meanstd 1 1.9662792 1.9662792 0.04 0.8487
IAT_meanstd 1 204.6097163 204.6097163 3.87 0.0609

Parameter Estimate Standard Error t Value Pr > |t|
Intercept 15.90775072 1.42372158 11.17 <.0001
age_meanstd 0.28995171 1.50392682 0.19 0.8487
IAT_meanstd 3.56290627 1.81161076 1.97 0.0609



DV = TIMSS99 sci gender gap grade8
Model M5 breakdown
GDP and GGI individually and with IAT effect

The GLM Procedure

Number of Observations Read 32
Number of Observations Used 27



DV = TIMSS99 sci gender gap grade8
Model M5 breakdown
GDP and GGI individually and with IAT effect

The GLM Procedure
 
Dependent Variable: BGsciDIFF99 BGsciDIFF99


Weight: combined_99_sci_weight

Source DF Sum of Squares Mean Square F Value Pr > F
Model 1 18.625403 18.625403 0.32 0.5785
Error 25 1469.462254 58.778490    
Corrected Total 26 1488.087657      

R-Square Coeff Var Root MSE BGsciDIFF99 Mean
0.012516 48.14848 7.666713 15.92306

Source DF Type I SS Mean Square F Value Pr > F
GDPpcstd 1 18.62540350 18.62540350 0.32 0.5785

Source DF Type III SS Mean Square F Value Pr > F
GDPpcstd 1 18.62540350 18.62540350 0.32 0.5785

Parameter Estimate Standard Error t Value Pr > |t|
Intercept 15.87458711 1.48786848 10.67 <.0001
GDPpcstd 0.89846548 1.59609142 0.56 0.5785



DV = TIMSS99 sci gender gap grade8
Model M5 breakdown
GDP and GGI individually and with IAT effect

The GLM Procedure

Number of Observations Read 32
Number of Observations Used 27



DV = TIMSS99 sci gender gap grade8
Model M5 breakdown
GDP and GGI individually and with IAT effect

The GLM Procedure
 
Dependent Variable: BGsciDIFF99 BGsciDIFF99


Weight: combined_99_sci_weight

Source DF Sum of Squares Mean Square F Value Pr > F
Model 2 218.144912 109.072456 2.06 0.1492
Error 24 1269.942746 52.914281    
Corrected Total 26 1488.087657      

R-Square Coeff Var Root MSE BGsciDIFF99 Mean
0.146594 45.68355 7.274220 15.92306

Source DF Type I SS Mean Square F Value Pr > F
GDPpcstd 1 18.6254035 18.6254035 0.35 0.5585
IAT_meanstd 1 199.5195082 199.5195082 3.77 0.0640

Source DF Type III SS Mean Square F Value Pr > F
GDPpcstd 1 1.5988899 1.5988899 0.03 0.8635
IAT_meanstd 1 199.5195082 199.5195082 3.77 0.0640

Parameter Estimate Standard Error t Value Pr > |t|
Intercept 15.85536253 1.41173265 11.23 <.0001
GDPpcstd 0.26920325 1.54866494 0.17 0.8635
IAT_meanstd 3.55201145 1.82922919 1.94 0.0640



DV = TIMSS99 sci gender gap grade8
Model M5 breakdown

The GLM Procedure

Number of Observations Read 32
Number of Observations Used 25



DV = TIMSS99 sci gender gap grade8
Model M5 breakdown

The GLM Procedure
 
Dependent Variable: BGsciDIFF99 BGsciDIFF99


Weight: combined_99_sci_weight

Source DF Sum of Squares Mean Square F Value Pr > F
Model 1 338.693006 338.693006 6.79 0.0158
Error 23 1147.325216 49.883705    
Corrected Total 24 1486.018222      

R-Square Coeff Var Root MSE BGsciDIFF99 Mean
0.227920 44.37318 7.062840 15.91691

Source DF Type I SS Mean Square F Value Pr > F
GGIindexstd 1 338.6930060 338.6930060 6.79 0.0158

Source DF Type III SS Mean Square F Value Pr > F
GGIindexstd 1 338.6930060 338.6930060 6.79 0.0158

Parameter Estimate Standard Error t Value Pr > |t|
Intercept 14.76573680 1.49142448 9.90 <.0001
GGIindexstd -4.86543985 1.86723227 -2.61 0.0158



DV = TIMSS99 sci gender gap grade8
Model M5 breakdown

The GLM Procedure

Number of Observations Read 32
Number of Observations Used 25



DV = TIMSS99 sci gender gap grade8
Model M5 breakdown

The GLM Procedure
 
Dependent Variable: BGsciDIFF99 BGsciDIFF99


Weight: combined_99_sci_weight

Source DF Sum of Squares Mean Square F Value Pr > F
Model 2 617.764366 308.882183 7.83 0.0027
Error 22 868.253855 39.466084    
Corrected Total 24 1486.018222      

R-Square Coeff Var Root MSE BGsciDIFF99 Mean
0.415718 39.46873 6.282204 15.91691

Source DF Type I SS Mean Square F Value Pr > F
GGIindexstd 1 338.6930060 338.6930060 8.58 0.0078
IAT_meanstd 1 279.0713605 279.0713605 7.07 0.0143

Source DF Type III SS Mean Square F Value Pr > F
GGIindexstd 1 397.1924980 397.1924980 10.06 0.0044
IAT_meanstd 1 279.0713605 279.0713605 7.07 0.0143

Parameter Estimate Standard Error t Value Pr > |t|
Intercept 14.73111023 1.32664540 11.10 <.0001
GGIindexstd -5.29359616 1.66863868 -3.17 0.0044
IAT_meanstd 4.16594284 1.56663452 2.66 0.0143