| Multiple Linear Regression - Estimated Regression Equation |
| CorrectAnalysis[t] = + 0.0111810312008449 + 0.0717340235328285UseLimit[t] -0.160116116495765T20[t] + 0.23269167294403Used[t] -0.00131394730644983Useful[t] -0.0333932250330905Outcome[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) | 0.0111810312008449 | 0.03497 | 0.3197 | 0.750246 | 0.375123 |
| UseLimit | 0.0717340235328285 | 0.04894 | 1.4658 | 0.147766 | 0.073883 |
| T20 | -0.160116116495765 | 0.057895 | -2.7656 | 0.007475 | 0.003738 |
| Used | 0.23269167294403 | 0.058345 | 3.9882 | 0.000178 | 8.9e-05 |
| Useful | -0.00131394730644983 | 0.064368 | -0.0204 | 0.983779 | 0.49189 |
| Outcome | -0.0333932250330905 | 0.05074 | -0.6581 | 0.512899 | 0.256449 |
| Multiple Linear Regression - Regression Statistics | |
| Multiple R | 0.496891729046193 |
| R-squared | 0.246901390394515 |
| Adjusted R-squared | 0.186167631555363 |
| F-TEST (value) | 4.06530725437909 |
| F-TEST (DF numerator) | 5 |
| F-TEST (DF denominator) | 62 |
| p-value | 0.00295637769706292 |
| Multiple Linear Regression - Residual Statistics | |
| Residual Standard Deviation | 0.186634929692377 |
| Sum Squared Residuals | 2.15962101283926 |
| Multiple Linear Regression - Actuals, Interpolation, and Residuals | |||
| Time or Index | Actuals | Interpolation Forecast | Residuals Prediction Error |
| 1 | 0 | -0.0222121938322455 | 0.0222121938322455 |
| 2 | 0 | 0.0503633626160197 | -0.0503633626160197 |
| 3 | 0 | 0.0111810312008449 | -0.0111810312008449 |
| 4 | 0 | -0.0222121938322459 | 0.0222121938322459 |
| 5 | 0 | 0.0816011074272236 | -0.0816011074272236 |
| 6 | 0 | -0.14893508529492 | 0.14893508529492 |
| 7 | 0 | 0.00986708389439507 | -0.00986708389439507 |
| 8 | 0 | 0.0111810312008449 | -0.0111810312008449 |
| 9 | 0 | -0.0772010617620914 | 0.0772010617620914 |
| 10 | 0 | 0.0495218297005829 | -0.0495218297005829 |
| 11 | 0 | -0.0772010617620914 | 0.0772010617620914 |
| 12 | 0 | 0.0111810312008449 | -0.0111810312008449 |
| 13 | 0 | 0.0111810312008449 | -0.0111810312008449 |
| 14 | 0 | -0.0222121938322456 | 0.0222121938322456 |
| 15 | 0 | 0.0495218297005829 | -0.0495218297005829 |
| 16 | 0 | 0.0829150547336734 | -0.0829150547336734 |
| 17 | 0 | 0.0111810312008449 | -0.0111810312008449 |
| 18 | 0 | 0.0111810312008449 | -0.0111810312008449 |
| 19 | 0 | 0.0837565876491103 | -0.0837565876491103 |
| 20 | 0 | 0.0829150547336734 | -0.0829150547336734 |
| 21 | 0 | 0.0111810312008449 | -0.0111810312008449 |
| 22 | 0 | 0.155490611181939 | -0.155490611181939 |
| 23 | 0 | 0.0111810312008449 | -0.0111810312008449 |
| 24 | 0 | 0.0829150547336734 | -0.0829150547336734 |
| 25 | 0 | 0.0824426403426605 | -0.0824426403426605 |
| 26 | 0 | -0.14893508529492 | 0.14893508529492 |
| 27 | 0 | 0.243872704144875 | -0.243872704144875 |
| 28 | 0 | 0.0837565876491103 | -0.0837565876491103 |
| 29 | 0 | 0.0111810312008449 | -0.0111810312008449 |
| 30 | 0 | 0.0111810312008449 | -0.0111810312008449 |
| 31 | 0 | 0.0495218297005829 | -0.0495218297005829 |
| 32 | 0 | 0.0111810312008449 | -0.0111810312008449 |
| 33 | 0 | 0.0829150547336734 | -0.0829150547336734 |
| 34 | 0 | 0.0495218297005829 | -0.0495218297005829 |
| 35 | 0 | 0.0111810312008449 | -0.0111810312008449 |
| 36 | 0 | 0.0111810312008449 | -0.0111810312008449 |
| 37 | 0 | 0.155490611181939 | -0.155490611181939 |
| 38 | 0 | 0.280899555338163 | -0.280899555338163 |
| 39 | 0 | -0.0222121938322456 | 0.0222121938322456 |
| 40 | 0 | -0.0772010617620914 | 0.0772010617620914 |
| 41 | 0 | 0.0816011074272236 | -0.0816011074272236 |
| 42 | 0 | -0.0222121938322456 | 0.0222121938322456 |
| 43 | 0 | 0.0111810312008449 | -0.0111810312008449 |
| 44 | 0 | 0.0495218297005829 | -0.0495218297005829 |
| 45 | 0 | 0.0111810312008449 | -0.0111810312008449 |
| 46 | 0 | 0.0495218297005829 | -0.0495218297005829 |
| 47 | 0 | 0.243872704144875 | -0.243872704144875 |
| 48 | 0 | 0.0111810312008449 | -0.0111810312008449 |
| 49 | 0 | 0.0111810312008449 | -0.0111810312008449 |
| 50 | 0 | 0.0111810312008449 | -0.0111810312008449 |
| 51 | 0 | 0.209165531805335 | -0.209165531805335 |
| 52 | 0 | 0.04904941530957 | -0.04904941530957 |
| 53 | 0 | -0.14893508529492 | 0.14893508529492 |
| 54 | 0 | 0.0829150547336734 | -0.0829150547336734 |
| 55 | 1 | 0.282213502644613 | 0.717786497355387 |
| 56 | 0 | 0.122097386148848 | -0.122097386148848 |
| 57 | 0 | 0.0111810312008449 | -0.0111810312008449 |
| 58 | 0 | -0.0235261411386954 | 0.0235261411386954 |
| 59 | 0 | 0.00986708389439507 | -0.00986708389439507 |
| 60 | 0 | -0.110594286795182 | 0.110594286795182 |
| 61 | 0 | 0.155490611181939 | -0.155490611181939 |
| 62 | 0 | -0.14893508529492 | 0.14893508529492 |
| 63 | 0 | 0.0111810312008449 | -0.0111810312008449 |
| 64 | 0 | -0.0235261411386954 | 0.0235261411386954 |
| 65 | 0 | -0.0222121938322456 | 0.0222121938322456 |
| 66 | 1 | 0.315606727677703 | 0.684393272322297 |
| 67 | 1 | 0.242558756838425 | 0.757441243161575 |
| 68 | 0 | 0.243872704144875 | -0.243872704144875 |
| Goldfeld-Quandt test for Heteroskedasticity | |||
| p-values | Alternative Hypothesis | ||
| breakpoint index | greater | 2-sided | less |
| 9 | 0 | 0 | 1 |
| 10 | 0 | 0 | 1 |
| 11 | 0 | 0 | 1 |
| 12 | 0 | 0 | 1 |
| 13 | 0 | 0 | 1 |
| 14 | 0 | 0 | 1 |
| 15 | 0 | 0 | 1 |
| 16 | 0 | 0 | 1 |
| 17 | 0 | 0 | 1 |
| 18 | 0 | 0 | 1 |
| 19 | 0 | 0 | 1 |
| 20 | 0 | 0 | 1 |
| 21 | 0 | 0 | 1 |
| 22 | 0 | 0 | 1 |
| 23 | 0 | 0 | 1 |
| 24 | 0 | 0 | 1 |
| 25 | 0 | 0 | 1 |
| 26 | 0 | 0 | 1 |
| 27 | 0 | 0 | 1 |
| 28 | 0 | 0 | 1 |
| 29 | 0 | 0 | 1 |
| 30 | 0 | 0 | 1 |
| 31 | 0 | 0 | 1 |
| 32 | 0 | 0 | 1 |
| 33 | 0 | 0 | 1 |
| 34 | 0 | 0 | 1 |
| 35 | 0 | 0 | 1 |
| 36 | 0 | 0 | 1 |
| 37 | 0 | 0 | 1 |
| 38 | 0 | 0 | 1 |
| 39 | 0 | 0 | 1 |
| 40 | 0 | 0 | 1 |
| 41 | 0 | 0 | 1 |
| 42 | 0 | 0 | 1 |
| 43 | 0 | 0 | 1 |
| 44 | 0 | 0 | 1 |
| 45 | 0 | 0 | 1 |
| 46 | 0 | 0 | 1 |
| 47 | 0 | 0 | 1 |
| 48 | 0 | 0 | 1 |
| 49 | 0 | 0 | 1 |
| 50 | 0 | 0 | 1 |
| 51 | 0 | 0 | 1 |
| 52 | 0 | 0 | 1 |
| 53 | 0 | 0 | 1 |
| 54 | 0 | 0 | 1 |
| 55 | 1.41420829054688e-05 | 2.82841658109376e-05 | 0.999985857917094 |
| 56 | 8.65608896670868e-06 | 1.73121779334174e-05 | 0.999991343911033 |
| 57 | 2.68850259598178e-06 | 5.37700519196357e-06 | 0.999997311497404 |
| 58 | 9.44655799699135e-07 | 1.88931159939827e-06 | 0.9999990553442 |
| 59 | 7.61066347239766e-06 | 1.52213269447953e-05 | 0.999992389336528 |
| Meta Analysis of Goldfeld-Quandt test for Heteroskedasticity | |||
| Description | # significant tests | % significant tests | OK/NOK |
| 1% type I error level | 51 | 1 | NOK |
| 5% type I error level | 51 | 1 | NOK |
| 10% type I error level | 51 | 1 | NOK |
