Multiple Linear Regression - Estimated Regression Equation |
PStress[t] = + 8.27819374754516 -0.0998455093402849AGE[t] -0.0296434868412883BelInSprt[t] + 0.18758282353857KunnenRekRel[t] -0.147444084185755ExtraCurAct[t] -0.0155460018121020VerandVorigJr[t] -0.049878292885695VerwOuders[t] + 0.0277617502408969KenStudenten[t] + 0.40099080714446Depressie[t] -0.195498581354292Slaapgebrek[t] + 0.22382136308123Toekomstzorgen[t] + 0.0934682172168758Rookgedrag[t] -0.131850122994891MateAlcCon[t] + 0.236074957597958MateGEzGevarEten[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) | 8.27819374754516 | 2.598816 | 3.1854 | 0.001816 | 0.000908 |
AGE | -0.0998455093402849 | 0.071276 | -1.4008 | 0.163682 | 0.081841 |
BelInSprt | -0.0296434868412883 | 0.018261 | -1.6234 | 0.106974 | 0.053487 |
KunnenRekRel | 0.18758282353857 | 0.11226 | 1.671 | 0.09717 | 0.048585 |
ExtraCurAct | -0.147444084185755 | 0.133048 | -1.1082 | 0.269853 | 0.134926 |
VerandVorigJr | -0.0155460018121020 | 0.102639 | -0.1515 | 0.879849 | 0.439925 |
VerwOuders | -0.049878292885695 | 0.05016 | -0.9944 | 0.32191 | 0.160955 |
KenStudenten | 0.0277617502408969 | 0.050472 | 0.55 | 0.583248 | 0.291624 |
Depressie | 0.40099080714446 | 0.065214 | 6.1488 | 0 | 0 |
Slaapgebrek | -0.195498581354292 | 0.097284 | -2.0096 | 0.04658 | 0.02329 |
Toekomstzorgen | 0.22382136308123 | 0.118947 | 1.8817 | 0.06215 | 0.031075 |
Rookgedrag | 0.0934682172168758 | 0.186832 | 0.5003 | 0.617737 | 0.308868 |
MateAlcCon | -0.131850122994891 | 0.251493 | -0.5243 | 0.600998 | 0.300499 |
MateGEzGevarEten | 0.236074957597958 | 0.338943 | 0.6965 | 0.487377 | 0.243688 |
Multiple Linear Regression - Regression Statistics | |
Multiple R | 0.628342873454682 |
R-squared | 0.394814766621287 |
Adjusted R-squared | 0.333350641356261 |
F-TEST (value) | 6.42349931637188 |
F-TEST (DF numerator) | 13 |
F-TEST (DF denominator) | 128 |
p-value | 2.96510604957945e-09 |
Multiple Linear Regression - Residual Statistics | |
Residual Standard Deviation | 1.94846738382742 |
Sum Squared Residuals | 485.955218667425 |
Multiple Linear Regression - Actuals, Interpolation, and Residuals | |||
Time or Index | Actuals | Interpolation Forecast | Residuals Prediction Error |
1 | 10 | 10.3295093560924 | -0.329509356092414 |
2 | 6 | 7.96839101570389 | -1.96839101570389 |
3 | 13 | 10.1496176580874 | 2.85038234191258 |
4 | 12 | 9.71377460759896 | 2.28622539240104 |
5 | 8 | 12.3252593338968 | -4.3252593338968 |
6 | 6 | 8.94400060000302 | -2.94400060000302 |
7 | 10 | 13.2107401298339 | -3.21074012983387 |
8 | 10 | 9.75121011038455 | 0.248789889615448 |
9 | 9 | 9.32282574240838 | -0.322825742408377 |
10 | 9 | 10.3210675439694 | -1.32106754396936 |
11 | 7 | 8.65996596086844 | -1.65996596086844 |
12 | 5 | 9.38604194230615 | -4.38604194230615 |
13 | 14 | 12.7201416255935 | 1.27985837440649 |
14 | 6 | 8.89811127563807 | -2.89811127563807 |
15 | 10 | 11.2153874744951 | -1.21538747449513 |
16 | 10 | 10.6352843988103 | -0.635284398810316 |
17 | 7 | 8.31195271637543 | -1.31195271637543 |
18 | 10 | 9.35315101175953 | 0.646848988240468 |
19 | 8 | 8.91043435879894 | -0.910434358798939 |
20 | 6 | 7.4096708874879 | -1.40967088748789 |
21 | 10 | 10.8620475742288 | -0.862047574228807 |
22 | 12 | 10.0912998544374 | 1.90870014556261 |
23 | 7 | 9.20900373023911 | -2.20900373023911 |
24 | 15 | 8.9712587114413 | 6.0287412885587 |
25 | 8 | 9.40627224121629 | -1.40627224121629 |
26 | 10 | 10.2402977039064 | -0.240297703906412 |
27 | 13 | 10.3572204348816 | 2.64277956511844 |
28 | 8 | 8.56121615871997 | -0.56121615871997 |
29 | 11 | 11.3994650494006 | -0.399465049400585 |
30 | 7 | 9.60994731360776 | -2.60994731360776 |
31 | 9 | 8.48754123602544 | 0.512458763974561 |
32 | 10 | 9.48225165960313 | 0.517748340396871 |
33 | 8 | 8.23901338905743 | -0.239013389057431 |
34 | 15 | 13.2158849021413 | 1.78411509785868 |
35 | 9 | 10.3341923065893 | -1.33419230658930 |
36 | 7 | 8.04282624466055 | -1.04282624466055 |
37 | 11 | 9.69221059760005 | 1.30778940239995 |
38 | 9 | 7.93629277106504 | 1.06370722893496 |
39 | 8 | 9.65070677964992 | -1.65070677964992 |
40 | 8 | 7.74267196220176 | 0.257328037798243 |
41 | 12 | 8.60669753309623 | 3.39330246690377 |
42 | 13 | 9.74486473227348 | 3.25513526772653 |
43 | 9 | 9.30831986535724 | -0.308319865357237 |
44 | 11 | 9.36859853439705 | 1.63140146560295 |
45 | 8 | 8.69165359250469 | -0.691653592504686 |
46 | 10 | 10.9096033768969 | -0.909603376896922 |
47 | 13 | 12.7203000177992 | 0.279699982200848 |
48 | 12 | 10.8977455023625 | 1.1022544976375 |
49 | 12 | 10.1035396048765 | 1.89646039512346 |
50 | 9 | 8.9055701896644 | 0.0944298103356004 |
51 | 8 | 10.0563203608934 | -2.05632036089338 |
52 | 9 | 8.55015974227356 | 0.449840257726438 |
53 | 12 | 8.46633762629441 | 3.53366237370559 |
54 | 12 | 11.4417067043951 | 0.558293295604887 |
55 | 16 | 14.3390890214992 | 1.66091097850075 |
56 | 11 | 8.74041727038935 | 2.25958272961065 |
57 | 13 | 9.6548114065461 | 3.34518859345391 |
58 | 10 | 10.7282845843357 | -0.728284584335746 |
59 | 9 | 10.9177623409140 | -1.91776234091404 |
60 | 14 | 10.1798523601497 | 3.82014763985035 |
61 | 13 | 11.7940372293593 | 1.20596277064073 |
62 | 12 | 10.2482718133661 | 1.75172818663389 |
63 | 9 | 10.9401867149500 | -1.94018671494997 |
64 | 9 | 10.4289121158514 | -1.42891211585138 |
65 | 10 | 11.1293997846369 | -1.12939978463687 |
66 | 8 | 10.3355384310652 | -2.33553843106519 |
67 | 9 | 10.3539654331024 | -1.35396543310244 |
68 | 9 | 9.1596020957055 | -0.159602095705508 |
69 | 11 | 8.60268310441434 | 2.39731689558566 |
70 | 7 | 9.1983165082478 | -2.1983165082478 |
71 | 11 | 11.4247175610532 | -0.424717561053238 |
72 | 9 | 9.4664149141439 | -0.466414914143892 |
73 | 11 | 8.83905663447442 | 2.16094336552558 |
74 | 9 | 9.1680379298611 | -0.168037929861102 |
75 | 8 | 10.1334861404498 | -2.13348614044980 |
76 | 9 | 8.10037000751395 | 0.899629992486047 |
77 | 8 | 9.53261001659409 | -1.53261001659409 |
78 | 9 | 9.46000198095027 | -0.460001980950268 |
79 | 10 | 9.79787029046769 | 0.202129709532314 |
80 | 9 | 10.0102282385258 | -1.01022823852581 |
81 | 17 | 13.8818497956681 | 3.11815020433193 |
82 | 7 | 9.60246315239215 | -2.60246315239215 |
83 | 11 | 11.1791700963881 | -0.179170096388071 |
84 | 9 | 10.0473574021618 | -1.04735740216184 |
85 | 10 | 9.92043596997106 | 0.0795640300289396 |
86 | 11 | 8.42467310218565 | 2.57532689781435 |
87 | 8 | 8.49119790548052 | -0.491197905480517 |
88 | 12 | 12.0506247904276 | -0.0506247904276325 |
89 | 10 | 10.0625426656147 | -0.0625426656147502 |
90 | 7 | 9.04301720231648 | -2.04301720231648 |
91 | 9 | 8.67492075883795 | 0.325079241162049 |
92 | 7 | 8.25373171181212 | -1.25373171181212 |
93 | 12 | 10.4883743440261 | 1.51162565597386 |
94 | 8 | 9.18993403148611 | -1.18993403148611 |
95 | 13 | 10.3383127327978 | 2.66168726720224 |
96 | 9 | 11.1635887738345 | -2.16358877383446 |
97 | 15 | 12.7790229904009 | 2.22097700959914 |
98 | 8 | 9.10329991550478 | -1.10329991550478 |
99 | 14 | 11.9342452525959 | 2.06575474740409 |
100 | 14 | 13.7674891901414 | 0.232510809858569 |
101 | 9 | 10.3858399157176 | -1.38583991571757 |
102 | 13 | 11.4427228673220 | 1.55727713267797 |
103 | 11 | 9.29096071526047 | 1.70903928473953 |
104 | 10 | 11.7568778947816 | -1.75687789478165 |
105 | 6 | 9.91527672190481 | -3.91527672190481 |
106 | 8 | 8.35810579320368 | -0.358105793203678 |
107 | 10 | 11.4763057351964 | -1.47630573519640 |
108 | 10 | 8.05715144978085 | 1.94284855021915 |
109 | 10 | 9.31400633157394 | 0.685993668426065 |
110 | 12 | 12.1091247890297 | -0.109124789029656 |
111 | 10 | 9.472197814322 | 0.527802185677994 |
112 | 9 | 9.19204743917179 | -0.192047439171790 |
113 | 9 | 7.42083099737023 | 1.57916900262977 |
114 | 11 | 9.22557062350672 | 1.77442937649328 |
115 | 7 | 8.17452156666495 | -1.17452156666495 |
116 | 7 | 8.92838174917736 | -1.92838174917736 |
117 | 5 | 7.84981479877876 | -2.84981479877876 |
118 | 9 | 8.9847478498587 | 0.0152521501412979 |
119 | 11 | 11.7714294450356 | -0.771429445035647 |
120 | 15 | 12.0444546650933 | 2.95554533490672 |
121 | 9 | 7.90491245758554 | 1.09508754241446 |
122 | 9 | 9.4405031891988 | -0.440503189198792 |
123 | 8 | 9.21943442324335 | -1.21943442324335 |
124 | 13 | 15.4242750118656 | -2.42427501186561 |
125 | 10 | 10.3885123000406 | -0.388512300040590 |
126 | 13 | 11.3430688202836 | 1.65693117971635 |
127 | 9 | 7.86614802699764 | 1.13385197300236 |
128 | 11 | 9.3777675419687 | 1.62223245803131 |
129 | 8 | 10.3226206044035 | -2.32262060440353 |
130 | 10 | 9.25239454961805 | 0.747605450381946 |
131 | 9 | 8.7435978160912 | 0.256402183908801 |
132 | 8 | 8.61205217478287 | -0.612052174782866 |
133 | 8 | 7.90585777296854 | 0.0941422270314624 |
134 | 13 | 10.646896334473 | 2.35310366552699 |
135 | 11 | 10.9458367884160 | 0.0541632115840376 |
136 | 8 | 9.40627224121629 | -1.40627224121629 |
137 | 12 | 9.8354212979658 | 2.16457870203421 |
138 | 15 | 11.6711137192106 | 3.32888628078939 |
139 | 11 | 11.1791700963881 | -0.179170096388071 |
140 | 10 | 10.5120409386982 | -0.512040938698177 |
141 | 5 | 7.84981479877876 | -2.84981479877876 |
142 | 11 | 7.06216846657392 | 3.93783153342608 |
Goldfeld-Quandt test for Heteroskedasticity | |||
p-values | Alternative Hypothesis | ||
breakpoint index | greater | 2-sided | less |
17 | 0.933834052421835 | 0.132331895156329 | 0.0661659475781645 |
18 | 0.920517753277835 | 0.15896449344433 | 0.079482246722165 |
19 | 0.892283395349944 | 0.215433209300111 | 0.107716604650056 |
20 | 0.963647445411644 | 0.0727051091767124 | 0.0363525545883562 |
21 | 0.937459965684402 | 0.125080068631197 | 0.0625400343155983 |
22 | 0.948922816842576 | 0.102154366314847 | 0.0510771831574237 |
23 | 0.929687337434221 | 0.140625325131557 | 0.0703126625657785 |
24 | 0.984239826511808 | 0.0315203469763838 | 0.0157601734881919 |
25 | 0.974890438713772 | 0.0502191225724551 | 0.0251095612862276 |
26 | 0.96238197988482 | 0.0752360402303585 | 0.0376180201151792 |
27 | 0.982293611683097 | 0.0354127766338054 | 0.0177063883169027 |
28 | 0.981753910825299 | 0.0364921783494022 | 0.0182460891747011 |
29 | 0.972515832563125 | 0.0549683348737501 | 0.0274841674368751 |
30 | 0.975122563735608 | 0.0497548725287843 | 0.0248774362643922 |
31 | 0.975952616039736 | 0.0480947679205281 | 0.0240473839602641 |
32 | 0.964639254584574 | 0.0707214908308523 | 0.0353607454154261 |
33 | 0.949057587456819 | 0.101884825086363 | 0.0509424125431813 |
34 | 0.968799432307 | 0.0624011353860016 | 0.0312005676930008 |
35 | 0.959630822925478 | 0.080738354149045 | 0.0403691770745225 |
36 | 0.94856354520713 | 0.102872909585739 | 0.0514364547928693 |
37 | 0.940581696771045 | 0.118836606457910 | 0.0594183032289549 |
38 | 0.922323058022739 | 0.155353883954522 | 0.0776769419772612 |
39 | 0.908883365286681 | 0.182233269426637 | 0.0911166347133187 |
40 | 0.883645835345603 | 0.232708329308794 | 0.116354164654397 |
41 | 0.938183437360645 | 0.123633125278711 | 0.0618165626393554 |
42 | 0.956189571084993 | 0.0876208578300139 | 0.0438104289150069 |
43 | 0.942335193332611 | 0.115329613334777 | 0.0576648066673887 |
44 | 0.932917587550318 | 0.134164824899365 | 0.0670824124496825 |
45 | 0.914208113557884 | 0.171583772884232 | 0.0857918864421161 |
46 | 0.896467318456359 | 0.207065363087282 | 0.103532681543641 |
47 | 0.875378621946992 | 0.249242756106016 | 0.124621378053008 |
48 | 0.850933290322179 | 0.298133419355642 | 0.149066709677821 |
49 | 0.850577805280351 | 0.298844389439298 | 0.149422194719649 |
50 | 0.815680925158068 | 0.368638149683863 | 0.184319074841932 |
51 | 0.80711511267264 | 0.385769774654719 | 0.192884887327359 |
52 | 0.771337405362938 | 0.457325189274124 | 0.228662594637062 |
53 | 0.849763807935124 | 0.300472384129753 | 0.150236192064876 |
54 | 0.818929936730582 | 0.362140126538836 | 0.181070063269418 |
55 | 0.821689272902129 | 0.356621454195743 | 0.178310727097871 |
56 | 0.870213915580808 | 0.259572168838383 | 0.129786084419192 |
57 | 0.905470123386772 | 0.189059753226455 | 0.0945298766132277 |
58 | 0.882407498965858 | 0.235185002068284 | 0.117592501034142 |
59 | 0.874427073576578 | 0.251145852846844 | 0.125572926423422 |
60 | 0.942749470894081 | 0.114501058211837 | 0.0572505291059186 |
61 | 0.931987130107108 | 0.136025739785784 | 0.0680128698928922 |
62 | 0.930199087386483 | 0.139601825227034 | 0.0698009126135168 |
63 | 0.938309751005065 | 0.123380497989871 | 0.0616902489949353 |
64 | 0.931194230666293 | 0.137611538667414 | 0.0688057693337072 |
65 | 0.932697001109348 | 0.134605997781305 | 0.0673029988906523 |
66 | 0.934409337405983 | 0.131181325188033 | 0.0655906625940166 |
67 | 0.927449140076873 | 0.145101719846255 | 0.0725508599231275 |
68 | 0.909799680141245 | 0.180400639717510 | 0.0902003198587548 |
69 | 0.921187576544523 | 0.157624846910954 | 0.0788124234554771 |
70 | 0.932684759057839 | 0.134630481884322 | 0.067315240942161 |
71 | 0.915197161229975 | 0.169605677540051 | 0.0848028387700255 |
72 | 0.894924776149672 | 0.210150447700657 | 0.105075223850328 |
73 | 0.908803839361163 | 0.182392321277673 | 0.0911961606388365 |
74 | 0.885304160559605 | 0.229391678880791 | 0.114695839440395 |
75 | 0.884306604825159 | 0.231386790349683 | 0.115693395174841 |
76 | 0.868468877005239 | 0.263062245989523 | 0.131531122994761 |
77 | 0.858636818785114 | 0.282726362429772 | 0.141363181214886 |
78 | 0.839900580365214 | 0.320198839269572 | 0.160099419634786 |
79 | 0.805706368541787 | 0.388587262916426 | 0.194293631458213 |
80 | 0.777037824579505 | 0.44592435084099 | 0.222962175420495 |
81 | 0.829755416267613 | 0.340489167464774 | 0.170244583732387 |
82 | 0.847234890587456 | 0.305530218825088 | 0.152765109412544 |
83 | 0.81745259264606 | 0.365094814707882 | 0.182547407353941 |
84 | 0.801985642285204 | 0.396028715429591 | 0.198014357714796 |
85 | 0.763174320684758 | 0.473651358630484 | 0.236825679315242 |
86 | 0.85860344072597 | 0.282793118548059 | 0.141396559274030 |
87 | 0.828045155648031 | 0.343909688703938 | 0.171954844351969 |
88 | 0.790512756247176 | 0.418974487505649 | 0.209487243752824 |
89 | 0.74791946449341 | 0.50416107101318 | 0.25208053550659 |
90 | 0.760090821802653 | 0.479818356394694 | 0.239909178197347 |
91 | 0.71735977228691 | 0.565280455426179 | 0.282640227713090 |
92 | 0.697780805862018 | 0.604438388275964 | 0.302219194137982 |
93 | 0.689957979280061 | 0.620084041439878 | 0.310042020719939 |
94 | 0.656475831466134 | 0.687048337067733 | 0.343524168533866 |
95 | 0.695837410075005 | 0.60832517984999 | 0.304162589924995 |
96 | 0.679676778283778 | 0.640646443432443 | 0.320323221716222 |
97 | 0.66629836574207 | 0.667403268515861 | 0.333701634257931 |
98 | 0.624410194966975 | 0.75117961006605 | 0.375589805033025 |
99 | 0.607413033410397 | 0.785173933179206 | 0.392586966589603 |
100 | 0.61100698067364 | 0.77798603865272 | 0.38899301932636 |
101 | 0.631964318291254 | 0.736071363417491 | 0.368035681708746 |
102 | 0.699559262518544 | 0.600881474962911 | 0.300440737481456 |
103 | 0.672235216019586 | 0.655529567960828 | 0.327764783980414 |
104 | 0.662136989288882 | 0.675726021422236 | 0.337863010711118 |
105 | 0.793808571698775 | 0.41238285660245 | 0.206191428301225 |
106 | 0.798823041635601 | 0.402353916728797 | 0.201176958364399 |
107 | 0.805297907779392 | 0.389404184441215 | 0.194702092220608 |
108 | 0.777178753332452 | 0.445642493335096 | 0.222821246667548 |
109 | 0.729090643581825 | 0.54181871283635 | 0.270909356418175 |
110 | 0.687467738603257 | 0.625064522793486 | 0.312532261396743 |
111 | 0.654776937726287 | 0.690446124547427 | 0.345223062273714 |
112 | 0.58151679608508 | 0.836966407829839 | 0.418483203914920 |
113 | 0.532784391913662 | 0.934431216172677 | 0.467215608086338 |
114 | 0.488667052833257 | 0.977334105666515 | 0.511332947166743 |
115 | 0.412475535357217 | 0.824951070714434 | 0.587524464642783 |
116 | 0.342539535881926 | 0.685079071763852 | 0.657460464118074 |
117 | 0.368551843589464 | 0.737103687178927 | 0.631448156410536 |
118 | 0.286216216436022 | 0.572432432872045 | 0.713783783563978 |
119 | 0.216908829047611 | 0.433817658095221 | 0.78309117095239 |
120 | 0.191875690032194 | 0.383751380064388 | 0.808124309967806 |
121 | 0.131337277632745 | 0.262674555265490 | 0.868662722367255 |
122 | 0.0837263028893059 | 0.167452605778612 | 0.916273697110694 |
123 | 0.0608924609342449 | 0.121784921868490 | 0.939107539065755 |
124 | 0.127149181447296 | 0.254298362894592 | 0.872850818552704 |
125 | 0.196291479606036 | 0.392582959212072 | 0.803708520393964 |
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 | 5 | 0.0458715596330275 | OK |
10% type I error level | 13 | 0.119266055045872 | NOK |