Title 'Checking all possible regression models'. Data list fixed records=1 /1 gpa 1-3 greq 5-7 grev 9-11 mat 13-14 ar 16-18. begin data 3.2 625 540 65 2.7 4.1 575 680 75 4.5 3.0 520 480 65 2.5 2.6 545 520 55 3.1 3.7 520 490 75 3.6 4.0 655 535 65 4.3 4.3 630 720 75 4.6 2.7 500 500 75 3.0 3.6 605 575 65 4.7 4.1 555 690 75 3.4 2.7 505 545 55 3.7 2.9 540 515 55 2.6 2.5 520 520 55 3.1 3.0 585 710 65 2.7 3.3 600 610 85 5.0 3.2 625 540 65 2.7 4.1 575 680 75 4.5 3.0 520 480 65 2.5 2.6 545 520 55 3.1 3.7 520 490 75 3.6 4.0 655 535 65 4.3 4.3 630 720 75 4.6 2.7 500 500 75 3.0 3.6 605 575 65 4.7 4.1 555 690 75 3.4 2.7 505 545 55 3.7 2.9 540 515 55 2.6 2.5 520 520 55 3.1 3.0 585 710 65 2.7 3.3 600 610 85 5.0 end data. Regression variables=gpa,greq,grev,mat,ar /descriptives=mean,stddev,corr,n /statistics=r,anova,cha,coeff,tol /dependent=gpa /enter greq /dependent=gpa /enter grev /dependent=gpa /enter mat /dependent=gpa /enter ar /dependent=gpa /enter greq grev /dependent=gpa /enter greq mat /dependent=gpa /enter greq ar /dependent=gpa /enter grev mat /dependent=gpa /enter grev ar /dependent=gpa /enter mat ar /dependent=gpa /enter greq grev mat /dependent=gpa /enter greq grev ar /dependent=gpa /enter greq mat ar /dependent=gpa /enter grev mat ar /dependent=gpa /enter greq grev mat ar. OUTPUT: 22 Dec 99 SPSS for Unix, Release 6.1 (AIX 3.2) Page 1 14:15:21 UCLA OAC IBM RS6000 AIX 3.2.5/4. For AIX 3.2.5/4. UCLA OAC SPSS ID 90095 * * * * M U L T I P L E R E G R E S S I O N * * * * Listwise Deletion of Missing Data Mean Std Dev Label GPA 3.313 .600 GREQ 565.333 48.618 GREV 575.333 83.034 MAT 67.000 9.248 AR 3.567 .838 N of Cases = 30 Correlation: GPA GREQ GREV MAT AR GPA 1.000 .611 .581 .604 .621 GREQ .611 1.000 .468 .267 .508 GREV .581 .468 1.000 .426 .405 MAT .604 .267 .426 1.000 .525 AR .621 .508 .405 .525 1.000 22 Dec 99 Checking all possible regression models Page 3 14:15:21 UCLA OAC IBM RS6000 AIX 3.2.5/4. * * * * M U L T I P L E R E G R E S S I O N * * * * Equation Number 1 Dependent Variable.. GPA Descriptive Statistics are printed on Page 2 Block Number 1. Method: Enter GREQ Variable(s) Entered on Step Number 1.. GREQ Multiple R .61115 Analysis of Variance R Square .37350 R Square Change .37350 DF Sum of Squares Mean Square Adjusted R Square .35113 F Change 16.69283 Regression 1 3.89736 3.89736 Standard Error .48319 Signif F Change .0003 Residual 28 6.53730 .23348 F = 16.69283 Signif F = .0003 ----------------------------- Variables in the Equation ----------------------------- Variable B SE B Beta Tolerance VIF T Sig T GREQ .007540 .001846 .611148 1.000000 1.000 4.086 .0003 (Constant) -.949485 1.047077 -.907 .3723 End Block Number 1 All requested variables entered. 22 Dec 99 Checking all possible regression models Page 4 14:15:21 UCLA OAC IBM RS6000 AIX 3.2.5/4. * * * * M U L T I P L E R E G R E S S I O N * * * * Equation Number 2 Dependent Variable.. GPA Descriptive Statistics are printed on Page 2 Block Number 1. Method: Enter GREV Variable(s) Entered on Step Number 1.. GREV Multiple R .58145 Analysis of Variance R Square .33809 R Square Change .33809 DF Sum of Squares Mean Square Adjusted R Square .31445 F Change 14.30161 Regression 1 3.52782 3.52782 Standard Error .49666 Signif F Change .0008 Residual 28 6.90685 .24667 F = 14.30161 Signif F = .0008 ----------------------------- Variables in the Equation ----------------------------- Variable B SE B Beta Tolerance VIF T Sig T GREV .004200 .001111 .581452 1.000000 1.000 3.782 .0008 (Constant) .896672 .645434 1.389 .1757 End Block Number 1 All requested variables entered. 22 Dec 99 Checking all possible regression models Page 5 14:15:21 UCLA OAC IBM RS6000 AIX 3.2.5/4. * * * * M U L T I P L E R E G R E S S I O N * * * * Equation Number 3 Dependent Variable.. GPA Descriptive Statistics are printed on Page 2 Block Number 1. Method: Enter MAT Variable(s) Entered on Step Number 1.. MAT Multiple R .60423 Analysis of Variance R Square .36509 R Square Change .36509 DF Sum of Squares Mean Square Adjusted R Square .34242 F Change 16.10087 Regression 1 3.80961 3.80961 Standard Error .48642 Signif F Change .0004 Residual 28 6.62505 .23661 F = 16.10087 Signif F = .0004 ----------------------------- Variables in the Equation ----------------------------- Variable B SE B Beta Tolerance VIF T Sig T MAT .039194 .009768 .604228 1.000000 1.000 4.013 .0004 (Constant) .687366 .660431 1.041 .3069 End Block Number 1 All requested variables entered. 22 Dec 99 Checking all possible regression models Page 6 14:15:21 UCLA OAC IBM RS6000 AIX 3.2.5/4. * * * * M U L T I P L E R E G R E S S I O N * * * * Equation Number 4 Dependent Variable.. GPA Descriptive Statistics are printed on Page 2 Block Number 1. Method: Enter AR Variable(s) Entered on Step Number 1.. AR Multiple R .62072 Analysis of Variance R Square .38529 R Square Change .38529 DF Sum of Squares Mean Square Adjusted R Square .36334 F Change 17.55023 Regression 1 4.02041 4.02041 Standard Error .47862 Signif F Change .0003 Residual 28 6.41425 .22908 F = 17.55023 Signif F = .0003 ----------------------------- Variables in the Equation ----------------------------- Variable B SE B Beta Tolerance VIF T Sig T AR .444081 .106004 .620721 1.000000 1.000 4.189 .0003 (Constant) 1.729444 .388047 4.457 .0001 End Block Number 1 All requested variables entered. 22 Dec 99 Checking all possible regression models Page 7 14:15:21 UCLA OAC IBM RS6000 AIX 3.2.5/4. * * * * M U L T I P L E R E G R E S S I O N * * * * Equation Number 5 Dependent Variable.. GPA Descriptive Statistics are printed on Page 2 Block Number 1. Method: Enter GREQ GREV Variable(s) Entered on Step Number 1.. GREV 2.. GREQ Multiple R .69659 Analysis of Variance R Square .48524 R Square Change .48524 DF Sum of Squares Mean Square Adjusted R Square .44711 F Change 12.72585 Regression 2 5.06333 2.53166 Standard Error .44603 Signif F Change .0001 Residual 27 5.37134 .19894 F = 12.72585 Signif F = .0001 ----------------------------- Variables in the Equation ----------------------------- Variable B SE B Beta Tolerance VIF T Sig T GREQ .005356 .001928 .434094 .780917 1.281 2.778 .0098 GREV .002733 .001129 .378269 .780917 1.281 2.421 .0225 (Constant) -1.286698 .976521 -1.318 .1987 End Block Number 1 All requested variables entered. 22 Dec 99 Checking all possible regression models Page 8 14:15:21 UCLA OAC IBM RS6000 AIX 3.2.5/4. * * * * M U L T I P L E R E G R E S S I O N * * * * Equation Number 6 Dependent Variable.. GPA Descriptive Statistics are printed on Page 2 Block Number 1. Method: Enter GREQ MAT Variable(s) Entered on Step Number 1.. MAT 2.. GREQ Multiple R .76355 Analysis of Variance R Square .58300 R Square Change .58300 DF Sum of Squares Mean Square Adjusted R Square .55211 F Change 18.87433 Regression 2 6.08344 3.04172 Standard Error .40144 Signif F Change .0000 Residual 27 4.35122 .16116 F = 18.87433 Signif F = .0000 ----------------------------- Variables in the Equation ----------------------------- Variable B SE B Beta Tolerance VIF T Sig T GREQ .005976 .001591 .484382 .928761 1.077 3.756 .0008 MAT .030807 .008365 .474943 .928761 1.077 3.683 .0010 (Constant) -2.129377 .927038 -2.297 .0296 End Block Number 1 All requested variables entered. 22 Dec 99 Checking all possible regression models Page 9 14:15:21 UCLA OAC IBM RS6000 AIX 3.2.5/4. * * * * M U L T I P L E R E G R E S S I O N * * * * Equation Number 7 Dependent Variable.. GPA Descriptive Statistics are printed on Page 2 Block Number 1. Method: Enter GREQ AR Variable(s) Entered on Step Number 1.. AR 2.. GREQ Multiple R .70943 Analysis of Variance R Square .50330 R Square Change .50330 DF Sum of Squares Mean Square Adjusted R Square .46650 F Change 13.67918 Regression 2 5.25173 2.62586 Standard Error .43813 Signif F Change .0001 Residual 27 5.18294 .19196 F = 13.67918 Signif F = .0001 ----------------------------- Variables in the Equation ----------------------------- Variable B SE B Beta Tolerance VIF T Sig T GREQ .004920 .001943 .398762 .742099 1.348 2.533 .0174 AR .299202 .112642 .418213 .742099 1.348 2.656 .0131 (Constant) -.535229 .962157 -.556 .5826 End Block Number 1 All requested variables entered. 22 Dec 99 Checking all possible regression models Page 10 14:15:21 UCLA OAC IBM RS6000 AIX 3.2.5/4. * * * * M U L T I P L E R E G R E S S I O N * * * * Equation Number 8 Dependent Variable.. GPA Descriptive Statistics are printed on Page 2 Block Number 1. Method: Enter GREV MAT Variable(s) Entered on Step Number 1.. MAT 2.. GREV Multiple R .70248 Analysis of Variance R Square .49348 R Square Change .49348 DF Sum of Squares Mean Square Adjusted R Square .45596 F Change 13.15238 Regression 2 5.14929 2.57464 Standard Error .44244 Signif F Change .0001 Residual 27 5.28538 .19575 F = 13.15238 Signif F = .0001 ----------------------------- Variables in the Equation ----------------------------- Variable B SE B Beta Tolerance VIF T Sig T GREV .002861 .001094 .395987 .818761 1.221 2.616 .0144 MAT .028259 .009819 .435648 .818761 1.221 2.878 .0077 (Constant) -.225810 .694771 -.325 .7477 End Block Number 1 All requested variables entered. 22 Dec 99 Checking all possible regression models Page 11 14:15:21 UCLA OAC IBM RS6000 AIX 3.2.5/4. * * * * M U L T I P L E R E G R E S S I O N * * * * Equation Number 9 Dependent Variable.. GPA Descriptive Statistics are printed on Page 2 Block Number 1. Method: Enter GREV AR Variable(s) Entered on Step Number 1.. AR 2.. GREV Multiple R .71798 Analysis of Variance R Square .51549 R Square Change .51549 DF Sum of Squares Mean Square Adjusted R Square .47960 F Change 14.36329 Regression 2 5.37898 2.68949 Standard Error .43272 Signif F Change .0001 Residual 27 5.05568 .18725 F = 14.36329 Signif F = .0001 ----------------------------- Variables in the Equation ----------------------------- Variable B SE B Beta Tolerance VIF T Sig T GREV .002851 .001059 .394705 .835714 1.197 2.694 .0120 AR .329625 .104835 .460738 .835714 1.197 3.144 .0040 (Constant) .497178 .576516 .862 .3961 End Block Number 1 All requested variables entered. 22 Dec 99 Checking all possible regression models Page 12 14:15:21 UCLA OAC IBM RS6000 AIX 3.2.5/4. * * * * M U L T I P L E R E G R E S S I O N * * * * Equation Number 10 Dependent Variable.. GPA Descriptive Statistics are printed on Page 2 Block Number 1. Method: Enter MAT AR Variable(s) Entered on Step Number 1.. AR 2.. MAT Multiple R .70166 Analysis of Variance R Square .49232 R Square Change .49232 DF Sum of Squares Mean Square Adjusted R Square .45472 F Change 13.09166 Regression 2 5.13722 2.56861 Standard Error .44295 Signif F Change .0001 Residual 27 5.29745 .19620 F = 13.09166 Signif F = .0001 ----------------------------- Variables in the Equation ----------------------------- Variable B SE B Beta Tolerance VIF T Sig T MAT .024930 .010449 .384326 .724599 1.380 2.386 .0243 AR .299787 .115247 .419031 .724599 1.380 2.601 .0149 (Constant) .573817 .602981 .952 .3497 End Block Number 1 All requested variables entered. 22 Dec 99 Checking all possible regression models Page 13 14:15:21 UCLA OAC IBM RS6000 AIX 3.2.5/4. * * * * M U L T I P L E R E G R E S S I O N * * * * Equation Number 11 Dependent Variable.. GPA Descriptive Statistics are printed on Page 2 Block Number 1. Method: Enter GREQ GREV MAT Variable(s) Entered on Step Number 1.. MAT 2.. GREQ 3.. GREV Multiple R .78552 Analysis of Variance R Square .61704 R Square Change .61704 DF Sum of Squares Mean Square Adjusted R Square .57286 F Change 13.96436 Regression 3 6.43866 2.14622 Standard Error .39204 Signif F Change .0000 Residual 26 3.99601 .15369 F = 13.96436 Signif F = .0000 ----------------------------- Variables in the Equation ----------------------------- Variable B SE B Beta Tolerance VIF T Sig T GREQ .004926 .001701 .399215 .775329 1.290 2.896 .0076 GREV .001612 .001060 .223171 .683502 1.463 1.520 .1405 MAT .026119 .008731 .402666 .812902 1.230 2.991 .0060 (Constant) -2.148770 .905406 -2.373 .0253 End Block Number 1 All requested variables entered. 22 Dec 99 Checking all possible regression models Page 14 14:15:21 UCLA OAC IBM RS6000 AIX 3.2.5/4. * * * * M U L T I P L E R E G R E S S I O N * * * * Equation Number 12 Dependent Variable.. GPA Descriptive Statistics are printed on Page 2 Block Number 1. Method: Enter GREQ GREV AR Variable(s) Entered on Step Number 1.. AR 2.. GREV 3.. GREQ Multiple R .75605 Analysis of Variance R Square .57161 R Square Change .57161 DF Sum of Squares Mean Square Adjusted R Square .52218 F Change 11.56393 Regression 3 5.96452 1.98817 Standard Error .41464 Signif F Change .0001 Residual 26 4.47015 .17193 F = 11.56393 Signif F = .0001 ----------------------------- Variables in the Equation ----------------------------- Variable B SE B Beta Tolerance VIF T Sig T GREQ .003598 .001950 .291625 .659821 1.516 1.845 .0764 GREV .002190 .001076 .303201 .743056 1.346 2.036 .0520 AR .250205 .109285 .349728 .706120 1.416 2.289 .0304 (Constant) -.873360 .925591 -.944 .3541 End Block Number 1 All requested variables entered. 22 Dec 99 Checking all possible regression models Page 15 14:15:21 UCLA OAC IBM RS6000 AIX 3.2.5/4. * * * * M U L T I P L E R E G R E S S I O N * * * * Equation Number 13 Dependent Variable.. GPA Descriptive Statistics are printed on Page 2 Block Number 1. Method: Enter GREQ MAT AR Variable(s) Entered on Step Number 1.. AR 2.. GREQ 3.. MAT Multiple R .78115 Analysis of Variance R Square .61020 R Square Change .61020 DF Sum of Squares Mean Square Adjusted R Square .56523 F Change 13.56707 Regression 3 6.36725 2.12242 Standard Error .39552 Signif F Change .0000 Residual 26 4.06741 .15644 F = 13.56707 Signif F = .0000 ----------------------------- Variables in the Equation ----------------------------- Variable B SE B Beta Tolerance VIF T Sig T GREQ .004917 .001754 .398555 .742099 1.348 2.804 .0094 MAT .024915 .009330 .384106 .724598 1.380 2.670 .0129 AR .155065 .115125 .216744 .578970 1.727 1.347 .1896 (Constant) -1.689019 .970118 -1.741 .0935 End Block Number 1 All requested variables entered. 22 Dec 99 Checking all possible regression models Page 16 14:15:21 UCLA OAC IBM RS6000 AIX 3.2.5/4. * * * * M U L T I P L E R E G R E S S I O N * * * * Equation Number 14 Dependent Variable.. GPA Descriptive Statistics are printed on Page 2 Block Number 1. Method: Enter GREV MAT AR Variable(s) Entered on Step Number 1.. AR 2.. GREV 3.. MAT Multiple R .75622 Analysis of Variance R Square .57187 R Square Change .57187 DF Sum of Squares Mean Square Adjusted R Square .52247 F Change 11.57658 Regression 3 5.96731 1.98910 Standard Error .41451 Signif F Change .0001 Residual 26 4.46735 .17182 F = 11.57658 Signif F = .0001 ----------------------------- Variables in the Equation ----------------------------- Variable B SE B Beta Tolerance VIF T Sig T GREV .002317 .001054 .320781 .773094 1.294 2.198 .0371 MAT .018813 .010167 .290025 .670304 1.492 1.850 .0756 AR .242172 .110989 .338500 .684183 1.462 2.182 .0383 (Constant) -.144105 .651990 -.221 .8268 End Block Number 1 All requested variables entered. 22 Dec 99 Checking all possible regression models Page 17 14:15:21 UCLA OAC IBM RS6000 AIX 3.2.5/4. * * * * M U L T I P L E R E G R E S S I O N * * * * Equation Number 15 Dependent Variable.. GPA Descriptive Statistics are printed on Page 2 Block Number 1. Method: Enter GREQ GREV MAT AR Variable(s) Entered on Step Number 1.. AR 2.. GREV 3.. MAT 4.. GREQ Multiple R .80030 Analysis of Variance R Square .64047 R Square Change .64047 DF Sum of Squares Mean Square Adjusted R Square .58295 F Change 11.13400 Regression 4 6.68313 1.67078 Standard Error .38738 Signif F Change .0000 Residual 25 3.75153 .15006 F = 11.13400 Signif F = .0000 ----------------------------- Variables in the Equation ----------------------------- Variable B SE B Beta Tolerance VIF T Sig T GREQ .003998 .001831 .324062 .653236 1.531 2.184 .0385 GREV .001524 .001050 .210912 .680518 1.469 1.451 .1593 MAT .020896 .009549 .322145 .663614 1.507 2.188 .0382 AR .144234 .113001 .201604 .576442 1.735 1.276 .2135 (Constant) -1.738107 .950740 -1.828 .0795 End Block Number 1 All requested variables entered. 22 Dec 99 Checking all possible regression models Page 18 14:15:21 UCLA OAC IBM RS6000 AIX 3.2.5/4. Preceding task required .08 seconds CPU time; .10 seconds elapsed. 58 0 57 command lines read. 0 errors detected. 0 warnings issued. 0 seconds CPU time. 0 seconds elapsed time. End of job.