Multiple Linear Regression - Estimated Regression Equation |
Learning[t] = -25.0502944996332 + 0.835228820194156Connected[t] + 0.316316527346005Separate[t] + 0.30523886686134Software[t] + 0.0923332609152583Happiness[t] -0.252127439604043Depression[t] + 0.183095606876437Belonging[t] -0.298838505205408Belonging_Final[t] + e[t] |
Multiple Linear Regression - Ordinary Least Squares | |||||
Variable | Parameter | S.D. | T-STAT H0: parameter = 0 | 2-tail p-value | 1-tail p-value |
(Intercept) | -25.0502944996332 | 29.962779 | -0.836 | 0.556698 | 0.278349 |
Connected | 0.835228820194156 | 0.784156 | 1.0651 | 0.479929 | 0.239964 |
Separate | 0.316316527346005 | 0.415828 | 0.7607 | 0.586001 | 0.293001 |
Software | 0.30523886686134 | 0.545434 | 0.5596 | 0.675194 | 0.337597 |
Happiness | 0.0923332609152583 | 0.525552 | 0.1757 | 0.889283 | 0.444642 |
Depression | -0.252127439604043 | 0.225474 | -1.1182 | 0.464509 | 0.232254 |
Belonging | 0.183095606876437 | 0.286651 | 0.6387 | 0.638133 | 0.319066 |
Belonging_Final | -0.298838505205408 | 0.482867 | -0.6189 | 0.647192 | 0.323596 |
Multiple Linear Regression - Regression Statistics | |
Multiple R | 0.982367301396426 |
R-squared | 0.965045514852896 |
Adjusted R-squared | 0.720364118823172 |
F-TEST (value) | 3.9440902762205 |
F-TEST (DF numerator) | 7 |
F-TEST (DF denominator) | 1 |
p-value | 0.36995359696414 |
Multiple Linear Regression - Residual Statistics | |
Residual Standard Deviation | 1.182446364908 |
Sum Squared Residuals | 1.39817940588414 |
Multiple Linear Regression - Actuals, Interpolation, and Residuals | |||
Time or Index | Actuals | Interpolation Forecast | Residuals Prediction Error |
1 | 16 | 16.4669512966246 | -0.466951296624549 |
2 | 14 | 13.2035062182192 | 0.796493781780773 |
3 | 10 | 10.4627118993026 | -0.462711899302641 |
4 | 17 | 17.1625678027355 | -0.162567802735492 |
5 | 13 | 12.7585951085486 | 0.241404891451398 |
6 | 15 | 14.6200348558324 | 0.379965144167645 |
7 | 16 | 15.8976944451218 | 0.102305554878165 |
8 | 12 | 12.1978280740413 | -0.197828074041278 |
9 | 13 | 13.230110299574 | -0.23011029957402 |