SOCI230 - Social Stratification - Example of status attainment model using the 1989 GSS data

>USE "D:\mydocs\s230\Gss89.sys"
>corr
>select educ<90 and paeduc<90 and wordsum<90
>pearson papres16 paeduc sex wordsum educ prestige

Data for the following results were selected according to:
      educ<90 and paeduc<90 and wordsum<90

Pearson correlation matrix

                  PAPRES16       PAEDUC          SEX      WORDSUM         EDUC
 PAPRES16            1.000
 PAEDUC              0.476        1.000
 SEX                -0.038       -0.040        1.000
 WORDSUM             0.177        0.293        0.014        1.000
 EDUC                0.273        0.474       -0.108        0.522        1.000
 PRESTIGE            0.192        0.292       -0.043        0.379        0.556

                  PRESTIGE

 PRESTIGE            1.000

Number of observations: 675

>splom papres16 paeduc sex wordsum educ prestige/smooth=linear short

Data for the following results were selected according to:
      educ<90 and paeduc<90 and wordsum<90

>select educ<90 and paeduc<90 and wordsum<90
>model wordsum=constant+paeduc+papres16+sex
>rem sex is coded 1=male 2=female
>estimate

Data for the following results were selected according to:
      educ<90 and paeduc<90 and wordsum<90
5 case(s) deleted due to missing data.

Dep Var: WORDSUM   N: 719   Multiple R: 0.303826   Squared multiple R: 0.092310
Adjusted squared multiple R: 0.088502   Standard error of estimate: 2.054056

Effect         Coefficient    Std Error     Std Coef Tolerance     t   P(2 Tail)
CONSTANT          4.378826     0.362671     0.000000   .       12.07381  0.00000
PAEDUC            0.137021     0.019713     0.282134  0.770550  6.95088  0.00000
PAPRES16          0.006559     0.006372     0.041727  0.772529  1.02933  0.30367
SEX               0.029808     0.154545     0.006890  0.994761  0.19288  0.84711

                             Analysis of Variance

Source             Sum-of-Squares   df  Mean-Square     F-ratio       P
Regression            306.792182     3   102.264061   24.238086    0.000000
Residual             3016.690433   715     4.219147
-------------------------------------------------------------------------------
Durbin-Watson D Statistic     1.827
First Order Autocorrelation   0.080

>model educ=constant+wordsum+paeduc+papres16+sex
>estimate

Data for the following results were selected according to:
      educ<90 and paeduc<90 and wordsum<90

5 case(s) deleted due to missing data.

Dep Var: EDUC   N: 719   Multiple R: 0.618721   Squared multiple R: 0.382815
Adjusted squared multiple R: 0.379358   Standard error of estimate: 2.270464

Effect         Coefficient    Std Error     Std Coef Tolerance     t   P(2 Tail)
CONSTANT          8.266779     0.439853     0.000000   .       18.79440  0.00000
WORDSUM           0.550614     0.041338     0.411044  0.907690 13.31981  0.00000
PAEDUC            0.204384     0.022514     0.314164  0.721777  9.07819  0.00000
PAPRES16          0.008666     0.007048     0.041158  0.771386  1.22952  0.21928
SEX              -0.607067     0.170832    -0.104756  0.994709 -3.55359  0.00041

                             Analysis of Variance

Source             Sum-of-Squares   df  Mean-Square     F-ratio       P
Regression           2282.977191     4   570.744298  110.716490    0.000000
Residual             3680.675104   714     5.155007
-------------------------------------------------------------------------------
*** WARNING ***
Case         1381 is an outlier        (Studentized Residual =    -5.588342)

Durbin-Watson D Statistic     1.915
First Order Autocorrelation   0.041

>model prestige=constant+educ+wordsum+paeduc+papres16+sex
>estimate

Data for the following results were selected according to:
      educ<90 and paeduc<90 and wordsum<90

49 case(s) deleted due to missing data.

Dep Var: PRESTIGE   N: 675   Multiple R: 0.567514   Squared multiple R: 0.322072
Adjusted squared multiple R: 0.317005   Standard error of estimate: 12.333206

Effect         Coefficient    Std Error     Std Coef Tolerance     t   P(2 Tail)
CONSTANT          2.332017     2.987268     0.000000   .        0.78065  0.43528
EDUC              2.491493     0.212965     0.479234  0.603898 11.69906  0.00000
WORDSUM           0.830702     0.262192     0.118884  0.719712  3.16829  0.00160
PAEDUC            0.051207     0.136024     0.014929  0.644345  0.37646  0.70670
PAPRES16          0.036288     0.039828     0.033051  0.770103  0.91112  0.36256
SEX               0.264358     0.961973     0.008832  0.981048  0.27481  0.78355

                             Analysis of Variance

Source             Sum-of-Squares   df  Mean-Square     F-ratio       P
Regression           4.83445E+04     5  9668.901805   63.566040    0.000000
Residual             1.01760E+05   669   152.107979
-------------------------------------------------------------------------------
*** WARNING ***
Case         1381 has large leverage   (Leverage =     0.049942)

Durbin-Watson D Statistic     2.010
First Order Autocorrelation  -0.006
 


 

>rem case 1381 has no formal schooling (EDUC=0)



Last modified 16 Feb 2001