Immigration Logistic Regression Example using WebStats/SPSS Syntax
Total number of cases: 1402 (Unweighted)
Number of selected cases: 1402
Number of unselected cases: 0
Number of selected cases: 1402
Number rejected because of missing data: 243
Number of cases included in the analysis: 1159
Dependent Variable Encoding:
Original Internal
Value Value
0 0
1 1
Dependent Variable.. Q6 6. Do you think Canada should accept more, few
er, or about the same number of immigrants as we accept now?
Beginning Block Number 0. Initial Log Likelihood Function
-2 Log Likelihood 1570.9754
* Constant is included in the model.
Beginning Block Number 1. Method: Enter
Variable(s) Entered on Step Number
1.. Q3 3. Are you... worried about you or a member of your family f
inding or keeping a stable, full-time job?
Q38 38. Over the next decade, do you think that it is .. likely.
.. reduce prejudice against ethnic and racial minorities?
Q42 42. What is the highest level of education you have reached?
Q45 45. Total annual income, before taxes and deductions
Estimation terminated at iteration number 3 because
parameter estimates changed by less than .001
-2 Log Likelihood 1514.532
Goodness of Fit 1156.755
Chi-Square df Significance
Model Chi-Square 56.444 4 .0000
Improvement 56.444 4 .0000
Classification Table for Q6
Predicted
Fewer More/Same Percent Correct
F | M
Observed +----------+----------+
Fewer F | 147 | 331 | 30.75%
+----------+----------+
More/Same M | 132 | 549 | 80.62%
+----------+----------+
Overall 60.05%
---------------------- Variables in the Equation -----------------------
Variable B S.E. Wald df Sig R Exp(B)
Q3 -.1430 .0587 5.9373 1 .0148 -.0501 .8667
Q38 .2568 .0758 11.4604 1 .0007 .0776 1.2927
Q42 .4161 .0784 28.1860 1 .0000 .1291 1.5160
Q45 .0177 .0377 .2201 1 .6390 .0000 1.0179
Constant -.8656 .2527 11.7350 1 .0006
BACK