Using Multiple Regression in Outcome Studies

 

Merle Canfield

 

 

The following Syntax File prepares the data for analysis.

 

 

File Name = cmpdiff.sps

 

*get file = '\proeval\pashrt.sav'.

compute danxious=sanxious‑fanxious.

compute ddepress=sdepress‑fdepress.

compute dborderl=sborderl‑fborderl.

compute dshiz=sschiz‑fschiz.

compute ftotal=mean(fanxious, fdepress, fborderl, fschiz).

compute dtotal=stotal‑ftotal.

compute overall=(danxious*danx)+

                (ddepress*ddep)+

                (dborderl*dbordl)+

                (dschiz*dschiz).

compute xtrtanx=((trtanx+1)/(chron+1)).

compute xtrtdep=((trtdep+1)/(chron+1)).

compute xtrtbord=((trtbord+1)/(chron+1)).

compute xtrtsch=((trtsch+1)/(chron+1)).

execute.

 

The following commands compute a change score.

compute danxious=fanxious‑sanxious.

compute ddepress=fdepress‑sdepress.

compute dborderl=fborderl‑sborderl.

compute dshiz=fschiz‑sschiz.

 

The following commands compute a difference score.

compute ftotal=mean(fanxious, fdepress, fborderl, fschiz).

compute dtotal=stotal‑ftotal.

 

The stotal score was previously computed.

 

The following command computes an overall score for each person based on diagnosis.  The subtest depression score is used for depressed clients, the subtest for anxious is used for anxious clients, the borderline score is used for borderline clients, and the schizophrenia score is used for schizophrenics.

compute overall=(danxious*danx)+

                (ddepress*ddep)+

                (dborderl*dbordl)+

                (dschiz*dschiz).

 


The following commands compute the interaction score between chronicity and treatment (see the handout on chronicity and interaction).

 

compute xtrtanx=((trtanx+1)/(chron+1)).

compute xtrtdep=((trtdep+1)/(chron+1)).

compute xtrtbord=((trtbord+1)/(chron+1)).

compute xtrtsch=((trtsch+1)/(chron+1)).

 

Compute a multiple regression in the following manner:

Click on Statistics

Click on Regression

Click on Linear

Select dtotal   (the dependent measure in this instance)

Click on the ‘right delta’ for Dependent

Select trtdep, trtanx, trtbord, trtsch (independent measures)

Click on Statistics

Select Descriptives and Block Summary

Click on Continue

Click on Paste

Add   ZPP and CHA to the Statistics command in the Syntax file

Put the name of the data file in the Syntax file

Save the Syntax file

Run the Syntax file

 

 

Syntax File = pasreg1.sps

 

*get file = '\proeval\pashrt.sav'.

REGRESSION

  /DESCRIPTIVES MEAN STDDEV CORR SIG N

  /MISSING LISTWISE

  /STATISTICS COEFF OUTS R ANOVA END zpp cha

  /CRITERIA=PIN(.05) POUT(.10)

  /NOORIGIN

  /DEPENDENT dtotal

  /METHOD=ENTER trtdep trtanx trtbord trtsch  .

 

The output follows:

           * * * *   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

 

DTOTAL    ‑1.526     .712

TRTDEP     3.146    2.315

TRTANX     2.563    1.529

TRTBORD    2.979    2.497

TRTSCH     2.917    2.632


N of Cases =    48

 

Correlation, 1‑tailed Sig:

 

             DTOTAL     TRTDEP     TRTANX    TRTBORD     TRTSCH

 

DTOTAL        1.000      ‑.291      ‑.242      ‑.525       .148

               .          .022       .049       .000       .158

 

TRTDEP        ‑.291      1.000      ‑.174       .365      ‑.361

               .022       .          .119       .005       .006

 

TRTANX        ‑.242      ‑.174      1.000      ‑.248      ‑.390

               .049       .119       .          .045       .003

 

TRTBORD       ‑.525       .365      ‑.248      1.000      ‑.259

               .000       .005       .045       .          .038

 

TRTSCH         .148      ‑.361      ‑.390      ‑.259      1.000

               .158       .006       .003       .038       .

 

 

 

 

           * * * *   M U L T I P L E   R E G R E S S I O N   * * * *

 

Equation Number 1    Dependent Variable..   DTOTAL

 

  Descriptive Statistics are printed on Page   18

 

Block Number  1.  Method:  Enter      TRTDEP   TRTANX   TRTBORD  TRTSCH

 

 

Variable(s) Entered on Step Number

   1..    TRTSCH

   2..    TRTBORD

   3..    TRTDEP

   4..    TRTANX

 

 

Multiple R           .72149

R Square             .52055          R Square Change    .52055

Adjusted R Square    .47595          F Change         11.67174

Standard Error       .51575          Signif F Change    .0000

 

Analysis of Variance

                    DF      Sum of Squares      Mean Square

Regression           4            12.41861          3.10465

Residual            43            11.43789           .26600

 

F =      11.67174       Signif F =  .0000

 

 

‑‑‑‑‑‑‑‑‑‑‑‑‑‑‑‑‑‑‑‑‑‑‑ Variables in the Equation ‑‑‑‑‑‑‑‑‑‑‑‑‑‑‑‑‑‑‑‑‑‑‑

 

Variable              B        SE B       Beta   Correl Part Cor  Partial

 

TRTDEP         ‑.086797     .038096   ‑.282089 ‑.290972 ‑.240579 ‑.328201

TRTANX         ‑.277234     .060586   ‑.594797 ‑.242272 ‑.483184 ‑.572262

TRTBORD        ‑.188845     .034505   ‑.661792 ‑.524631 ‑.577902 ‑.640763

TRTSCH         ‑.096812     .036791   ‑.357696  .147681 ‑.277860 ‑.372421

(Constant)      .302704     .341544

 

 

‑‑‑‑‑‑‑‑‑‑‑ in ‑‑‑‑‑‑‑‑‑‑‑‑

 

Variable           T  Sig T

 


TRTDEP        ‑2.278  .0277

TRTANX        ‑4.576  .0000

TRTBORD       ‑5.473  .0000

TRTSCH        ‑2.631  .0118

(Constant)      .886  .3804

 

 

The following Syntax file tests for and interaction.

 

 

Syntax File = pasreg2.sps

 

*get file = '\proeval\pashrt.sav'.

REGRESSION

  /DESCRIPTIVES MEAN STDDEV CORR SIG N

  /MISSING LISTWISE

  /STATISTICS COEFF OUTS R ANOVA END zpp cha

  /CRITERIA=PIN(.05) POUT(.10)

  /NOORIGIN

  /DEPENDENT dtotal

  /METHOD=ENTER trtdep trtanx trtbord trtsch

  /method=enter chron

  /method=enter xtrtdep xtrtanx xtrtbord xtrtsch .

 

The following commands are added to the original file.

  /method=enter chron

  /method=enter xtrtdep xtrtanx xtrtbord xtrtsch .

 

The following output is generated.

 

Listwise Deletion of Missing Data

 

            Mean  Std Dev  Label

 

DTOTAL    ‑1.526     .712

TRTDEP     3.146    2.315

TRTANX     2.563    1.529

TRTBORD    2.979    2.497

TRTSCH     2.917    2.632

CHRON      4.063    2.187

XTRTDEP    1.058     .833

XTRTANX    1.171    1.438

XTRTBORD    .944     .672

XTRTSCH     .867     .546

 

N of Cases =    48

 

 

           * * * *   M U L T I P L E   R E G R E S S I O N   * * * *

 

Correlation, 1‑tailed Sig:

 

           DTOTAL   TRTDEP   TRTANX  TRTBORD   TRTSCH    CHRON  XTRTDEP  XTRTANX

 

DTOTAL      1.000    ‑.291    ‑.242    ‑.525     .148     .011    ‑.126     .003

             .        .022     .049     .000     .158     .470     .198     .491

 


TRTDEP      ‑.291    1.000    ‑.174     .365    ‑.361    ‑.031     .581    ‑.226

             .022     .        .119     .005     .006     .417     .000     .061

 

TRTANX      ‑.242    ‑.174    1.000    ‑.248    ‑.390    ‑.622     .281     .713

             .049     .119     .        .045     .003     .000     .027     .000

 

TRTBORD     ‑.525     .365    ‑.248    1.000    ‑.259     .211     .043    ‑.276

             .000     .005     .045     .        .038     .075     .385     .029

 

TRTSCH       .148    ‑.361    ‑.390    ‑.259    1.000     .603    ‑.481    ‑.335

             .158     .006     .003     .038     .        .000     .000     .010

 

CHRON        .011    ‑.031    ‑.622     .211     .603    1.000    ‑.679    ‑.769

             .470     .417     .000     .075     .000     .        .000     .000

 

XTRTDEP     ‑.126     .581     .281     .043    ‑.481    ‑.679    1.000     .528

             .198     .000     .027     .385     .000     .000     .        .000

 

XTRTANX      .003    ‑.226     .713    ‑.276    ‑.335    ‑.769     .528    1.000

             .491     .061     .000     .029     .010     .000     .000     .

 

XTRTBORD    ‑.404     .253     .324     .552    ‑.455    ‑.556     .672     .532

             .002     .042     .012     .000     .001     .000     .000     .000

 

XTRTSCH      .126    ‑.388     .315    ‑.405     .358    ‑.403     .267     .704

             .197     .003     .015     .002     .006     .002     .034     .000

 

 

 

 

           * * * *   M U L T I P L E   R E G R E S S I O N   * * * *

 

         XTRTBORD  XTRTSCH

 

DTOTAL      ‑.404     .126

             .002     .197

 

TRTDEP       .253    ‑.388

             .042     .003

 

TRTANX       .324     .315

             .012     .015

 

TRTBORD      .552    ‑.405

             .000     .002

 

TRTSCH      ‑.455     .358

             .001     .006

 

CHRON       ‑.556    ‑.403

             .000     .002

 

XTRTDEP      .672     .267

             .000     .034

 

XTRTANX      .532     .704

             .000     .000

 

XTRTBORD    1.000     .268

             .        .033

 

XTRTSCH      .268    1.000

             .033     .

 

 

 

           * * * *   M U L T I P L E   R E G R E S S I O N   * * * *

 


Equation Number 1    Dependent Variable..   DTOTAL

 

  Descriptive Statistics are printed on Page   27

 

Block Number  1.  Method:  Enter      TRTDEP   TRTANX   TRTBORD  TRTSCH

 

Step   MultR     Rsq    F(Eqn)  SigF       Variable  BetaIn

   1                                  In:  TRTSCH     .1477

   2                                  In:  TRTBORD   ‑.5214

   3                                  In:  TRTDEP    ‑.1217

   4   .7215   .5206    11.672  .000  In:  TRTANX    ‑.5948

 

 

End Block Number   1   All requested variables entered.

 

 

Block Number  2.  Method:  Enter      CHRON

 

Step   MultR     Rsq    F(Eqn)  SigF       Variable  BetaIn

   5   .7217   .5209     9.134  .000  In:  CHRON     ‑.0301

 

 

End Block Number   2   All requested variables entered.

 

 

 

           * * * *   M U L T I P L E   R E G R E S S I O N   * * * *

 

Equation Number 1    Dependent Variable..   DTOTAL

 

Block Number  3.  Method:  Enter      XTRTDEP  XTRTANX  XTRTBORD XTRTSCH

 

 

Variable(s) Entered on Step Number

   6..    XTRTANX

   7..    XTRTDEP

   8..    XTRTSCH

   9..    XTRTBORD

 

 

Multiple R           .73488

R Square             .54005          R Square Change    .01913

Adjusted R Square    .43112          F Change           .39518

Standard Error       .53736          Signif F Change    .8108

 

Analysis of Variance

                    DF      Sum of Squares      Mean Square

Regression           9            12.88379          1.43153

Residual            38            10.97271           .28876

 

F =       4.95759       Signif F =  .0002

 

 

 

           * * * *   M U L T I P L E   R E G R E S S I O N   * * * *

 

Equation Number 1    Dependent Variable..   DTOTAL

 

 

‑‑‑‑‑‑‑‑‑‑‑‑‑‑‑‑‑‑‑‑‑‑‑ Variables in the Equation ‑‑‑‑‑‑‑‑‑‑‑‑‑‑‑‑‑‑‑‑‑‑‑

 

Variable              B        SE B       Beta   Correl Part Cor  Partial

 

TRTDEP         ‑.112590     .089432   ‑.365915 ‑.290972 ‑.138507 ‑.200099

TRTANX         ‑.286917     .095756   ‑.615573 ‑.242272 ‑.329650 ‑.437163

TRTBORD        ‑.238064     .118342   ‑.834274 ‑.524631 ‑.221317 ‑.310232

TRTSCH         ‑.162384     .121211   ‑.599965  .147681 ‑.147388 ‑.212367

CHRON           .104239     .114243    .319989  .011227  .100383  .146420


XTRTDEP         .092490     .368856    .108090 ‑.125587  .027587  .040643

XTRTANX        ‑.057783     .249198   ‑.116629  .003193 ‑.025510 ‑.037588

XTRTBORD        .203469     .524368    .191990 ‑.404483  .042690  .062822

XTRTSCH         .242337     .628895    .185632  .125921  .042394  .062388

(Constant)     ‑.109212     .591754

 

 

‑‑‑‑‑‑‑‑‑‑‑ in ‑‑‑‑‑‑‑‑‑‑‑‑

 

Variable           T  Sig T

 

TRTDEP        ‑1.259  .2157

TRTANX        ‑2.996  .0048

TRTBORD       ‑2.012  .0514

TRTSCH        ‑1.340  .1883

CHRON           .912  .3673

XTRTDEP         .251  .8034

XTRTANX        ‑.232  .8179

XTRTBORD        .388  .7002

XTRTSCH         .385  .7021

(Constant)     ‑.185  .8546

 

 

End Block Number   3   All requested variables entered.

 

 


 

 

The following Syntax file uses the outcome specific to the diagnosis

 

 

Syntax file = pasreg3.sps

 

*get file = '\proeval\pashrt.sav'.

REGRESSION

  /DESCRIPTIVES MEAN STDDEV CORR SIG N

  /MISSING LISTWISE

  /STATISTICS COEFF OUTS R ANOVA END zpp cha

  /CRITERIA=PIN(.05) POUT(.10)

  /NOORIGIN

  /DEPENDENT overall

  /METHOD=ENTER trtdep trtanx trtbord trtsch

  /method=enter chron

  /method=enter xtrtdep xtrtanx xtrtbord xtrtsch .

 

 

           * * * *   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

 

OVERALL   ‑2.482    2.393

TRTDEP     3.146    2.315

TRTANX     2.563    1.529

TRTBORD    2.979    2.497

TRTSCH     2.917    2.632

CHRON      4.063    2.187

XTRTDEP    1.058     .833

XTRTANX    1.171    1.438

XTRTBORD    .944     .672

XTRTSCH     .867     .546

 

N of Cases =    48

 

 

 


 

 

 

           * * * *   M U L T I P L E   R E G R E S S I O N   * * * *

 

Correlation, 1‑tailed Sig:

 

          OVERALL   TRTDEP   TRTANX  TRTBORD   TRTSCH    CHRON  XTRTDEP  XTRTANX

 

OVERALL     1.000    ‑.139    ‑.602    ‑.063     .724     .625    ‑.382    ‑.462

             .        .172     .000     .335     .000     .000     .004     .000

 

TRTDEP      ‑.139    1.000    ‑.174     .365    ‑.361    ‑.031     .581    ‑.226

             .172     .        .119     .005     .006     .417     .000     .061

 

TRTANX      ‑.602    ‑.174    1.000    ‑.248    ‑.390    ‑.622     .281     .713

             .000     .119     .        .045     .003     .000     .027     .000

 

TRTBORD     ‑.063     .365    ‑.248    1.000    ‑.259     .211     .043    ‑.276

             .335     .005     .045     .        .038     .075     .385     .029

 

TRTSCH       .724    ‑.361    ‑.390    ‑.259    1.000     .603    ‑.481    ‑.335

             .000     .006     .003     .038     .        .000     .000     .010

 

CHRON        .625    ‑.031    ‑.622     .211     .603    1.000    ‑.679    ‑.769

             .000     .417     .000     .075     .000     .        .000     .000

 

XTRTDEP     ‑.382     .581     .281     .043    ‑.481    ‑.679    1.000     .528

             .004     .000     .027     .385     .000     .000     .        .000

 

XTRTANX     ‑.462    ‑.226     .713    ‑.276    ‑.335    ‑.769     .528    1.000

             .000     .061     .000     .029     .010     .000     .000     .

 

XTRTBORD    ‑.398     .253     .324     .552    ‑.455    ‑.556     .672     .532

             .003     .042     .012     .000     .001     .000     .000     .000

 

XTRTSCH      .051    ‑.388     .315    ‑.405     .358    ‑.403     .267     .704

             .365     .003     .015     .002     .006     .002     .034     .000

 

 

 

 


 

 

 

           * * * *   M U L T I P L E   R E G R E S S I O N   * * * *

 

         XTRTBORD  XTRTSCH

 

OVERALL     ‑.398     .051

             .003     .365

 

TRTDEP       .253    ‑.388

             .042     .003

 

TRTANX       .324     .315

             .012     .015

 

TRTBORD      .552    ‑.405

             .000     .002

 

TRTSCH      ‑.455     .358

             .001     .006

 

CHRON       ‑.556    ‑.403

             .000     .002

 

XTRTDEP      .672     .267

             .000     .034

 

XTRTANX      .532     .704

             .000     .000

 

XTRTBORD    1.000     .268

             .        .033

 

XTRTSCH      .268    1.000

             .033     .

 

 

           * * * *   M U L T I P L E   R E G R E S S I O N   * * * *

 

Equation Number 1    Dependent Variable..   OVERALL

 

  Descriptive Statistics are printed on Page   34

 

Block Number  1.  Method:  Enter      TRTDEP   TRTANX   TRTBORD  TRTSCH

 

Step   MultR     Rsq    F(Eqn)  SigF       Variable  BetaIn

   1                                  In:  TRTSCH     .7235

   2                                  In:  TRTBORD    .1333

   3                                  In:  TRTDEP     .1083

   4   .8027   .6443    19.470  .000  In:  TRTANX    ‑.3792

 

 

End Block Number   1   All requested variables entered.

 

 

Block Number  2.  Method:  Enter      CHRON

 

Step   MultR     Rsq    F(Eqn)  SigF       Variable  BetaIn

   5   .8057   .6491    15.541  .000  In:  CHRON      .1096

 

 

End Block Number   2   All requested variables entered.

 

 

           * * * *   M U L T I P L E   R E G R E S S I O N   * * * *

 

Equation Number 1    Dependent Variable..   OVERALL


Block Number  3.  Method:  Enter      XTRTDEP  XTRTANX  XTRTBORD XTRTSCH

 

 

Variable(s) Entered on Step Number

   6..    XTRTANX

   7..    XTRTDEP

   8..    XTRTSCH

   9..    XTRTBORD

 

 

Multiple R           .81357

R Square             .66189          R Square Change    .01276

Adjusted R Square    .58181          F Change           .35839

Standard Error      1.54733          Signif F Change    .8366

 

Analysis of Variance

                    DF      Sum of Squares      Mean Square

Regression           9           178.10641         19.78960

Residual            38            90.98124          2.39424

 

F =       8.26549       Signif F =  .0000

 

 

           * * * *   M U L T I P L E   R E G R E S S I O N   * * * *

 

Equation Number 1    Dependent Variable..   OVERALL

 

 

‑‑‑‑‑‑‑‑‑‑‑‑‑‑‑‑‑‑‑‑‑‑‑ Variables in the Equation ‑‑‑‑‑‑‑‑‑‑‑‑‑‑‑‑‑‑‑‑‑‑‑

 

Variable              B        SE B       Beta   Correl Part Cor  Partial

 

TRTDEP         ‑.049665     .257520   ‑.048060 ‑.139420 ‑.018192 ‑.031270

TRTANX         ‑.651546     .275731   ‑.416221 ‑.602029 ‑.222894 ‑.357930

TRTBORD        ‑.081451     .340769   ‑.084990 ‑.063225 ‑.022546 ‑.038745

TRTSCH          .676862     .349029    .744629  .723548  .182926  .300092

CHRON           .151284     .328965    .138279  .624815  .043379  .074396

XTRTDEP         .283961    1.062125    .098811 ‑.381525  .025219  .043329

XTRTANX         .506704     .717568    .304524 ‑.462415  .066608  .113807

XTRTBORD        .267307    1.509925    .075102 ‑.397769  .016699  .028707

XTRTSCH       ‑1.500212    1.810911   ‑.342171  .051280 ‑.078143 ‑.133192

(Constant)    ‑2.848739    1.703963

 

 

‑‑‑‑‑‑‑‑‑‑‑ in ‑‑‑‑‑‑‑‑‑‑‑‑

 

Variable           T  Sig T

 

TRTDEP         ‑.193  .8481

TRTANX        ‑2.363  .0233

TRTBORD        ‑.239  .8124

TRTSCH         1.939  .0599

CHRON           .460  .6482

XTRTDEP         .267  .7906

XTRTANX         .706  .4844

XTRTBORD        .177  .8604

XTRTSCH        ‑.828  .4126

(Constant)    ‑1.672  .1028

 

 

End Block Number   3   All requested variables entered.


 

File Name = pasreg5.sps

 

get file = '\proeval\pashrt.sav'.

REGRESSION

  /DESCRIPTIVES MEAN STDDEV CORR SIG N

  /MISSING LISTWISE

  /STATISTICS COEFF OUTS R ANOVA   zpp cha

  /CRITERIA=PIN(.05) POUT(.10)

  /NOORIGIN

  /DEPENDENT danxious

  /METHOD=ENTER trtdep trtanx trtbord trtsch

  /method=enter chron xtrtdep xtrtanx xtrtbord xtrtsch  .

REGRESSION

  /DESCRIPTIVES MEAN STDDEV CORR SIG N

  /MISSING LISTWISE

  /STATISTICS COEFF OUTS R ANOVA zpp cha

  /CRITERIA=PIN(.05) POUT(.10)

  /NOORIGIN

  /DEPENDENT ddepress

  /METHOD=ENTER trtdep trtanx trtbord trtsch

  /method=enter chron xtrtdep xtrtanx xtrtbord xtrtsch  .

REGRESSION

  /DESCRIPTIVES MEAN STDDEV CORR SIG N

  /MISSING LISTWISE

  /STATISTICS COEFF OUTS R ANOVA   zpp cha

  /CRITERIA=PIN(.05) POUT(.10)

  /NOORIGIN

  /DEPENDENT dbordl

  /METHOD=ENTER trtdep trtanx trtbord trtsch

  /method=enter chron xtrtdep xtrtanx xtrtbord xtrtsch .

REGRESSION

  /DESCRIPTIVES MEAN STDDEV CORR SIG N

  /MISSING LISTWISE

  /STATISTICS COEFF OUTS R ANOVA   zpp cha

  /CRITERIA=PIN(.05) POUT(.10)

  /NOORIGIN

  /DEPENDENT dshiz

  /METHOD=ENTER trtdep trtanx trtbord trtsch

  /method=enter chron xtrtdep xtrtanx xtrtbord xtrtsch  .

 

 

           * * * *   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

 

DANX       .250     .438

TRTDEP    3.146    2.315

TRTANX    2.563    1.529

TRTBORD   2.979    2.497

TRTSCH    2.917    2.632

CHRON     4.063    2.187

XTRTDEP   1.058     .833

XTRTANX   1.171    1.438

XTRTBORD   .944     .672

XTRTSCH    .867     .546

 

N of Cases =    48

 

 

 

           * * * *   M U L T I P L E   R E G R E S S I O N   * * * *

 

Correlation, 1‑tailed Sig:

 

             DANX   TRTDEP   TRTANX  TRTBORD   TRTSCH    CHRON  XTRTDEP  XTRTANX

 

DANX        1.000    ‑.520     .771    ‑.424    ‑.296    ‑.661     .052     .714

             .        .000     .000     .001     .021     .000     .364     .000

 

TRTDEP      ‑.520    1.000    ‑.174     .365    ‑.361    ‑.031     .581    ‑.226

             .000     .        .119     .005     .006     .417     .000     .061

 

TRTANX       .771    ‑.174    1.000    ‑.248    ‑.390    ‑.622     .281     .713

             .000     .119     .        .045     .003     .000     .027     .000

 

TRTBORD     ‑.424     .365    ‑.248    1.000    ‑.259     .211     .043    ‑.276

             .001     .005     .045     .        .038     .075     .385     .029

 

TRTSCH      ‑.296    ‑.361    ‑.390    ‑.259    1.000     .603    ‑.481    ‑.335

             .021     .006     .003     .038     .        .000     .000     .010

 

CHRON       ‑.661    ‑.031    ‑.622     .211     .603    1.000    ‑.679    ‑.769

             .000     .417     .000     .075     .000     .        .000     .000

 

XTRTDEP      .052     .581     .281     .043    ‑.481    ‑.679    1.000     .528

             .364     .000     .027     .385     .000     .000     .        .000

 

XTRTANX      .714    ‑.226     .713    ‑.276    ‑.335    ‑.769     .528    1.000

             .000     .061     .000     .029     .010     .000     .000     .

 

XTRTBORD     .127     .253     .324     .552    ‑.455    ‑.556     .672     .532

             .195     .042     .012     .000     .001     .000     .000     .000

 

XTRTSCH      .425    ‑.388     .315    ‑.405     .358    ‑.403     .267     .704

             .001     .003     .015     .002     .006     .002     .034     .000

 

 

 

 

           * * * *   M U L T I P L E   R E G R E S S I O N   * * * *

 

         XTRTBORD  XTRTSCH

 

DANX         .127     .425

             .195     .001

 

TRTDEP       .253    ‑.388

             .042     .003

 

TRTANX       .324     .315

             .012     .015


TRTBORD      .552    ‑.405

             .000     .002

 

TRTSCH      ‑.455     .358

             .001     .006

 

CHRON       ‑.556    ‑.403

             .000     .002

 

XTRTDEP      .672     .267

             .000     .034

 

XTRTANX      .532     .704

             .000     .000

 

XTRTBORD    1.000     .268

             .        .033

 

XTRTSCH      .268    1.000

             .033     .

 

 

 

           * * * *   M U L T I P L E   R E G R E S S I O N   * * * *

 

Equation Number 1    Dependent Variable..   DANX

 

  Descriptive Statistics are printed on Page    2

 

Block Number  1.  Method:  Enter      TRTDEP   TRTANX   TRTBORD  TRTSCH

 

 

Variable(s) Entered on Step Number

   1..    TRTSCH

   2..    TRTBORD

   3..    TRTDEP

   4..    TRTANX

 

 

Multiple R           .90694

R Square             .82255          R Square Change    .82255

Adjusted R Square    .80604          F Change         49.82875

Standard Error       .19272          Signif F Change    .0000

 

Analysis of Variance

                    DF      Sum of Squares      Mean Square

Regression           4             7.40291          1.85073

Residual            43             1.59709           .03714

 

F =      49.82875       Signif F =  .0000

 

 

‑‑‑‑‑‑‑‑‑‑‑‑‑‑‑‑‑‑‑‑‑‑‑ Variables in the Equation ‑‑‑‑‑‑‑‑‑‑‑‑‑‑‑‑‑‑‑‑‑‑‑

 

Variable              B        SE B       Beta   Correl Part Cor  Partial

 

TRTDEP         ‑.088730     .014236   ‑.469498 ‑.519723 ‑.400412 ‑.688949

TRTANX          .147209     .022639    .514209  .771373  .417718  .704120

TRTBORD        ‑.036344     .012894   ‑.207364 ‑.423565 ‑.181078 ‑.394915

TRTSCH         ‑.052907     .013748   ‑.318259 ‑.295537 ‑.247224 ‑.506150

(Constant)      .414496     .127626

 

 

‑‑‑‑‑‑‑‑‑‑‑ in ‑‑‑‑‑‑‑‑‑‑‑‑

 

Variable           T  Sig T

 

TRTDEP        ‑6.233  .0000


TRTANX         6.502  .0000

TRTBORD       ‑2.819  .0073

TRTSCH        ‑3.848  .0004

(Constant)     3.248  .0023

 

 

           * * * *   M U L T I P L E   R E G R E S S I O N   * * * *

 

Equation Number 1    Dependent Variable..   DANX

 

 

‑‑‑‑‑‑‑‑‑‑‑‑‑ Variables not in the Equation ‑‑‑‑‑‑‑‑‑‑‑‑‑

 

Variable     Beta In  Partial  Min Toler         T  Sig T

 

CHRON       ‑.297955 ‑.450105    .404964    ‑3.267  .0022

XTRTDEP      .076038  .124762    .459419      .815  .4197

XTRTANX      .170888  .272955    .444277     1.839  .0730

XTRTBORD     .107057  .171292    .454290     1.127  .2662

XTRTSCH      .183300  .337589    .497615     2.324  .0250

 

 

End Block Number   1   All requested variables entered.

 

 

 

           * * * * * * * * * * * * * * * * * * * * * * * * * * * * *

 

Block Number  2.  Method:  Enter

   CHRON    XTRTDEP  XTRTANX  XTRTBORD XTRTSCH

 

 

Variable(s) Entered on Step Number

   5..    XTRTSCH

   6..    XTRTDEP

   7..    CHRON

   8..    XTRTBORD

   9..    XTRTANX

 

 

Multiple R           .94670

R Square             .89624          R Square Change    .07369

Adjusted R Square    .87166          F Change          5.39745

Standard Error       .15677          Signif F Change    .0008

 

Analysis of Variance

                    DF      Sum of Squares      Mean Square

Regression           9             8.06613           .89624

Residual            38              .93387           .02458

 

F =      36.46869       Signif F =  .0000

 

 

           * * * *   M U L T I P L E   R E G R E S S I O N   * * * *

 

Equation Number 1    Dependent Variable..   DANX

 

 

‑‑‑‑‑‑‑‑‑‑‑‑‑‑‑‑‑‑‑‑‑‑‑ Variables in the Equation ‑‑‑‑‑‑‑‑‑‑‑‑‑‑‑‑‑‑‑‑‑‑‑

 

Variable              B        SE B       Beta   Correl Part Cor  Partial

 

TRTDEP         ‑.034506     .026090   ‑.182580 ‑.519723 ‑.069111 ‑.209774

TRTANX          .094756     .027935    .330988  .771373  .177250  .482090

TRTBORD         .023986     .034524    .136854 ‑.423565  .036305  .111996

TRTSCH          .009368     .035361    .056351 ‑.295537  .013843  .042935

CHRON          ‑.132790     .033329   ‑.663675 ‑.661387 ‑.208199 ‑.542823

XTRTDEP        ‑.177889     .107608   ‑.338470  .051699 ‑.086385 ‑.259020


XTRTANX         .115575     .072699    .379801  .713808  .083074  .249723

XTRTBORD       ‑.199525     .152976   ‑.306523  .126965 ‑.068156 ‑.207002

XTRTSCH        ‑.062275     .183470   ‑.077665  .424700 ‑.017737 ‑.054979

(Constant)      .851603     .172634

 

 

‑‑‑‑‑‑‑‑‑‑‑ in ‑‑‑‑‑‑‑‑‑‑‑‑

 

Variable           T  Sig T

 

TRTDEP        ‑1.323  .1939

TRTANX         3.392  .0016

TRTBORD         .695  .4914

TRTSCH          .265  .7925

CHRON         ‑3.984  .0003

XTRTDEP       ‑1.653  .1065

XTRTANX        1.590  .1202

XTRTBORD      ‑1.304  .2000

XTRTSCH        ‑.339  .7362

(Constant)     4.933  .0000

 

 

End Block Number   2   All requested variables entered.

           * * * *   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

 

DDEP       .250     .438

TRTDEP    3.146    2.315

TRTANX    2.563    1.529

TRTBORD   2.979    2.497

TRTSCH    2.917    2.632

CHRON     4.063    2.187

XTRTDEP   1.058     .833

XTRTANX   1.171    1.438

XTRTBORD   .944     .672

XTRTSCH    .867     .546

 

N of Cases =    48

 

 

 

           * * * *   M U L T I P L E   R E G R E S S I O N   * * * *

 

Correlation, 1‑tailed Sig:

 

             DDEP   TRTDEP   TRTANX  TRTBORD   TRTSCH    CHRON  XTRTDEP  XTRTANX

 

DDEP        1.000     .761    ‑.056    ‑.034    ‑.332    ‑.239     .611    ‑.093

             .        .000     .354     .409     .010     .051     .000     .264

 

TRTDEP       .761    1.000    ‑.174     .365    ‑.361    ‑.031     .581    ‑.226

             .000     .        .119     .005     .006     .417     .000     .061

 

TRTANX      ‑.056    ‑.174    1.000    ‑.248    ‑.390    ‑.622     .281     .713

             .354     .119     .        .045     .003     .000     .027     .000

 

TRTBORD     ‑.034     .365    ‑.248    1.000    ‑.259     .211     .043    ‑.276

             .409     .005     .045     .        .038     .075     .385     .029

 

TRTSCH      ‑.332    ‑.361    ‑.390    ‑.259    1.000     .603    ‑.481    ‑.335

             .010     .006     .003     .038     .        .000     .000     .010

 

CHRON       ‑.239    ‑.031    ‑.622     .211     .603    1.000    ‑.679    ‑.769

             .051     .417     .000     .075     .000     .        .000     .000


XTRTDEP      .611     .581     .281     .043    ‑.481    ‑.679    1.000     .528

             .000     .000     .027     .385     .000     .000     .        .000

 

XTRTANX     ‑.093    ‑.226     .713    ‑.276    ‑.335    ‑.769     .528    1.000

             .264     .061     .000     .029     .010     .000     .000     .

 

XTRTBORD     .117     .253     .324     .552    ‑.455    ‑.556     .672     .532

             .214     .042     .012     .000     .001     .000     .000     .000

 

XTRTSCH     ‑.235    ‑.388     .315    ‑.405     .358    ‑.403     .267     .704

             .054     .003     .015     .002     .006     .002     .034     .000

 

 

 

           * * * *   M U L T I P L E   R E G R E S S I O N   * * * *

 

         XTRTBORD  XTRTSCH

 

DDEP         .117    ‑.235

             .214     .054

 

TRTDEP       .253    ‑.388

             .042     .003

 

TRTANX       .324     .315

             .012     .015

 

TRTBORD      .552    ‑.405

             .000     .002

 

TRTSCH      ‑.455     .358

             .001     .006

 

CHRON       ‑.556    ‑.403

             .000     .002

 

XTRTDEP      .672     .267

             .000     .034

 

XTRTANX      .532     .704

             .000     .000

 

XTRTBORD    1.000     .268

             .        .033

 

XTRTSCH      .268    1.000

             .033     .

 

 

 

           * * * *   M U L T I P L E   R E G R E S S I O N   * * * *

 

Equation Number 1    Dependent Variable..   DDEP

 

  Descriptive Statistics are printed on Page    9

 

Block Number  1.  Method:  Enter      TRTDEP   TRTANX   TRTBORD  TRTSCH

 

 

Variable(s) Entered on Step Number

   1..    TRTSCH

   2..    TRTBORD

   3..    TRTDEP

   4..    TRTANX

 

 

Multiple R           .84125

R Square             .70771          R Square Change    .70771


Adjusted R Square    .68052          F Change         26.02845

Standard Error       .24734          Signif F Change    .0000

 

Analysis of Variance

                    DF      Sum of Squares      Mean Square

Regression           4             6.36938          1.59235

Residual            43             2.63062           .06118

 

F =      26.02845       Signif F =  .0000

 

 

‑‑‑‑‑‑‑‑‑‑‑‑‑‑‑‑‑‑‑‑‑‑‑ Variables in the Equation ‑‑‑‑‑‑‑‑‑‑‑‑‑‑‑‑‑‑‑‑‑‑‑

 

Variable              B        SE B       Beta   Correl Part Cor  Partial

 

TRTDEP          .157899     .018270    .835489  .761210  .712547  .796645

TRTANX         ‑.020795     .029055   ‑.072639 ‑.055666 ‑.059008 ‑.108501

TRTBORD        ‑.069953     .016548   ‑.399117 ‑.034080 ‑.348524 ‑.541825

TRTSCH         ‑.027041     .017644   ‑.162661 ‑.332479 ‑.126356 ‑.227583

(Constant)      .093833     .163796

 

 

‑‑‑‑‑‑‑‑‑‑‑ in ‑‑‑‑‑‑‑‑‑‑‑‑

 

Variable           T  Sig T

 

TRTDEP         8.643  .0000

TRTANX         ‑.716  .4780

TRTBORD       ‑4.227  .0001

TRTSCH        ‑1.533  .1327

(Constant)      .573  .5697

 

 

 

           * * * *   M U L T I P L E   R E G R E S S I O N   * * * *

 

Equation Number 1    Dependent Variable..   DDEP

 

 

‑‑‑‑‑‑‑‑‑‑‑‑‑ Variables not in the Equation ‑‑‑‑‑‑‑‑‑‑‑‑‑

 

Variable     Beta In  Partial  Min Toler         T  Sig T

 

CHRON       ‑.187246 ‑.220401    .404964    ‑1.464  .1505

XTRTDEP      .178103  .227699    .459419     1.515  .1371

XTRTANX     ‑.038814 ‑.048306    .444277     ‑.313  .7555

XTRTBORD     .167043  .208251    .454290     1.380  .1749

XTRTSCH      .014957  .021463    .497615      .139  .8900

 

 

End Block Number   1   All requested variables entered.

 

 

 

           * * * * * * * * * * * * * * * * * * * * * * * * * * * * *

 

Block Number  2.  Method:  Enter

   CHRON    XTRTDEP  XTRTANX  XTRTBORD XTRTSCH

 

 

Variable(s) Entered on Step Number

   5..    XTRTSCH

   6..    XTRTDEP

   7..    CHRON

   8..    XTRTBORD

   9..    XTRTANX

 

 


Multiple R           .87557

R Square             .76662          R Square Change    .05891

Adjusted R Square    .71135          F Change          1.91852

Standard Error       .23510          Signif F Change    .1140

 

Analysis of Variance

                    DF      Sum of Squares      Mean Square

Regression           9             6.89960           .76662

Residual            38             2.10040           .05527

 

F =      13.86958       Signif F =  .0000

 

 

           * * * *   M U L T I P L E   R E G R E S S I O N   * * * *

 

Equation Number 1    Dependent Variable..   DDEP

 

 

‑‑‑‑‑‑‑‑‑‑‑‑‑‑‑‑‑‑‑‑‑‑‑ Variables in the Equation ‑‑‑‑‑‑‑‑‑‑‑‑‑‑‑‑‑‑‑‑‑‑‑

 

Variable              B        SE B       Beta   Correl Part Cor  Partial

 

TRTDEP          .104495     .039128    .552913  .761210  .209290  .397527

TRTANX          .001997     .041895    .006977 ‑.055666  .003736  .007734

TRTBORD        ‑.096082     .051777   ‑.548202 ‑.034080 ‑.145428 ‑.288257

TRTSCH         ‑.021349     .053032   ‑.128420 ‑.332479 ‑.031548 ‑.065165

CHRON          ‑.015263     .049983   ‑.076284 ‑.238988 ‑.023931 ‑.049476

XTRTDEP         .159566     .161380    .303607  .611331  .077487  .158373

XTRTANX        ‑.152727     .109028   ‑.501889 ‑.093159 ‑.109778 ‑.221591

XTRTBORD        .160220     .229420    .246140  .117321  .054730  .112571

XTRTSCH        ‑.018046     .275152   ‑.022506 ‑.234584 ‑.005140 ‑.010639

(Constant)      .201107     .258902

 

 

‑‑‑‑‑‑‑‑‑‑‑ in ‑‑‑‑‑‑‑‑‑‑‑‑

 

Variable           T  Sig T

 

TRTDEP         2.671  .0111

TRTANX          .048  .9622

TRTBORD       ‑1.856  .0713

TRTSCH         ‑.403  .6895

CHRON          ‑.305  .7618

XTRTDEP         .989  .3290

XTRTANX       ‑1.401  .1694

XTRTBORD        .698  .4892

XTRTSCH        ‑.066  .9481

(Constant)      .777  .4421

 

 

End Block Number   2   All requested variables entered.

 

           * * * *   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

 

DBORDL     .250     .438

TRTDEP    3.146    2.315

TRTANX    2.563    1.529

TRTBORD   2.979    2.497

TRTSCH    2.917    2.632

CHRON     4.063    2.187

XTRTDEP   1.058     .833

XTRTANX   1.171    1.438

XTRTBORD   .944     .672


XTRTSCH    .867     .546

 

N of Cases =    48

 

 

           * * * *   M U L T I P L E   R E G R E S S I O N   * * * *

 

Correlation, 1‑tailed Sig:

 

           DBORDL   TRTDEP   TRTANX  TRTBORD   TRTSCH    CHRON  XTRTDEP  XTRTANX

 

DBORDL      1.000    ‑.037    ‑.310     .609    ‑.129     .339    ‑.282    ‑.291

             .        .402     .016     .000     .191     .009     .026     .022

 

TRTDEP      ‑.037    1.000    ‑.174     .365    ‑.361    ‑.031     .581    ‑.226

             .402     .        .119     .005     .006     .417     .000     .061

 

TRTANX      ‑.310    ‑.174    1.000    ‑.248    ‑.390    ‑.622     .281     .713

             .016     .119     .        .045     .003     .000     .027     .000

 

TRTBORD      .609     .365    ‑.248    1.000    ‑.259     .211     .043    ‑.276

             .000     .005     .045     .        .038     .075     .385     .029

 

TRTSCH      ‑.129    ‑.361    ‑.390    ‑.259    1.000     .603    ‑.481    ‑.335

             .191     .006     .003     .038     .        .000     .000     .010

 

CHRON        .339    ‑.031    ‑.622     .211     .603    1.000    ‑.679    ‑.769

             .009     .417     .000     .075     .000     .        .000     .000

 

XTRTDEP     ‑.282     .581     .281     .043    ‑.481    ‑.679    1.000     .528

             .026     .000     .027     .385     .000     .000     .        .000

 

XTRTANX     ‑.291    ‑.226     .713    ‑.276    ‑.335    ‑.769     .528    1.000

             .022     .061     .000     .029     .010     .000     .000     .

 

XTRTBORD     .132     .253     .324     .552    ‑.455    ‑.556     .672     .532

             .185     .042     .012     .000     .001     .000     .000     .000

 

XTRTSCH     ‑.357    ‑.388     .315    ‑.405     .358    ‑.403     .267     .704

             .006     .003     .015     .002     .006     .002     .034     .000

 

 

           * * * *   M U L T I P L E   R E G R E S S I O N   * * * *

 

         XTRTBORD  XTRTSCH

 

DBORDL       .132    ‑.357

             .185     .006

 

TRTDEP       .253    ‑.388

             .042     .003

 

TRTANX       .324     .315

             .012     .015

 

TRTBORD      .552    ‑.405

             .000     .002

 

TRTSCH      ‑.455     .358

             .001     .006

 

CHRON       ‑.556    ‑.403

             .000     .002

 

XTRTDEP      .672     .267

             .000     .034

 

XTRTANX      .532     .704


             .000     .000

 

XTRTBORD    1.000     .268

             .        .033

 

XTRTSCH      .268    1.000

             .033     .

 

 

           * * * *   M U L T I P L E   R E G R E S S I O N   * * * *

 

Equation Number 1    Dependent Variable..   DBORDL

 

  Descriptive Statistics are printed on Page   16

 

Block Number  1.  Method:  Enter      TRTDEP   TRTANX   TRTBORD  TRTSCH

 

 

Variable(s) Entered on Step Number

   1..    TRTSCH

   2..    TRTBORD

   3..    TRTDEP

   4..    TRTANX

 

 

Multiple R           .72078

R Square             .51952          R Square Change    .51952

Adjusted R Square    .47482          F Change         11.62345

Standard Error       .31712          Signif F Change    .0000

 

Analysis of Variance

                    DF      Sum of Squares      Mean Square

Regression           4             4.67568          1.16892

Residual            43             4.32432           .10057

 

F =      11.62345       Signif F =  .0000

 

 

‑‑‑‑‑‑‑‑‑‑‑‑‑‑‑‑‑‑‑‑‑‑‑ Variables in the Equation ‑‑‑‑‑‑‑‑‑‑‑‑‑‑‑‑‑‑‑‑‑‑‑

 

Variable              B        SE B       Beta   Correl Part Cor  Partial

 

TRTDEP         ‑.076374     .023424   ‑.404117 ‑.036748 ‑.344652 ‑.445216

TRTANX         ‑.092453     .037252   ‑.322943 ‑.310140 ‑.262343 ‑.353968

TRTBORD         .107483     .021217    .613247  .608570  .535510  .611363

TRTSCH         ‑.040253     .022622   ‑.242141 ‑.129298 ‑.188096 ‑.261887

(Constant)      .524369     .210007

 

 

‑‑‑‑‑‑‑‑‑‑‑ in ‑‑‑‑‑‑‑‑‑‑‑‑

 

Variable           T  Sig T

 

TRTDEP        ‑3.260  .0022

TRTANX        ‑2.482  .0171

TRTBORD        5.066  .0000

TRTSCH        ‑1.779  .0822

(Constant)     2.497  .0164

 

 

           * * * *   M U L T I P L E   R E G R E S S I O N   * * * *

 

Equation Number 1    Dependent Variable..   DBORDL

 

 

‑‑‑‑‑‑‑‑‑‑‑‑‑ Variables not in the Equation ‑‑‑‑‑‑‑‑‑‑‑‑‑

 

Variable     Beta In  Partial  Min Toler         T  Sig T


CHRON        .351950  .323111    .404964     2.213  .0324

XTRTDEP     ‑.207828 ‑.207236    .459419    ‑1.373  .1771

XTRTANX     ‑.140480 ‑.136364    .444277     ‑.892  .3774

XTRTBORD    ‑.242108 ‑.235417    .454290    ‑1.570  .1240

XTRTSCH     ‑.128526 ‑.143855    .497615     ‑.942  .3515

 

 

End Block Number   1   All requested variables entered.

 

 

 

           * * * * * * * * * * * * * * * * * * * * * * * * * * * * *

 

Block Number  2.  Method:  Enter

   CHRON    XTRTDEP  XTRTANX  XTRTBORD XTRTSCH

 

 

Variable(s) Entered on Step Number

   5..    XTRTSCH

   6..    XTRTDEP

   7..    CHRON

   8..    XTRTBORD

   9..    XTRTANX

 

 

Multiple R           .76955

R Square             .59221          R Square Change    .07269

Adjusted R Square    .49562          F Change          1.35463

Standard Error       .31078          Signif F Change    .2630

 

Analysis of Variance

                    DF      Sum of Squares      Mean Square

Regression           9             5.32985           .59221

Residual            38             3.67015           .09658

 

F =       6.13157       Signif F =  .0000

 

           * * * *   M U L T I P L E   R E G R E S S I O N   * * * *

 

Equation Number 1    Dependent Variable..   DBORDL

 

 

‑‑‑‑‑‑‑‑‑‑‑‑‑‑‑‑‑‑‑‑‑‑‑ Variables in the Equation ‑‑‑‑‑‑‑‑‑‑‑‑‑‑‑‑‑‑‑‑‑‑‑

 

Variable              B        SE B       Beta   Correl Part Cor  Partial

 

TRTDEP         ‑.097908     .051722   ‑.518059 ‑.036748 ‑.196097 ‑.293550

TRTANX         ‑.029913     .055380   ‑.104487 ‑.310140 ‑.055954 ‑.087288

TRTBORD         .108354     .068442    .618218  .608570  .164002  .248747

TRTSCH         ‑.153054     .070102   ‑.920680 ‑.129298 ‑.226175 ‑.333858

CHRON           .129693     .066072    .648196  .339030  .203343  .303416

XTRTDEP         .100442     .213325    .191111 ‑.281925  .048775  .076158

XTRTANX        ‑.119349     .144122   ‑.392203 ‑.290796 ‑.085786 ‑.133141

XTRTBORD       ‑.117800     .303265   ‑.180971  .132045 ‑.040239 ‑.062888

XTRTSCH         .472349     .363717    .589088 ‑.357404  .134533  .206148

(Constant)     ‑.033274     .342236

 

 

‑‑‑‑‑‑‑‑‑‑‑ in ‑‑‑‑‑‑‑‑‑‑‑‑

 

Variable           T  Sig T

 

TRTDEP        ‑1.893  .0660

TRTANX         ‑.540  .5923

TRTBORD        1.583  .1217

TRTSCH        ‑2.183  .0353

CHRON          1.963  .0570

XTRTDEP         .471  .6404


XTRTANX        ‑.828  .4128

XTRTBORD       ‑.388  .6999

XTRTSCH        1.299  .2019

(Constant)     ‑.097  .9231

 

 

End Block Number   2   All requested variables entered.

 

           * * * *   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

 

DSCHIZ     .250     .438

TRTDEP    3.146    2.315

TRTANX    2.563    1.529

TRTBORD   2.979    2.497

TRTSCH    2.917    2.632

CHRON     4.063    2.187

XTRTDEP   1.058     .833

XTRTANX   1.171    1.438

XTRTBORD   .944     .672

XTRTSCH    .867     .546

 

N of Cases =    48

 

 

           * * * *   M U L T I P L E   R E G R E S S I O N   * * * *

 

Correlation, 1‑tailed Sig:

 

           DSCHIZ   TRTDEP   TRTANX  TRTBORD   TRTSCH    CHRON  XTRTDEP  XTRTANX

 

DSCHIZ      1.000    ‑.205    ‑.406    ‑.151     .757     .561    ‑.381    ‑.330

             .        .081     .002     .153     .000     .000     .004     .011

 

TRTDEP      ‑.205    1.000    ‑.174     .365    ‑.361    ‑.031     .581    ‑.226

             .081     .        .119     .005     .006     .417     .000     .061

 

TRTANX      ‑.406    ‑.174    1.000    ‑.248    ‑.390    ‑.622     .281     .713

             .002     .119     .        .045     .003     .000     .027     .000

 

TRTBORD     ‑.151     .365    ‑.248    1.000    ‑.259     .211     .043    ‑.276

             .153     .005     .045     .        .038     .075     .385     .029

 

TRTSCH       .757    ‑.361    ‑.390    ‑.259    1.000     .603    ‑.481    ‑.335

             .000     .006     .003     .038     .        .000     .000     .010

 

CHRON        .561    ‑.031    ‑.622     .211     .603    1.000    ‑.679    ‑.769

             .000     .417     .000     .075     .000     .        .000     .000

 

XTRTDEP     ‑.381     .581     .281     .043    ‑.481    ‑.679    1.000     .528

             .004     .000     .027     .385     .000     .000     .        .000

 

XTRTANX     ‑.330    ‑.226     .713    ‑.276    ‑.335    ‑.769     .528    1.000

             .011     .061     .000     .029     .010     .000     .000     .

 

XTRTBORD    ‑.376     .253     .324     .552    ‑.455    ‑.556     .672     .532

             .004     .042     .012     .000     .001     .000     .000     .000

 

XTRTSCH      .167    ‑.388     .315    ‑.405     .358    ‑.403     .267     .704

             .128     .003     .015     .002     .006     .002     .034     .000

 

 

 

           * * * *   M U L T I P L E   R E G R E S S I O N   * * * *


         XTRTBORD  XTRTSCH

 

DSCHIZ      ‑.376     .167

             .004     .128

 

TRTDEP       .253    ‑.388

             .042     .003

 

TRTANX       .324     .315

             .012     .015

 

TRTBORD      .552    ‑.405

             .000     .002

 

TRTSCH      ‑.455     .358

             .001     .006

 

CHRON       ‑.556    ‑.403

             .000     .002

 

XTRTDEP      .672     .267

             .000     .034

 

XTRTANX      .532     .704

             .000     .000

 

XTRTBORD    1.000     .268

             .        .033

 

XTRTSCH      .268    1.000

             .033     .

 

 

           * * * *   M U L T I P L E   R E G R E S S I O N   * * * *

 

Equation Number 1    Dependent Variable..   DSCHIZ

 

  Descriptive Statistics are printed on Page   23

 

Block Number  1.  Method:  Enter      TRTDEP   TRTANX   TRTBORD  TRTSCH

 

 

Variable(s) Entered on Step Number

   1..    TRTSCH

   2..    TRTBORD

   3..    TRTDEP

   4..    TRTANX

 

 

Multiple R           .76741

R Square             .58891          R Square Change    .58891

Adjusted R Square    .55067          F Change         15.40003

Standard Error       .29333          Signif F Change    .0000

 

Analysis of Variance

                    DF      Sum of Squares      Mean Square

Regression           4             5.30020          1.32505

Residual            43             3.69980           .08604

 

F =      15.40003       Signif F =  .0000

 

 

‑‑‑‑‑‑‑‑‑‑‑‑‑‑‑‑‑‑‑‑‑‑‑ Variables in the Equation ‑‑‑‑‑‑‑‑‑‑‑‑‑‑‑‑‑‑‑‑‑‑‑

 

Variable              B        SE B       Beta   Correl Part Cor  Partial

 

TRTDEP          .007206     .021667    .038127 ‑.204739  .032516  .050650

TRTANX         ‑.033961     .034458   ‑.118627 ‑.405567 ‑.096367 ‑.148630


TRTBORD        ‑.001186     .019625   ‑.006765 ‑.150925 ‑.005908 ‑.009214

TRTSCH          .120201     .020925    .723061  .757314  .561677  .658943

(Constant)     ‑.032698     .194251

 

 

‑‑‑‑‑‑‑‑‑‑‑ in ‑‑‑‑‑‑‑‑‑‑‑‑

 

Variable           T  Sig T

 

TRTDEP          .333  .7411

TRTANX         ‑.986  .3299

TRTBORD        ‑.060  .9521

TRTSCH         5.745  .0000

(Constant)     ‑.168  .8671

 

 

           * * * *   M U L T I P L E   R E G R E S S I O N   * * * *

 

Equation Number 1    Dependent Variable..   DSCHIZ

 

 

‑‑‑‑‑‑‑‑‑‑‑‑‑ Variables not in the Equation ‑‑‑‑‑‑‑‑‑‑‑‑‑

 

Variable     Beta In  Partial  Min Toler         T  Sig T

 

CHRON        .133250  .132254    .404964      .865  .3921

XTRTDEP     ‑.046312 ‑.049926    .459419     ‑.324  .7476

XTRTANX      .008406  .008821    .444277      .057  .9547

XTRTBORD    ‑.031992 ‑.033631    .454290     ‑.218  .8284

XTRTSCH     ‑.069730 ‑.084377    .497615     ‑.549  .5861

 

 

End Block Number   1   All requested variables entered.

 

 

 

           * * * * * * * * * * * * * * * * * * * * * * * * * * * * *

 

Block Number  2.  Method:  Enter

   CHRON    XTRTDEP  XTRTANX  XTRTBORD XTRTSCH

 

 

Variable(s) Entered on Step Number

   5..    XTRTSCH

   6..    XTRTDEP

   7..    CHRON

   8..    XTRTBORD

   9..    XTRTANX

 

 

Multiple R           .78504

R Square             .61629          R Square Change    .02738

Adjusted R Square    .52541          F Change           .54229

Standard Error       .30146          Signif F Change    .7430

 

Analysis of Variance

                    DF      Sum of Squares      Mean Square

Regression           9             5.54661           .61629

Residual            38             3.45339           .09088

 

F =       6.78145       Signif F =  .0000

 

 

           * * * *   M U L T I P L E   R E G R E S S I O N   * * * *

 

Equation Number 1    Dependent Variable..   DSCHIZ

 

 


‑‑‑‑‑‑‑‑‑‑‑‑‑‑‑‑‑‑‑‑‑‑‑ Variables in the Equation ‑‑‑‑‑‑‑‑‑‑‑‑‑‑‑‑‑‑‑‑‑‑‑

 

Variable              B        SE B       Beta   Correl Part Cor  Partial

 

TRTDEP          .027919     .050172    .147727 ‑.204739  .055918  .089906

TRTANX         ‑.066841     .053719   ‑.233478 ‑.405567 ‑.125032 ‑.197855

TRTBORD        ‑.036258     .066391   ‑.206871 ‑.150925 ‑.054879 ‑.088248

TRTSCH          .165034     .068000    .992749  .757314  .243880  .366338

CHRON           .018360     .064091    .091763  .561345  .028787  .046422

XTRTDEP        ‑.082118     .206930   ‑.156247 ‑.381106 ‑.039877 ‑.064243

XTRTANX         .156500     .139801    .514290 ‑.329853  .112490  .178676

XTRTBORD        .157105     .294173    .241353 ‑.376331  .053666  .086312

XTRTSCH        ‑.392029     .352813   ‑.488916  .167287 ‑.111656 ‑.177394

(Constant)     ‑.019435     .331976

 

 

‑‑‑‑‑‑‑‑‑‑‑ in ‑‑‑‑‑‑‑‑‑‑‑‑

 

Variable           T  Sig T

 

TRTDEP          .556  .5812

TRTANX        ‑1.244  .2210

TRTBORD        ‑.546  .5882

TRTSCH         2.427  .0201

CHRON           .286  .7761

XTRTDEP        ‑.397  .6937

XTRTANX        1.119  .2700

XTRTBORD        .534  .5964

XTRTSCH       ‑1.111  .2735

(Constant)     ‑.059  .9536

 

 

End Block Number   2   All requested variables entered.