Interpretation of multiple regression analysis results
Hi guys,
I need some help with data interpretation for my dissertation. Can anybody help ?
first set of data:
Second set of data:
Any help would be much appreciated
I need some help with data interpretation for my dissertation. Can anybody help ?
first set of data:
| SUMMARY OUTPUT | ||||||
| Regression Statistics | ||||||
| Multiple R | 0.973745851 | |||||
| R Square | 0.948180982 | |||||
| Adjusted R Square | 0.91363497 | |||||
| Standard Error | 13081.78749 | |||||
| Observations | 11 | |||||
| ANOVA | ||||||
| df | SS | MS | F | Significance F | ||
| Regression | 4 | 1.88E+10 | 4.7E+09 | 27.4469 | 0.000534949 | |
| Residual | 6 | 1.03E+09 | 1.71E+08 | |||
| Total | 10 | 1.98E+10 | ||||
| Coefficients | Standard Error | t Stat | P-value | Lower 95% | Upper 95% | |
| House price | -1106768.112 | 651086 | -1.69988 | 0.140063 | -2699918.236 | 486382.013 |
| GDP (£m) | 2.079862795 | 1.00623 | 2.066986 | 0.084238 | -0.382292851 | 4.54201844 |
| Income | -14.77101571 | 20.12389 | -0.734 | 0.490623 | -64.01240564 | 34.47037422 |
| Interest Rates(%) | -1434.272829 | 4989.369 | -0.28747 | 0.783426 | -13642.81779 | 10774.27213 |
| Population | 0.125028243 | 0.097794 | 1.278484 | 0.248304 | -0.114265421 | 0.364321907 |
Second set of data:
| SUMMARY OUTPUT | ||||||
| Regression Statistics | ||||||
| Multiple R | 0.854132974 | |||||
| R Square | 0.729543136 | |||||
| Adjusted R Square | 0.691804969 | |||||
| Standard Error | 295282.1834 | |||||
| Observations | 50 | |||||
| ANOVA | ||||||
| df | SS | MS | F | Significance F | ||
| Regression | 6 | 1.01E+13 | 1.69E+12 | 19.33171 | 8.96868E-11 | |
| Residual | 43 | 3.75E+12 | 8.72E+10 | |||
| Total | 49 | 1.39E+13 | ||||
| Coefficients | Standard Error | t Stat | P-value | Lower 95% | Upper 95% | |
| Intercept | 298329.5706 | 103143 | 2.892389 | 0.005977 | 90321.98691 | 506337.1543 |
| X Variable 1 | 14556.6727 | 100673.7 | 0.144593 | 0.885708 | -188471.1858 | 217584.5312 |
| X Variable 2 | 117970.1987 | 143478.2 | 0.822217 | 0.415489 | -171381.0868 | 407321.4842 |
| X Variable 3 | 393977.6551 | 130797.5 | 3.012118 | 0.004334 | 130199.2881 | 657756.0221 |
| X Variable 4 | 445028.2454 | 114036.5 | 3.902506 | 0.00033 | 215051.6604 | 675004.8305 |
| X Variable 5 | 190137.0486 | 162542.5 | 1.169768 | 0.248537 | -137661.1883 | 517935.2855 |
| X Variable 6 | 105651.5849 | 111070.6 | 0.951211 | 0.346813 | -118343.6237 | 329646.7935 |
Any help would be much appreciated
(edited 10 years ago)
Original post by ko100
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I don't think the data has been attached correctly.
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