| Multiple Linear Regression - Estimated Regression Equation |
| DoubtsAboutActions[t] = + 13.7755021771417 -0.205953277107087Gen[t] + 0.0223981615071569ParentalExpectations[t] -0.000526927467739707ParentalCritism[t] -0.039162295223845PersonalStandards[t] -0.183120820978697Popularity[t] + 0.032976677326881KnowingPeople[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) | 13.7755021771417 | 2.447909 | 5.6275 | 0 | 0 |
| Gen | -0.205953277107087 | 0.696943 | -0.2955 | 0.76848 | 0.38424 |
| ParentalExpectations | 0.0223981615071569 | 0.120446 | 0.186 | 0.853013 | 0.426507 |
| ParentalCritism | -0.000526927467739707 | 0.161517 | -0.0033 | 0.997406 | 0.498703 |
| PersonalStandards | -0.039162295223845 | 0.08501 | -0.4607 | 0.646457 | 0.323229 |
| Popularity | -0.183120820978697 | 0.130754 | -1.4005 | 0.16578 | 0.08289 |
| KnowingPeople | 0.032976677326881 | 0.121066 | 0.2724 | 0.786127 | 0.393064 |
| Multiple Linear Regression - Regression Statistics | |
| Multiple R | 0.191864976857339 |
| R-squared | 0.0368121693444672 |
| Adjusted R-squared | -0.0457467875688642 |
| F-TEST (value) | 0.445889467609333 |
| F-TEST (DF numerator) | 6 |
| F-TEST (DF denominator) | 70 |
| p-value | 0.845498890796329 |
| Multiple Linear Regression - Residual Statistics | |
| Residual Standard Deviation | 2.92373858652028 |
| Sum Squared Residuals | 598.377312561533 |
| Multiple Linear Regression - Actuals, Interpolation, and Residuals | |||
| Time or Index | Actuals | Interpolation Forecast | Residuals Prediction Error |
| 1 | 9 | 11.1807454924989 | -2.1807454924989 |
| 2 | 9 | 10.9896659441101 | -1.98966594411007 |
| 3 | 9 | 10.7810973080432 | -1.78109730804324 |
| 4 | 8 | 11.1183075983466 | -3.11830759834658 |
| 5 | 14 | 11.5829523448169 | 2.41704765518312 |
| 6 | 14 | 11.1055243103595 | 2.89447568964045 |
| 7 | 15 | 10.8470013374195 | 4.15299866258051 |
| 8 | 11 | 11.6240557461072 | -0.624055746107171 |
| 9 | 14 | 12.5329763807663 | 1.46702361923371 |
| 10 | 8 | 11.3441583577658 | -3.34415835776581 |
| 11 | 16 | 11.4776005326683 | 4.52239946733166 |
| 12 | 11 | 11.1150868945530 | -0.115086894552985 |
| 13 | 7 | 10.8127469827062 | -3.81274698270621 |
| 14 | 9 | 10.9325176636808 | -1.93251766368078 |
| 15 | 16 | 11.0180393742019 | 4.98196062579812 |
| 16 | 10 | 10.9818241801031 | -0.98182418010312 |
| 17 | 14 | 10.8915626484827 | 3.10843735151727 |
| 18 | 11 | 12.0372409325177 | -1.03724093251770 |
| 19 | 6 | 11.2270570479193 | -5.22705704791931 |
| 20 | 12 | 10.1970408115128 | 1.80295918848717 |
| 21 | 14 | 11.0561753183202 | 2.94382468167983 |
| 22 | 13 | 11.2742736674490 | 1.72572633255103 |
| 23 | 14 | 11.4046645216225 | 2.59533547837748 |
| 24 | 10 | 10.5747423982223 | -0.574742398222309 |
| 25 | 14 | 11.0087152658786 | 2.99128473412144 |
| 26 | 8 | 11.1324952512227 | -3.13249525122268 |
| 27 | 10 | 10.4135854441295 | -0.413585444129536 |
| 28 | 9 | 11.2006756204719 | -2.20067562047187 |
| 29 | 9 | 10.5315508975221 | -1.53155089752209 |
| 30 | 15 | 11.9720466760916 | 3.02795332390843 |
| 31 | 12 | 10.3211357867537 | 1.6788642132463 |
| 32 | 14 | 11.0127133807480 | 2.98728661925205 |
| 33 | 11 | 12.1563450754592 | -1.15634507545924 |
| 34 | 12 | 11.8933824331084 | 0.106617566891626 |
| 35 | 13 | 11.1172439297015 | 1.88275607029854 |
| 36 | 14 | 11.0577172118834 | 2.94228278811659 |
| 37 | 15 | 11.6896285439088 | 3.31037145609120 |
| 38 | 11 | 10.6821530329031 | 0.317846967096896 |
| 39 | 9 | 11.8698810913882 | -2.86988109138823 |
| 40 | 8 | 10.6653682450170 | -2.66536824501696 |
| 41 | 10 | 10.7213153281269 | -0.721315328126949 |
| 42 | 10 | 11.0492123675250 | -1.04921236752504 |
| 43 | 10 | 10.3268147103718 | -0.326814710371836 |
| 44 | 9 | 11.7007616138842 | -2.70076161388419 |
| 45 | 13 | 11.0089897893975 | 1.99101021060251 |
| 46 | 8 | 10.8816604117538 | -2.88166041175379 |
| 47 | 10 | 10.6814037483851 | -0.681403748385116 |
| 48 | 11 | 10.586679339395 | 0.413320660604996 |
| 49 | 10 | 11.1040987467508 | -1.10409874675078 |
| 50 | 16 | 11.6103403111615 | 4.3896596888385 |
| 51 | 11 | 11.8908143732287 | -0.890814373228665 |
| 52 | 6 | 10.8714550592872 | -4.87145505928718 |
| 53 | 9 | 12.1431954737796 | -3.14319547377956 |
| 54 | 20 | 11.4051856438499 | 8.59481435615008 |
| 55 | 12 | 11.1988680515686 | 0.801131948431438 |
| 56 | 9 | 10.8490657397215 | -1.84906573972145 |
| 57 | 14 | 10.8042299051393 | 3.19577009486072 |
| 58 | 8 | 11.8838548081750 | -3.88385480817496 |
| 59 | 7 | 11.4623285400194 | -4.4623285400194 |
| 60 | 11 | 11.5390737238544 | -0.539073723854375 |
| 61 | 14 | 11.9410981686288 | 2.05890183137123 |
| 62 | 14 | 11.9010285738741 | 2.09897142612588 |
| 63 | 9 | 10.5312349420945 | -1.53123494209454 |
| 64 | 16 | 11.4700412025505 | 4.52995879744951 |
| 65 | 13 | 10.9696402192414 | 2.03035978075858 |
| 66 | 13 | 11.9558818695002 | 1.04411813049978 |
| 67 | 8 | 11.9264315100929 | -3.92643151009285 |
| 68 | 9 | 11.7948590690610 | -2.79485906906103 |
| 69 | 11 | 11.3679672958837 | -0.367967295883691 |
| 70 | 8 | 10.8660373815593 | -2.86603738155928 |
| 71 | 7 | 10.3247070005009 | -3.32470700050088 |
| 72 | 11 | 11.3671496032191 | -0.367149603219146 |
| 73 | 9 | 12.6719755695628 | -3.67197556956278 |
| 74 | 16 | 11.4164141878630 | 4.58358581213701 |
| 75 | 13 | 10.8818609473565 | 2.11813905264355 |
| 76 | 12 | 11.9113965448716 | 0.088603455128375 |
| 77 | 9 | 10.1512325483833 | -1.15123254838327 |
| Goldfeld-Quandt test for Heteroskedasticity | |||
| p-values | Alternative Hypothesis | ||
| breakpoint index | greater | 2-sided | less |
| 10 | 0.855109518745768 | 0.289780962508465 | 0.144890481254232 |
| 11 | 0.88498923679557 | 0.230021526408858 | 0.115010763204429 |
| 12 | 0.807760757776771 | 0.384478484446457 | 0.192239242223229 |
| 13 | 0.770930882224122 | 0.458138235551757 | 0.229069117775878 |
| 14 | 0.700212061688573 | 0.599575876622853 | 0.299787938311427 |
| 15 | 0.8375969437562 | 0.324806112487601 | 0.162403056243800 |
| 16 | 0.785102379339561 | 0.429795241320878 | 0.214897620660439 |
| 17 | 0.738086056753338 | 0.523827886493323 | 0.261913943246661 |
| 18 | 0.73890131199184 | 0.522197376016321 | 0.261098688008161 |
| 19 | 0.850140131079466 | 0.299719737841068 | 0.149859868920534 |
| 20 | 0.820767628743872 | 0.358464742512257 | 0.179232371256128 |
| 21 | 0.829164576141551 | 0.341670847716897 | 0.170835423858449 |
| 22 | 0.780102231070322 | 0.439795537859356 | 0.219897768929678 |
| 23 | 0.769262151996122 | 0.461475696007757 | 0.230737848003878 |
| 24 | 0.71067862316751 | 0.578642753664981 | 0.289321376832491 |
| 25 | 0.704879666811613 | 0.590240666376774 | 0.295120333188387 |
| 26 | 0.695080848806977 | 0.609838302386046 | 0.304919151193023 |
| 27 | 0.624945052432381 | 0.750109895135238 | 0.375054947567619 |
| 28 | 0.586554554444691 | 0.826890891110618 | 0.413445445555309 |
| 29 | 0.522326077459781 | 0.955347845080438 | 0.477673922540219 |
| 30 | 0.499634972563158 | 0.999269945126316 | 0.500365027436842 |
| 31 | 0.472567735376417 | 0.945135470752834 | 0.527432264623583 |
| 32 | 0.458999705234456 | 0.917999410468912 | 0.541000294765544 |
| 33 | 0.411955610412770 | 0.823911220825539 | 0.58804438958723 |
| 34 | 0.349567670370847 | 0.699135340741693 | 0.650432329629154 |
| 35 | 0.310894439193823 | 0.621788878387645 | 0.689105560806177 |
| 36 | 0.312672622895163 | 0.625345245790327 | 0.687327377104837 |
| 37 | 0.329677878099482 | 0.659355756198963 | 0.670322121900518 |
| 38 | 0.269875156391553 | 0.539750312783106 | 0.730124843608447 |
| 39 | 0.255105699031027 | 0.510211398062055 | 0.744894300968973 |
| 40 | 0.254862937565469 | 0.509725875130939 | 0.74513706243453 |
| 41 | 0.201729808766646 | 0.403459617533293 | 0.798270191233354 |
| 42 | 0.160355186587087 | 0.320710373174173 | 0.839644813412913 |
| 43 | 0.120425032224297 | 0.240850064448594 | 0.879574967775703 |
| 44 | 0.113164069217640 | 0.226328138435279 | 0.88683593078236 |
| 45 | 0.0948748936428449 | 0.189749787285690 | 0.905125106357155 |
| 46 | 0.0940279773557078 | 0.188055954711416 | 0.905972022644292 |
| 47 | 0.0679796263084104 | 0.135959252616821 | 0.93202037369159 |
| 48 | 0.0473807284057948 | 0.0947614568115897 | 0.952619271594205 |
| 49 | 0.0332710448866087 | 0.0665420897732174 | 0.966728955113391 |
| 50 | 0.049151938645239 | 0.098303877290478 | 0.950848061354761 |
| 51 | 0.0343392830483914 | 0.0686785660967829 | 0.965660716951609 |
| 52 | 0.0635592762675457 | 0.127118552535091 | 0.936440723732454 |
| 53 | 0.078039806019626 | 0.156079612039252 | 0.921960193980374 |
| 54 | 0.474779273053443 | 0.949558546106885 | 0.525220726946557 |
| 55 | 0.399744500030769 | 0.799489000061539 | 0.60025549996923 |
| 56 | 0.334438299798643 | 0.668876599597287 | 0.665561700201357 |
| 57 | 0.343650213685535 | 0.68730042737107 | 0.656349786314465 |
| 58 | 0.340332627680075 | 0.68066525536015 | 0.659667372319925 |
| 59 | 0.36905348279142 | 0.73810696558284 | 0.63094651720858 |
| 60 | 0.347744030047959 | 0.695488060095917 | 0.652255969952041 |
| 61 | 0.66435754843678 | 0.671284903126439 | 0.335642451563219 |
| 62 | 0.58186062574621 | 0.83627874850758 | 0.41813937425379 |
| 63 | 0.585996981089957 | 0.828006037820087 | 0.414003018910043 |
| 64 | 0.528863394332132 | 0.942273211335735 | 0.471136605667868 |
| 65 | 0.585822435046546 | 0.828355129906908 | 0.414177564953454 |
| 66 | 0.454087887384319 | 0.908175774768639 | 0.545912112615681 |
| 67 | 0.315652477428456 | 0.631304954856912 | 0.684347522571544 |
| 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 | 4 | 0.0689655172413793 | OK |
