APPENDIX 8: PERSON CORRELATION TEST
Correlations
TCDN_TB | TSTC_TB | LSTD_TB | VXH_TB | MQHNH_T B | Decision | ||
TCDN_T B | Pearson Correlation | 1 | -.096 | -.142 ** | .034 | .128 * | .111 * |
Sig. (2-tailed) | .070 | .007 | .519 | .016 | .037 | ||
N | 355 | 355 | 355 | 355 | 355 | 355 | |
TSTC_TB | Pearson Correlation | -.096 | 1 | .102 | .002 | .011 | .540 ** |
Sig. (2-tailed) | .070 | .055 | .964 | .838 | .000 | ||
N | 355 | 355 | 355 | 355 | 355 | 355 | |
LSTD_TB | Pearson Correlation | -.142 ** | .102 | 1 | -.091 | -.128 * | .236 ** |
Sig. (2-tailed) | .007 | .055 | .087 | .016 | .000 | ||
N | 355 | 355 | 355 | 355 | 355 | 355 | |
VXH_TB | Pearson Correlation | .034 | .002 | -.091 | 1 | .057 | -.015 |
Sig. (2-tailed) | .519 | .964 | .087 | .280 | .783 | ||
N | 355 | 355 | 355 | 355 | 355 | 355 | |
MQHNH_ TB | Pearson Correlation | .128 * | .011 | -.128 * | .057 | 1 | .289 ** |
Sig. (2-tailed) | .016 | .838 | .016 | .280 | .000 | ||
N | 355 | 355 | 355 | 355 | 355 | 355 | |
Decision | Pearson Correlation | .111 * | .540 ** | .236 ** | -.015 | .289 ** | 1 |
Sig. (2-tailed) | .037 | .000 | .000 | .783 | .000 | ||
N | 355 | 355 | 355 | 355 | 355 | 355 | |
**. Correlation is significant at the 0.01 level (2-tailed). | |||||||
*. Correlation is significant at the 0.05 level (2-tailed). | |||||||
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APPENDIX 9: BINARY LOGISTIC REGRESSION TEST
1ST INSPECTION
Omnibus Tests of Model Coefficients
Chi-square | df | Sig. | ||
Step 1 | Step | 226,493 | 5 | .000 |
Block | 226,493 | 5 | .000 | |
Model | 226,493 | 5 | .000 | |
Model Summary
Step | -2 Log likelihood | Cox & Snell R Square | Nagelkerke R Square |
1 | 206.370 a | .472 | .669 |
a. Estimation terminated at iteration number 7 because parameter estimates changed by less than .001. | |||
Classification Table a
Observed | Predicted | ||||
Decision | Percentage Correct | ||||
Loan denial | Loan Approval | ||||
Step 1 | Decision | Loan denial | 90 | 16 | 84.9 |
Loan Approval | 16 | 233 | 93.6 | ||
Overall Percentage | 91.0 | ||||
a. The cut value is .500 | |||||
Variables in the Equation
B | SE | Wald | df | Sig. | Exp(B) | ||
Step 1 a | TCDN_TB | 1,067 | .270 | 15,549 | 1 | .000 | 2,906 |
TSTC_TB | 2,414 | .293 | 67,818 | 1 | .000 | 11,174 | |
LSTD_TB | 1,499 | .264 | 32,339 | 1 | .000 | 4,479 | |
VXH_TB | -.224 | .208 | 1.155 | 1 | .283 | .800 | |
MQHNH_TB | 1,759 | .270 | 42,362 | 1 | .000 | 5.808 | |
Constant | -19.542 | 2,576 | 57,557 | 1 | .000 | .000 | |
a. Variable(s) entered on step 1: TCDN_TB, TSTC_TB, LSTD_TB, VXH_TB, MQHNH_TB. | |||||||
SECOND INSPECTION
Omnibus Tests of Model Coefficients
Chi-square | df | Sig. | ||
Step 1 | Step | 225,335 | 4 | .000 |
Block | 225,335 | 4 | .000 | |
Model | 225,335 | 4 | .000 | |
Model Summary
Step | -2 Log likelihood | Cox & Snell R Square | Nagelkerke R Square |
1 | 207,528 a | .470 | .667 |
a. Estimation terminated at iteration number 7 because parameter estimates changed by less than .001. | |||
Classification Table a
Observed | Predicted | ||||
Decision | Percentage Correct | ||||
Loan denial | Loan Approval | ||||
Step 1 | Decision | Loan denial | 87 | 19 | 82.1 |
Loan Approval | 16 | 233 | 93.6 | ||
Overall Percentage | 90.1 | ||||
a. The cut value is .500 | |||||
Variables in the Equation
B | SE | Wald | df | Sig. | Exp(B) | ||
Step 1 a | TCDN_TB | 1,010 | .263 | 14,802 | 1 | .000 | 2,746 |
TSTC_TB | 2,386 | .290 | 67,687 | 1 | .000 | 10,874 | |
LSTD_TB | 1,521 | .262 | 33,763 | 1 | .000 | 4,576 | |
MQHNH_TB | 1,739 | .268 | 42,048 | 1 | .000 | 5,690 | |
Constant | -19.975 | 2,541 | 61,791 | 1 | .000 | .000 | |
a. Variable(s) entered on step 1: TCDN_TB, TSTC_TB, LSTD_TB, MQHNH_TB. | |||||||





