Multiple Linear Regression - Estimated Regression Equation |
Pop[t] = -0.125547216990277 + 0.125002750324799Gender[t] + 0.131939818076267Standards[t] + 0.180852896225461Organization[t] -0.108880183613636Mistakes[t] -0.088318039357571Goals[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) | -0.125547216990277 | 0.700392 | -0.1793 | 0.859244 | 0.429622 |
Gender | 0.125002750324799 | 0.196521 | 0.6361 | 0.530745 | 0.265373 |
Standards | 0.131939818076267 | 0.122173 | 1.0799 | 0.2909 | 0.14545 |
Organization | 0.180852896225461 | 0.134968 | 1.34 | 0.192806 | 0.096403 |
Mistakes | -0.108880183613636 | 0.121102 | -0.8991 | 0.377542 | 0.188771 |
Goals | -0.088318039357571 | 0.105553 | -0.8367 | 0.411006 | 0.205503 |
Multiple Linear Regression - Regression Statistics | |
Multiple R | 0.378605691271687 |
R-squared | 0.143342269463312 |
Adjusted R-squared | -0.035128091065165 |
F-TEST (value) | 0.803171288716258 |
F-TEST (DF numerator) | 5 |
F-TEST (DF denominator) | 24 |
p-value | 0.558525338414916 |
Multiple Linear Regression - Residual Statistics | |
Residual Standard Deviation | 0.51625162313468 |
Sum Squared Residuals | 6.3963777213406 |
Multiple Linear Regression - Actuals, Interpolation, and Residuals | |||
Time or Index | Actuals | Interpolation Forecast | Residuals Prediction Error |
1 | 1 | 0.362684192018369 | 0.637315807981631 |
2 | 0 | 0.181831295792908 | -0.181831295792908 |
3 | 0 | 0.466273076201508 | -0.466273076201508 |
4 | 0 | 0.504032269088914 | -0.504032269088914 |
5 | 0 | 0.077068071743052 | -0.077068071743052 |
6 | 1 | 0.823762051142111 | 0.176237948857889 |
7 | 1 | 0.837387127646708 | 0.162612872353292 |
8 | 0 | 0.402089153226746 | -0.402089153226746 |
9 | 1 | 0.543437230297291 | 0.456562769702709 |
10 | 1 | 0.415714229731343 | 0.584285770268657 |
11 | 1 | 0.747349760985383 | 0.252650239014617 |
12 | 0 | 0.55037429804876 | -0.55037429804876 |
13 | 0 | 0.418434479972493 | -0.418434479972493 |
14 | 1 | 0.631755269654862 | 0.368244730345138 |
15 | 0 | 0.570713682270241 | -0.570713682270241 |
16 | 1 | 0.844324195398176 | 0.155675804601824 |
17 | 0 | 0.615409942909116 | -0.615409942909116 |
18 | 1 | 0.237581583747032 | 0.762418416252968 |
19 | 0 | 0.527091903551545 | -0.527091903551545 |
20 | 0 | 0.550151538014176 | -0.550151538014176 |
21 | 1 | 0.504032269088914 | 0.495967730911086 |
22 | 1 | 0.57765075002171 | 0.422349249978290 |
23 | 1 | 0.31626860407574 | 0.68373139592426 |
24 | 0 | 0.467347558121686 | -0.467347558121686 |
25 | 1 | 0.905143022748213 | 0.0948569772517865 |
26 | 1 | 0.570713682270241 | 0.429286317729759 |
27 | 0 | 0.554591115559079 | -0.554591115559079 |
28 | 0 | 0.510969336840383 | -0.510969336840383 |
29 | 1 | 0.554591115559079 | 0.445408884440921 |
30 | 1 | 0.731227194274221 | 0.268772805725779 |
Goldfeld-Quandt test for Heteroskedasticity | |||
p-values | Alternative Hypothesis | ||
breakpoint index | greater | 2-sided | less |
9 | 0.597939484945776 | 0.804121030108447 | 0.402060515054224 |
10 | 0.547199209467708 | 0.905601581064585 | 0.452800790532292 |
11 | 0.418155892612256 | 0.836311785224513 | 0.581844107387744 |
12 | 0.336935131211402 | 0.673870262422805 | 0.663064868788598 |
13 | 0.260974195282527 | 0.521948390565053 | 0.739025804717473 |
14 | 0.184335422950306 | 0.368670845900612 | 0.815664577049694 |
15 | 0.219421766918546 | 0.438843533837091 | 0.780578233081454 |
16 | 0.152563828699617 | 0.305127657399235 | 0.847436171300383 |
17 | 0.198780005539527 | 0.397560011079053 | 0.801219994460473 |
18 | 0.246835260155120 | 0.493670520310241 | 0.75316473984488 |
19 | 0.203064385041612 | 0.406128770083225 | 0.796935614958388 |
20 | 0.494002639532341 | 0.988005279064682 | 0.505997360467659 |
21 | 0.494113942595624 | 0.988227885191249 | 0.505886057404376 |
Meta Analysis of Goldfeld-Quandt test for Heteroskedasticity | |||
Description | # significant tests | % significant tests | OK/NOK |
1% type I error level | 0 | 0 | OK |
5% type I error level | 0 | 0 | OK |
10% type I error level | 0 | 0 | OK |