Run a multiple linear regression in SPSS, create a series of tables that depict the results. Test for multicollinearity in SPSS format a table and discuss findings.
stats | gcse |
1 | 1 |
1 | 1 |
1 | 3 |
2 | 3 |
2 | 3 |
2 | 4 |
2 | 5 |
3 | 1 |
3 | 2 |
3 | 3 |
3 | 3 |
3 | 4 |
3 | 4 |
4 | 2 |
4 | 2 |
4 | 2 |
5 | 3 |
5 | 3 |
5 | 5 |
5 | 6 |
6 | 4 |
6 | 5 |
6 | 4 |
6 | 4 |
6 | 4 |
Answer:
Given Table,
Stats | gcse |
1 | 1 |
1 | 1 |
1 | 3 |
2 | 3 |
2 | 3 |
2 | 4 |
2 | 5 |
3 | 1 |
3 | 2 |
3 | 3 |
3 | 3 |
3 | 4 |
3 | 4 |
4 | 2 |
4 | 2 |
4 | 2 |
5 | 3 |
5 | 3 |
5 | 5 |
5 | 6 |
6 | 4 |
6 | 5 |
6 | 4 |
6 | 4 |
6 | 4 |
Steps in SPSS:
Analyze--->Regression--->Linear--->Statistics--->Collinearity diagnostics:
Model | Un standardized Coefficient | Standardized Coefficient | t | sig. | Collinearity Statistics | ||
B | Std. Error | Beta | Tolerance | VIF | |||
1 (Constant) stats |
1.875 | .572 | .480 | 3.277 | .003 | 1.000 | 1.000 |
.375 | .143 | 2.625 | .015 |
Dependent Variable :gcse
To check Multi-Collinearity use VIF(Variance Inflation Factor).
If the VIF is equal to 1 there is no multi-Collinearity among factors.
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