Urgent Individual Assignment on Logistic Regression

Logistic Regression

Case Processing Summary

Unweighted Casesa N Percent

Selected Cases Included in Analysis

Missing Cases

Total

Unselected Cases

Total

3 4 8 1 0 0 . 0

0 . 0

3 4 8 1 0 0 . 0

0 . 0

3 4 8 1 0 0 . 0

If weight is in effect, see classification table for the total number of cases.a.

Dependent Variable Encoding

Original Value Internal Value

0

1

0

1

Block 0: Beginning Block

Classification Tablea,b

Observed

Predicted

PAST DUE Percentage Correct0 1

Step 0 PAST DUE 0

1

Overall Percentage

1 9 8 0 1 0 0 . 0

1 5 0 0 . 0

5 6 . 9

Constant is included in the model.a.

The cut value is .500b.

Variables in the Equation

B S.E. Wald d f Sig. Exp(B)

Step 0 Constant - . 2 7 8 . 1 0 8 6 . 5 7 8 1 . 0 1 0 . 7 5 8

Page 1

Variables not in the Equation

Score d f Sig.

Step 0 Variables CBSCORE

DEBT

GROSS INC

LOAN AMT

Overall Statistics

38.886 1 . 0 0 0

. 4 8 8 1 . 4 8 5

7 . 4 3 4 1 . 0 0 6

20.174 1 . 0 0 0

58.080 4 . 0 0 0

Block 1: Method = Forward Stepwise (Likelihood Ratio)

Omnibus Tests of Model Coefficients

Chi-square d f Sig.

Step 1 Step

Block

Model

Step 2 Step

Block

Model

41.057 1 . 0 0 0

41.057 1 . 0 0 0

41.057 1 . 0 0 0

21.188 1 . 0 0 0

62.246 2 . 0 0 0

62.246 2 . 0 0 0

Model Summary

Step -2 Log

likelihood Cox & Snell R

Square Nagelkerke R

Square

1

2

434.731 a . 1 1 1 . 1 4 9

413.543 a . 1 6 4 . 2 2 0

Estimation terminated at iteration number 4 because parameter estimates changed by less than .001.

a.

Page 2

Classification Tablea

Observed

Predicted

PAST DUE Percentage Correct0 1

Step 1 PAST DUE 0

1

Overall Percentage

Step 2 PAST DUE 0

1

Overall Percentage

1 5 5 4 3 7 8 . 3

7 5 7 5 5 0 . 0

6 6 . 1

1 5 9 3 9 8 0 . 3

6 3 8 7 5 8 . 0

7 0 . 7

The cut value is .500a.

Variables in the Equation

B S.E. Wald d f Sig. Exp(B)

Step 1a CBSCORE

Constant

Step 2b CBSCORE

LOAN AMT

Constant

- . 0 1 6 . 0 0 3 34.819 1 . 0 0 0 . 9 8 4

10.908 1 . 8 9 6 33.118 1 . 0 0 0 54626.716

- . 0 1 7 . 0 0 3 35.229 1 . 0 0 0 . 9 8 3

. 0 0 0 . 0 0 0 19.907 1 . 0 0 0 1 . 0 0 0

10.645 1 . 9 5 7 29.578 1 . 0 0 0 41985.468

Variable(s) entered on step 1: CBSCORE.a.

Variable(s) entered on step 2: LOAN AMT.b.

Model if Term Removed

Variable Model Log Likelihood

Change in -2 Log Likelihood d f

Sig. of the Change

Step 1 CBSCORE

Step 2 CBSCORE

LOAN AMT

- 2 3 7 . 8 9 4 41.057 1 . 0 0 0

- 2 2 7 . 7 2 0 41.898 1 . 0 0 0

- 2 1 7 . 3 6 6 21.188 1 . 0 0 0

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Variables not in the Equation

Score d f Sig.

Step 1 Variables DEBT

GROSS INC

LOAN AMT

Overall Statistics

Step 2 Variables DEBT

GROSS INC

Overall Statistics

. 0 0 3 1 . 9 5 9

6 . 7 3 1 1 . 0 0 9

20.910 1 . 0 0 0

21.703 3 . 0 0 0

. 3 3 3 1 . 5 6 4

. 6 0 4 1 . 4 3 7

. 8 1 2 2 . 6 6 6

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