Multiple Linear Regression - Estimated Regression Equation |
Selfconfidence[t] = + 13.7934790500029 + 0.0180156866769969ConcernMistakes[t] -0.291927723214096DoubtsActions[t] + 0.0657465203235145ParentalCriticism[t] + 0.0287198566927615PersonalStandards[t] + 0.143702684659464Organization[t] -0.00594246494433589t + 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) | 13.7934790500029 | 1.534575 | 8.9885 | 0 | 0 |
ConcernMistakes | 0.0180156866769969 | 0.036983 | 0.4871 | 0.626911 | 0.313455 |
DoubtsActions | -0.291927723214096 | 0.068806 | -4.2428 | 3.9e-05 | 2e-05 |
ParentalCriticism | 0.0657465203235145 | 0.06865 | 0.9577 | 0.33983 | 0.169915 |
PersonalStandards | 0.0287198566927615 | 0.049129 | 0.5846 | 0.559754 | 0.279877 |
Organization | 0.143702684659464 | 0.050059 | 2.8707 | 0.004718 | 0.002359 |
t | -0.00594246494433589 | 0.003996 | -1.487 | 0.139229 | 0.069615 |
Multiple Linear Regression - Regression Statistics | |
Multiple R | 0.452228504829141 |
R-squared | 0.204510620580000 |
Adjusted R-squared | 0.171133443821119 |
F-TEST (value) | 6.1272594161393 |
F-TEST (DF numerator) | 6 |
F-TEST (DF denominator) | 143 |
p-value | 9.7470573310332e-06 |
Multiple Linear Regression - Residual Statistics | |
Residual Standard Deviation | 2.06931613429479 |
Sum Squared Residuals | 612.335904702341 |
Multiple Linear Regression - Actuals, Interpolation, and Residuals | |||
Time or Index | Actuals | Interpolation Forecast | Residuals Prediction Error |
1 | 13 | 16.3336375854807 | -3.33363758548074 |
2 | 16 | 16.0758983158146 | -0.0758983158146235 |
3 | 19 | 15.9447699856769 | 3.05523001432306 |
4 | 15 | 14.5892986824407 | 0.410701317559324 |
5 | 14 | 15.2268030617307 | -1.22680306173065 |
6 | 13 | 15.7005913734923 | -2.70059137349233 |
7 | 19 | 14.7573414632175 | 4.24265853678253 |
8 | 15 | 16.3756681276067 | -1.37566812760669 |
9 | 14 | 16.1238693108693 | -2.12386931086935 |
10 | 15 | 14.5665236406409 | 0.433476359359081 |
11 | 16 | 15.2652658324190 | 0.734734167581041 |
12 | 16 | 15.2007403074887 | 0.799259692511256 |
13 | 16 | 15.2761199666317 | 0.723880033368312 |
14 | 17 | 17.2451198548642 | -0.245119854864192 |
15 | 15 | 12.8065556943326 | 2.19344430566739 |
16 | 15 | 16.0535521995662 | -1.05355219956623 |
17 | 20 | 16.7759296599918 | 3.2240703400082 |
18 | 18 | 16.9061119226905 | 1.09388807730952 |
19 | 16 | 16.6144426959105 | -0.614442695910548 |
20 | 16 | 14.5191236379130 | 1.48087636208698 |
21 | 19 | 15.4570048248166 | 3.5429951751834 |
22 | 16 | 14.6898184477421 | 1.31018155225788 |
23 | 17 | 15.8075311619497 | 1.19246883805034 |
24 | 17 | 15.2180287647081 | 1.78197123529191 |
25 | 16 | 15.0519357002243 | 0.9480642997757 |
26 | 15 | 13.5230952170997 | 1.47690478290032 |
27 | 14 | 15.9702727996972 | -1.9702727996972 |
28 | 15 | 16.205340483004 | -1.20534048300401 |
29 | 12 | 15.0239479112767 | -3.02394791127668 |
30 | 14 | 15.2284143373949 | -1.22841433739495 |
31 | 16 | 15.6927155546449 | 0.307284445355108 |
32 | 14 | 15.8782066080065 | -1.87820660800654 |
33 | 7 | 14.8564593406076 | -7.85645934060762 |
34 | 10 | 13.7614067411266 | -3.76140674112663 |
35 | 14 | 14.7834536454863 | -0.783453645486254 |
36 | 16 | 16.9027458604194 | -0.902745860419365 |
37 | 16 | 14.6551721040626 | 1.34482789593737 |
38 | 16 | 13.6299772808111 | 2.37002271918895 |
39 | 14 | 15.7140309257406 | -1.71403092574064 |
40 | 20 | 17.6663551819607 | 2.33364481803928 |
41 | 14 | 15.0953607091633 | -1.09536070916332 |
42 | 14 | 15.4025485484696 | -1.40254854846959 |
43 | 11 | 14.4345657214711 | -3.4345657214711 |
44 | 15 | 15.5383992351137 | -0.53839923511368 |
45 | 16 | 15.5364630084394 | 0.463536991560557 |
46 | 14 | 15.5390123477301 | -1.53901234773008 |
47 | 16 | 14.2435034802902 | 1.75649651970981 |
48 | 14 | 15.2579445375908 | -1.25794453759079 |
49 | 12 | 15.536411476808 | -3.536411476808 |
50 | 16 | 15.0791625777195 | 0.92083742228054 |
51 | 9 | 14.0777092244844 | -5.07770922448437 |
52 | 14 | 14.6481805945081 | -0.648180594508136 |
53 | 16 | 15.8436276878243 | 0.156372312175652 |
54 | 16 | 15.1367336684350 | 0.863266331565044 |
55 | 15 | 15.1765314565836 | -0.17653145658362 |
56 | 16 | 15.3092901477519 | 0.690709852248111 |
57 | 12 | 13.834886144174 | -1.83488614417401 |
58 | 16 | 16.0146349523911 | -0.0146349523911425 |
59 | 16 | 16.0712877176079 | -0.0712877176079438 |
60 | 14 | 16.5237297074745 | -2.52372970747453 |
61 | 16 | 13.1485841357887 | 2.85141586421132 |
62 | 17 | 16.2664248806091 | 0.733575119390911 |
63 | 18 | 14.6694522248504 | 3.33054777514959 |
64 | 18 | 15.6062333835053 | 2.39376661649466 |
65 | 12 | 14.7800039170512 | -2.7800039170512 |
66 | 16 | 15.9537558882834 | 0.0462441117166169 |
67 | 10 | 14.2951381926323 | -4.29513819263234 |
68 | 14 | 12.4899883098928 | 1.51001169010716 |
69 | 18 | 15.8797058555689 | 2.12029414443111 |
70 | 18 | 16.4686987805245 | 1.53130121947546 |
71 | 16 | 15.3632363414256 | 0.636763658574411 |
72 | 16 | 15.3802076905095 | 0.619792309490548 |
73 | 16 | 14.4969052331950 | 1.50309476680498 |
74 | 13 | 15.0971435209546 | -2.09714352095457 |
75 | 16 | 15.6772437910562 | 0.322756208943845 |
76 | 16 | 14.8018907487492 | 1.19810925125082 |
77 | 20 | 16.1914124668138 | 3.80858753318616 |
78 | 16 | 15.1608286307921 | 0.839171369207863 |
79 | 15 | 12.9776122164583 | 2.02238778354170 |
80 | 15 | 15.4187091570014 | -0.418709157001429 |
81 | 16 | 15.6482499921624 | 0.351750007837575 |
82 | 14 | 13.9812424300750 | 0.018757569924991 |
83 | 15 | 13.0636155169332 | 1.93638448306675 |
84 | 12 | 14.7857487802600 | -2.78574878026002 |
85 | 17 | 16.5601936853592 | 0.439806314640777 |
86 | 16 | 15.2680715393687 | 0.731928460631289 |
87 | 15 | 13.2386644210268 | 1.76133557897321 |
88 | 13 | 13.7938932409074 | -0.793893240907372 |
89 | 16 | 15.2954076006434 | 0.704592399356566 |
90 | 16 | 15.0096286724658 | 0.990371327534184 |
91 | 16 | 15.9066837598599 | 0.0933162401401393 |
92 | 16 | 16.0765102180542 | -0.0765102180542046 |
93 | 14 | 15.4254838247883 | -1.42548382478831 |
94 | 16 | 13.7325961558073 | 2.26740384419271 |
95 | 16 | 14.4679328718649 | 1.53206712813512 |
96 | 20 | 16.0722204155552 | 3.92777958444479 |
97 | 15 | 15.4721975088186 | -0.472197508818603 |
98 | 16 | 13.9473264760338 | 2.05267352396622 |
99 | 13 | 13.9811759440564 | -0.981175944056362 |
100 | 17 | 15.7643135238767 | 1.23568647612331 |
101 | 16 | 14.4631985939052 | 1.53680140609482 |
102 | 12 | 12.8878102245442 | -0.887810224544209 |
103 | 16 | 14.5588426978605 | 1.44115730213954 |
104 | 16 | 15.0034052846745 | 0.996594715325516 |
105 | 17 | 15.1407231176682 | 1.85927688233178 |
106 | 13 | 12.7053673491815 | 0.294632650818494 |
107 | 12 | 15.5685371317235 | -3.56853713172354 |
108 | 18 | 15.5561691072939 | 2.44383089270608 |
109 | 14 | 13.6161413977505 | 0.383858602249492 |
110 | 14 | 14.1918537242208 | -0.191853724220805 |
111 | 13 | 13.4772974918772 | -0.477297491877212 |
112 | 16 | 15.2947623276982 | 0.705237672301835 |
113 | 13 | 12.4578949885071 | 0.542105011492933 |
114 | 16 | 14.6831818425548 | 1.31681815744520 |
115 | 13 | 14.7804561320193 | -1.78045613201928 |
116 | 16 | 15.7186981095429 | 0.281301890457062 |
117 | 15 | 14.2267071599497 | 0.773292840050268 |
118 | 16 | 15.1482422167288 | 0.851757783271154 |
119 | 15 | 14.5267769822037 | 0.473223017796286 |
120 | 17 | 15.3588841314868 | 1.64111586851321 |
121 | 15 | 15.8911544822112 | -0.891154482211226 |
122 | 12 | 13.3572191455099 | -1.35721914550986 |
123 | 16 | 14.2617338058887 | 1.73826619411127 |
124 | 10 | 14.1383684300645 | -4.13836843006447 |
125 | 16 | 14.4903040323603 | 1.50969596763972 |
126 | 14 | 14.4339688656289 | -0.433968865628915 |
127 | 15 | 16.0553317082176 | -1.05533170821760 |
128 | 13 | 14.1411487810345 | -1.14114878103455 |
129 | 15 | 14.6102607506723 | 0.389739249327705 |
130 | 11 | 13.5018747385434 | -2.5018747385434 |
131 | 12 | 13.8421448683037 | -1.84214486830369 |
132 | 8 | 14.0448976812577 | -6.04489768125772 |
133 | 16 | 15.9269287498285 | 0.0730712501715455 |
134 | 15 | 14.7238016082504 | 0.276198391749633 |
135 | 17 | 15.3199074065106 | 1.68009259348944 |
136 | 16 | 14.6359154903821 | 1.36408450961787 |
137 | 10 | 14.6684993842031 | -4.66849938420314 |
138 | 18 | 13.4070031006688 | 4.59299689933119 |
139 | 13 | 13.8367595921559 | -0.836759592155873 |
140 | 15 | 14.1458107173901 | 0.854189282609896 |
141 | 16 | 14.3626097666813 | 1.63739023331866 |
142 | 16 | 14.4972657315346 | 1.50273426846543 |
143 | 14 | 13.3212460197243 | 0.678753980275703 |
144 | 10 | 13.1811306844677 | -3.18113068446768 |
145 | 17 | 16.2036457886991 | 0.79635421130093 |
146 | 13 | 14.4082905442218 | -1.40829054422184 |
147 | 15 | 15.7366503936585 | -0.736650393658493 |
148 | 16 | 15.2475374633531 | 0.752462536646864 |
149 | 12 | 14.9459862233475 | -2.94598622334754 |
150 | 13 | 13.3100629366699 | -0.310062936669949 |
Goldfeld-Quandt test for Heteroskedasticity | |||
p-values | Alternative Hypothesis | ||
breakpoint index | greater | 2-sided | less |
10 | 0.827091293900709 | 0.345817412198582 | 0.172908706099291 |
11 | 0.725385299224928 | 0.549229401550144 | 0.274614700775072 |
12 | 0.606683993293618 | 0.786632013412764 | 0.393316006706382 |
13 | 0.48559842765586 | 0.97119685531172 | 0.51440157234414 |
14 | 0.614504352121669 | 0.770991295756662 | 0.385495647878331 |
15 | 0.515025517458358 | 0.969948965083284 | 0.484974482541642 |
16 | 0.430193165425165 | 0.86038633085033 | 0.569806834574835 |
17 | 0.439016037124501 | 0.878032074249003 | 0.560983962875499 |
18 | 0.444819309403298 | 0.889638618806596 | 0.555180690596702 |
19 | 0.360166783415760 | 0.720333566831521 | 0.63983321658424 |
20 | 0.34842473675592 | 0.69684947351184 | 0.65157526324408 |
21 | 0.395605769587558 | 0.791211539175116 | 0.604394230412442 |
22 | 0.396689743024656 | 0.793379486049312 | 0.603310256975344 |
23 | 0.330531555750073 | 0.661063111500146 | 0.669468444249927 |
24 | 0.270768006840235 | 0.54153601368047 | 0.729231993159765 |
25 | 0.218442695591133 | 0.436885391182266 | 0.781557304408867 |
26 | 0.206790072195208 | 0.413580144390416 | 0.793209927804792 |
27 | 0.177031469438127 | 0.354062938876254 | 0.822968530561873 |
28 | 0.242395175136233 | 0.484790350272467 | 0.757604824863767 |
29 | 0.327751091633548 | 0.655502183267097 | 0.672248908366452 |
30 | 0.273095204730198 | 0.546190409460396 | 0.726904795269802 |
31 | 0.249113501842175 | 0.498227003684351 | 0.750886498157825 |
32 | 0.208275652107526 | 0.416551304215052 | 0.791724347892474 |
33 | 0.880944884564803 | 0.238110230870394 | 0.119055115435197 |
34 | 0.923928485837444 | 0.152143028325111 | 0.0760715141625556 |
35 | 0.907475413234787 | 0.185049173530426 | 0.0925245867652132 |
36 | 0.908395224270264 | 0.183209551459473 | 0.0916047757297365 |
37 | 0.899215358059591 | 0.201569283880818 | 0.100784641940409 |
38 | 0.922879682532272 | 0.154240634935456 | 0.0771203174677282 |
39 | 0.908848753608601 | 0.182302492782798 | 0.091151246391399 |
40 | 0.953292583033759 | 0.0934148339324823 | 0.0467074169662412 |
41 | 0.94141131869993 | 0.117177362600142 | 0.0585886813000709 |
42 | 0.929343425625805 | 0.141313148748389 | 0.0706565743741946 |
43 | 0.94277519941444 | 0.114449601171118 | 0.0572248005855591 |
44 | 0.926847686013958 | 0.146304627972083 | 0.0731523139860417 |
45 | 0.914629388185357 | 0.170741223629285 | 0.0853706118146425 |
46 | 0.89925700624662 | 0.201485987506761 | 0.100742993753380 |
47 | 0.896207094118658 | 0.207585811762683 | 0.103792905881342 |
48 | 0.877182134643325 | 0.245635730713349 | 0.122817865356675 |
49 | 0.905614307405667 | 0.188771385188665 | 0.0943856925943326 |
50 | 0.893343926120146 | 0.213312147759707 | 0.106656073879854 |
51 | 0.954872342504312 | 0.0902553149913752 | 0.0451276574956876 |
52 | 0.947471869314372 | 0.105056261371257 | 0.0525281306856285 |
53 | 0.939301377954695 | 0.121397244090609 | 0.0606986220453047 |
54 | 0.938205239938245 | 0.123589520123510 | 0.0617947600617552 |
55 | 0.927723412214833 | 0.144553175570334 | 0.0722765877851668 |
56 | 0.917199788323613 | 0.165600423352773 | 0.0828002116763867 |
57 | 0.911941039467378 | 0.176117921065244 | 0.0880589605326222 |
58 | 0.89707379713854 | 0.20585240572292 | 0.10292620286146 |
59 | 0.878397665066692 | 0.243204669866617 | 0.121602334933308 |
60 | 0.895558831348727 | 0.208882337302547 | 0.104441168651273 |
61 | 0.909300953949514 | 0.181398092100972 | 0.0906990460504862 |
62 | 0.890930654983611 | 0.218138690032777 | 0.109069345016389 |
63 | 0.92272189055416 | 0.154556218891679 | 0.0772781094458394 |
64 | 0.9294585109494 | 0.141082978101200 | 0.0705414890505998 |
65 | 0.948568840121186 | 0.102862319757627 | 0.0514311598788136 |
66 | 0.936795525600347 | 0.126408948799305 | 0.0632044743996527 |
67 | 0.975963901971986 | 0.0480721960560288 | 0.0240360980280144 |
68 | 0.97273718470749 | 0.0545256305850203 | 0.0272628152925101 |
69 | 0.973709830864236 | 0.0525803382715288 | 0.0262901691357644 |
70 | 0.970954335393692 | 0.0580913292126158 | 0.0290456646063079 |
71 | 0.9630326584046 | 0.073934683190799 | 0.0369673415953995 |
72 | 0.953550675438493 | 0.092898649123014 | 0.046449324561507 |
73 | 0.944470397893326 | 0.111059204213347 | 0.0555296021066737 |
74 | 0.954573624849172 | 0.0908527503016568 | 0.0454263751508284 |
75 | 0.943395790424638 | 0.113208419150723 | 0.0566042095753616 |
76 | 0.931533487178836 | 0.136933025642329 | 0.0684665128211644 |
77 | 0.954331443581546 | 0.0913371128369085 | 0.0456685564184543 |
78 | 0.94178229643533 | 0.116435407129340 | 0.0582177035646701 |
79 | 0.935018694715064 | 0.129962610569873 | 0.0649813052849365 |
80 | 0.9221476909498 | 0.155704618100400 | 0.0778523090501999 |
81 | 0.902873309719445 | 0.194253380561109 | 0.0971266902805546 |
82 | 0.881014015886997 | 0.237971968226006 | 0.118985984113003 |
83 | 0.871531546347529 | 0.256936907304942 | 0.128468453652471 |
84 | 0.912192468615548 | 0.175615062768904 | 0.087807531384452 |
85 | 0.895301714154344 | 0.209396571691313 | 0.104698285845657 |
86 | 0.871657749087028 | 0.256684501825945 | 0.128342250912972 |
87 | 0.853221620041344 | 0.293556759917312 | 0.146778379958656 |
88 | 0.838449174601623 | 0.323101650796754 | 0.161550825398377 |
89 | 0.811355565215008 | 0.377288869569984 | 0.188644434784992 |
90 | 0.777309404817157 | 0.445381190365687 | 0.222690595182843 |
91 | 0.746203265911503 | 0.507593468176994 | 0.253796734088497 |
92 | 0.712658609936485 | 0.574682780127029 | 0.287341390063515 |
93 | 0.746418495237452 | 0.507163009525095 | 0.253581504762548 |
94 | 0.740308372695965 | 0.519383254608071 | 0.259691627304036 |
95 | 0.705653726379441 | 0.588692547241118 | 0.294346273620559 |
96 | 0.755174916074084 | 0.489650167851833 | 0.244825083925916 |
97 | 0.722118414611942 | 0.555763170776115 | 0.277881585388058 |
98 | 0.717122836346446 | 0.565754327307109 | 0.282877163653554 |
99 | 0.703183363345878 | 0.593633273308244 | 0.296816636654122 |
100 | 0.66265565187706 | 0.674688696245879 | 0.337344348122940 |
101 | 0.631484914812465 | 0.73703017037507 | 0.368515085187535 |
102 | 0.597910999604216 | 0.804178000791567 | 0.402089000395784 |
103 | 0.552645515844247 | 0.894708968311506 | 0.447354484155753 |
104 | 0.521105530978228 | 0.957788938043544 | 0.478894469021772 |
105 | 0.507317206360101 | 0.985365587279798 | 0.492682793639899 |
106 | 0.453180141084502 | 0.906360282169005 | 0.546819858915498 |
107 | 0.61683165951022 | 0.76633668097956 | 0.38316834048978 |
108 | 0.604106688074341 | 0.791786623851319 | 0.395893311925659 |
109 | 0.581041793296397 | 0.837916413407205 | 0.418958206703603 |
110 | 0.528617794812957 | 0.942764410374085 | 0.471382205187043 |
111 | 0.475801055524423 | 0.951602111048846 | 0.524198944475577 |
112 | 0.419711958205983 | 0.839423916411965 | 0.580288041794017 |
113 | 0.377590518351442 | 0.755181036702884 | 0.622409481648558 |
114 | 0.35569669931187 | 0.71139339862374 | 0.64430330068813 |
115 | 0.349784235604928 | 0.699568471209857 | 0.650215764395072 |
116 | 0.296331885032686 | 0.592663770065373 | 0.703668114967314 |
117 | 0.274289057580411 | 0.548578115160822 | 0.725710942419589 |
118 | 0.275749986390063 | 0.551499972780127 | 0.724250013609937 |
119 | 0.226365723948334 | 0.452731447896668 | 0.773634276051666 |
120 | 0.198408852007482 | 0.396817704014965 | 0.801591147992518 |
121 | 0.163396309283653 | 0.326792618567307 | 0.836603690716347 |
122 | 0.145892462569705 | 0.291784925139409 | 0.854107537430295 |
123 | 0.134024493984568 | 0.268048987969136 | 0.865975506015432 |
124 | 0.193097807740508 | 0.386195615481016 | 0.806902192259492 |
125 | 0.157773538797603 | 0.315547077595207 | 0.842226461202397 |
126 | 0.128830158729859 | 0.257660317459717 | 0.871169841270142 |
127 | 0.0982270166897536 | 0.196454033379507 | 0.901772983310246 |
128 | 0.0809824100265978 | 0.161964820053196 | 0.919017589973402 |
129 | 0.0565412833237916 | 0.113082566647583 | 0.943458716676208 |
130 | 0.057307325754968 | 0.114614651509936 | 0.942692674245032 |
131 | 0.0489389141419211 | 0.0978778282838423 | 0.951061085858079 |
132 | 0.574500370664337 | 0.850999258671326 | 0.425499629335663 |
133 | 0.489665480400657 | 0.979330960801315 | 0.510334519599343 |
134 | 0.397061975881217 | 0.794123951762434 | 0.602938024118783 |
135 | 0.341844185201137 | 0.683688370402273 | 0.658155814798863 |
136 | 0.2530323036374 | 0.5060646072748 | 0.7469676963626 |
137 | 0.70175145570172 | 0.596497088596561 | 0.298248544298281 |
138 | 0.638857641880724 | 0.722284716238552 | 0.361142358119276 |
139 | 0.538890064080239 | 0.922219871839521 | 0.461109935919761 |
140 | 0.378239687632652 | 0.756479375265304 | 0.621760312367348 |
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 | 1 | 0.00763358778625954 | OK |
10% type I error level | 11 | 0.083969465648855 | OK |