Multiple Linear Regression - Estimated Regression Equation |
Doubtsaboutactions[t] = + 3.49500726801616 + 0.396068656024888month[t] + 0.247296922995200ConcernoverMistakes[t] -0.109229617447763ParentalExpectations[t] + 0.151907036430486ParentalCriticism[t] -0.190172028652719PersonalStandards[t] + 0.111057364353945`Organization `[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) | 3.49500726801616 | 10.737381 | 0.3255 | 0.745251 | 0.372626 |
month | 0.396068656024888 | 1.056626 | 0.3748 | 0.7083 | 0.35415 |
ConcernoverMistakes | 0.247296922995200 | 0.040366 | 6.1263 | 0 | 0 |
ParentalExpectations | -0.109229617447763 | 0.074666 | -1.4629 | 0.145559 | 0.072779 |
ParentalCriticism | 0.151907036430486 | 0.093867 | 1.6183 | 0.107666 | 0.053833 |
PersonalStandards | -0.190172028652719 | 0.057182 | -3.3257 | 0.001106 | 0.000553 |
`Organization ` | 0.111057364353945 | 0.056914 | 1.9513 | 0.052859 | 0.02643 |
Multiple Linear Regression - Regression Statistics | |
Multiple R | 0.49015254029223 |
R-squared | 0.240249512754926 |
Adjusted R-squared | 0.210259361942621 |
F-TEST (value) | 8.01094713589593 |
F-TEST (DF numerator) | 6 |
F-TEST (DF denominator) | 152 |
p-value | 1.60506545610062e-07 |
Multiple Linear Regression - Residual Statistics | |
Residual Standard Deviation | 2.48875024721804 |
Sum Squared Residuals | 941.469424540232 |
Multiple Linear Regression - Actuals, Interpolation, and Residuals | |||
Time or Index | Actuals | Interpolation Forecast | Residuals Prediction Error |
1 | 14 | 11.9394727549027 | 2.06052724509729 |
2 | 11 | 11.4927158802524 | -0.492715880252443 |
3 | 6 | 7.69329890725751 | -1.69329890725751 |
4 | 12 | 10.5749807388591 | 1.42501926114093 |
5 | 8 | 9.4936829970201 | -1.49368299702010 |
6 | 10 | 9.80584872170817 | 0.194151278291827 |
7 | 10 | 9.82986803449623 | 0.170131965503771 |
8 | 11 | 9.8401441974185 | 1.15985580258151 |
9 | 16 | 10.8699698165094 | 5.13003018349055 |
10 | 11 | 10.0859272545174 | 0.91407274548256 |
11 | 13 | 12.4893010501448 | 0.510698949855199 |
12 | 12 | 13.0317620172310 | -1.03176201723103 |
13 | 8 | 13.0517492155301 | -5.0517492155301 |
14 | 12 | 10.6531065660106 | 1.34689343398944 |
15 | 11 | 9.24818352948578 | 1.75181647051422 |
16 | 4 | 7.36740221649998 | -3.36740221649998 |
17 | 9 | 11.0703886387278 | -2.07038863872782 |
18 | 8 | 9.8491581438208 | -1.84915814382081 |
19 | 8 | 10.0896701607053 | -2.08967016070532 |
20 | 14 | 12.7831629733060 | 1.21683702669403 |
21 | 15 | 12.2565962775047 | 2.74340372249528 |
22 | 16 | 13.7961681821492 | 2.20383181785076 |
23 | 9 | 11.8134421475231 | -2.81344214752305 |
24 | 14 | 14.3760814224743 | -0.376081422474277 |
25 | 11 | 11.4742314935484 | -0.474231493548405 |
26 | 8 | 9.4325837478283 | -1.43258374782830 |
27 | 9 | 9.5857062732122 | -0.585706273212204 |
28 | 9 | 11.6482157123107 | -2.64821571231071 |
29 | 9 | 10.5059062753451 | -1.50590627534507 |
30 | 9 | 9.52173346072635 | -0.521733460726344 |
31 | 10 | 11.7855584916493 | -1.78555849164930 |
32 | 16 | 11.8234003714971 | 4.17659962850294 |
33 | 11 | 9.16285962167508 | 1.83714037832492 |
34 | 8 | 10.0816399407469 | -2.08163994074689 |
35 | 9 | 8.7479052855607 | 0.252094714439295 |
36 | 16 | 12.6700736679382 | 3.32992633206181 |
37 | 11 | 12.6633131621703 | -1.66331316217033 |
38 | 16 | 9.32967112867248 | 6.67032887132752 |
39 | 12 | 12.3443919007282 | -0.344391900728182 |
40 | 12 | 10.4300412979972 | 1.56995870200285 |
41 | 14 | 12.5674900310186 | 1.43250996898139 |
42 | 9 | 10.5341934815879 | -1.53419348158788 |
43 | 10 | 10.7094172647851 | -0.709417264785079 |
44 | 9 | 8.47162148599441 | 0.528378514005588 |
45 | 10 | 10.1344390403053 | -0.134439040305326 |
46 | 12 | 10.1518717085058 | 1.84812829149423 |
47 | 14 | 11.6337682369509 | 2.36623176304905 |
48 | 14 | 12.1247397762673 | 1.87526022373266 |
49 | 10 | 12.3318241410193 | -2.33182414101932 |
50 | 14 | 9.92787275067093 | 4.07212724932907 |
51 | 16 | 12.2383139701055 | 3.76168602989450 |
52 | 9 | 10.4833034670369 | -1.48330346703694 |
53 | 10 | 11.6122987990958 | -1.61229879909584 |
54 | 6 | 9.05254782211994 | -3.05254782211994 |
55 | 8 | 11.3126240094914 | -3.31262400949137 |
56 | 13 | 12.4464495868101 | 0.553550413189894 |
57 | 10 | 10.8548031088160 | -0.85480310881598 |
58 | 8 | 8.9211024216192 | -0.921102421619198 |
59 | 7 | 9.19209929934567 | -2.19209929934567 |
60 | 15 | 9.82763144334586 | 5.17236855665414 |
61 | 9 | 9.92845485886802 | -0.928454858868017 |
62 | 10 | 10.2416344597556 | -0.241634459755649 |
63 | 12 | 10.2339474901638 | 1.76605250983625 |
64 | 13 | 10.5016128873003 | 2.49838711269968 |
65 | 10 | 8.42772328418314 | 1.57227671581685 |
66 | 11 | 11.8401612626324 | -0.840161262632442 |
67 | 8 | 13.6172210547696 | -5.61722105476958 |
68 | 9 | 9.14716650760623 | -0.147166507606229 |
69 | 13 | 8.66367774377408 | 4.33632225622592 |
70 | 11 | 10.4374961802182 | 0.562503819781828 |
71 | 8 | 12.7724229605033 | -4.77242296050328 |
72 | 9 | 10.795324841591 | -1.795324841591 |
73 | 9 | 12.3561672838581 | -3.35616728385811 |
74 | 15 | 12.5125116029296 | 2.48748839707036 |
75 | 9 | 11.1805451755373 | -2.18054517553735 |
76 | 10 | 11.5767880176038 | -1.57678801760383 |
77 | 14 | 8.94483252610616 | 5.05516747389384 |
78 | 12 | 10.9684700089048 | 1.03152999109522 |
79 | 12 | 11.1240023893920 | 0.875997610608046 |
80 | 11 | 11.5604261633614 | -0.560426163361437 |
81 | 14 | 11.4868565158771 | 2.51314348412289 |
82 | 6 | 11.5753359278035 | -5.57533592780347 |
83 | 12 | 11.2741939471723 | 0.72580605282767 |
84 | 8 | 10.0841048014864 | -2.08410480148639 |
85 | 14 | 12.4145015928798 | 1.58549840712019 |
86 | 11 | 10.8265407584537 | 0.173459241546275 |
87 | 10 | 9.92784260091525 | 0.0721573990847512 |
88 | 14 | 10.2440443148589 | 3.75595568514108 |
89 | 12 | 12.0676495451566 | -0.067649545156601 |
90 | 10 | 11.0062093751507 | -1.00620937515070 |
91 | 14 | 13.0039077307139 | 0.996092269286107 |
92 | 5 | 9.01837653731086 | -4.01837653731087 |
93 | 11 | 10.5103081143553 | 0.489691885644693 |
94 | 10 | 10.2065867477450 | -0.206586747744983 |
95 | 9 | 11.4768161734027 | -2.47681617340271 |
96 | 10 | 11.4529474681946 | -1.45294746819459 |
97 | 16 | 13.7426686318634 | 2.25733136813656 |
98 | 13 | 12.8226479679577 | 0.177352032042325 |
99 | 9 | 10.8160373464980 | -1.81603734649798 |
100 | 10 | 11.3784908057584 | -1.37849080575841 |
101 | 10 | 10.9823971521634 | -0.982397152163354 |
102 | 7 | 9.48477058943398 | -2.48477058943398 |
103 | 9 | 9.81881717757514 | -0.818817177575138 |
104 | 8 | 10.2373139588467 | -2.23731395884674 |
105 | 14 | 12.8782906227441 | 1.12170937725588 |
106 | 14 | 11.6290622715850 | 2.37093772841498 |
107 | 8 | 11.0848609699681 | -3.08486096996813 |
108 | 9 | 11.5424972385413 | -2.54249723854129 |
109 | 14 | 11.8190700632370 | 2.18092993676304 |
110 | 14 | 10.7400525500353 | 3.25994744996475 |
111 | 8 | 9.87082919442977 | -1.87082919442977 |
112 | 8 | 13.697498458878 | -5.69749845887799 |
113 | 8 | 10.9938586542834 | -2.99385865428335 |
114 | 7 | 8.57491538099254 | -1.57491538099254 |
115 | 6 | 7.51783714558696 | -1.51783714558696 |
116 | 8 | 9.42375889430732 | -1.42375889430732 |
117 | 6 | 8.313190544643 | -2.31319054464301 |
118 | 11 | 9.89476653040706 | 1.10523346959294 |
119 | 14 | 11.8484280834378 | 2.15157191656218 |
120 | 11 | 11.1069328584248 | -0.106932858424812 |
121 | 11 | 11.9691146895295 | -0.96911468952952 |
122 | 11 | 9.21443793840498 | 1.78556206159502 |
123 | 14 | 10.3937780970331 | 3.60622190296693 |
124 | 8 | 10.3942057228836 | -2.39420572288361 |
125 | 20 | 11.5070132450521 | 8.49298675494791 |
126 | 11 | 10.3206918614346 | 0.679308138565415 |
127 | 8 | 9.1620717585722 | -1.16207175857221 |
128 | 11 | 10.7387255732248 | 0.261274426775163 |
129 | 10 | 10.6388659972798 | -0.638865997279794 |
130 | 14 | 13.4621841505030 | 0.537815849496953 |
131 | 11 | 10.5821223787796 | 0.417877621220388 |
132 | 9 | 10.6063976712483 | -1.60639767124831 |
133 | 9 | 9.7312857236005 | -0.731285723600498 |
134 | 8 | 10.1682290492721 | -2.1682290492721 |
135 | 10 | 12.0649970149322 | -2.06499701493220 |
136 | 13 | 10.7186811123059 | 2.28131888769407 |
137 | 13 | 10.1156039940656 | 2.88439600593437 |
138 | 12 | 9.30434987812627 | 2.69565012187372 |
139 | 8 | 10.3879135804722 | -2.38791358047223 |
140 | 13 | 11.0423380333320 | 1.95766196666805 |
141 | 14 | 12.4395447309082 | 1.56045526909177 |
142 | 12 | 11.6835008055674 | 0.316499194432622 |
143 | 14 | 10.9244109318456 | 3.0755890681544 |
144 | 15 | 11.3156212139699 | 3.6843787860301 |
145 | 13 | 10.5323084720619 | 2.46769152793814 |
146 | 16 | 11.8679529926546 | 4.13204700734539 |
147 | 9 | 11.9879474787856 | -2.98794747878561 |
148 | 9 | 10.4909904366288 | -1.49099043662884 |
149 | 9 | 11.0108779647636 | -2.01087796476355 |
150 | 8 | 11.3037885682201 | -3.30378856822013 |
151 | 7 | 10.0660590949341 | -3.06605909493411 |
152 | 16 | 11.9488381412397 | 4.05116185876027 |
153 | 11 | 13.3281789260286 | -2.32817892602855 |
154 | 9 | 9.99787353631934 | -0.997873536319345 |
155 | 11 | 9.84885001222374 | 1.15114998777626 |
156 | 9 | 9.87013481797661 | -0.870134817976613 |
157 | 14 | 12.4949862284785 | 1.50501377152146 |
158 | 13 | 11.0363296221748 | 1.96367037782518 |
159 | 16 | 14.4652710924792 | 1.53472890752081 |
Goldfeld-Quandt test for Heteroskedasticity | |||
p-values | Alternative Hypothesis | ||
breakpoint index | greater | 2-sided | less |
10 | 0.180728421510582 | 0.361456843021163 | 0.819271578489418 |
11 | 0.361303593392599 | 0.722607186785199 | 0.6386964066074 |
12 | 0.244096494997623 | 0.488192989995246 | 0.755903505002377 |
13 | 0.838011222799046 | 0.323977554401908 | 0.161988777200954 |
14 | 0.767010364468424 | 0.465979271063153 | 0.232989635531576 |
15 | 0.68217476756583 | 0.635650464868341 | 0.317825232434170 |
16 | 0.74776268662691 | 0.50447462674618 | 0.25223731337309 |
17 | 0.733567282650309 | 0.532865434699382 | 0.266432717349691 |
18 | 0.707161640187011 | 0.585676719625978 | 0.292838359812989 |
19 | 0.64050011095733 | 0.71899977808534 | 0.35949988904267 |
20 | 0.631780683770262 | 0.736438632459477 | 0.368219316229738 |
21 | 0.626165583901606 | 0.747668832196788 | 0.373834416098394 |
22 | 0.596612165108433 | 0.806775669783135 | 0.403387834891567 |
23 | 0.606997565678549 | 0.786004868642902 | 0.393002434321451 |
24 | 0.560211350462842 | 0.879577299074316 | 0.439788649537158 |
25 | 0.489135780696371 | 0.978271561392742 | 0.510864219303629 |
26 | 0.425243913159762 | 0.850487826319524 | 0.574756086840238 |
27 | 0.358336692704933 | 0.716673385409866 | 0.641663307295067 |
28 | 0.350149245384501 | 0.700298490769001 | 0.6498507546155 |
29 | 0.300223900183415 | 0.600447800366829 | 0.699776099816585 |
30 | 0.245031010224482 | 0.490062020448965 | 0.754968989775518 |
31 | 0.225890988154945 | 0.451781976309891 | 0.774109011845055 |
32 | 0.295856875866834 | 0.591713751733669 | 0.704143124133166 |
33 | 0.265429308153696 | 0.530858616307392 | 0.734570691846304 |
34 | 0.267435255740389 | 0.534870511480777 | 0.732564744259611 |
35 | 0.21975969127747 | 0.43951938255494 | 0.78024030872253 |
36 | 0.239313733557395 | 0.478627467114789 | 0.760686266442605 |
37 | 0.236589311641621 | 0.473178623283242 | 0.763410688358379 |
38 | 0.634738208365953 | 0.730523583268094 | 0.365261791634047 |
39 | 0.582739911542692 | 0.834520176914616 | 0.417260088457308 |
40 | 0.547685987870755 | 0.90462802425849 | 0.452314012129245 |
41 | 0.507024075003963 | 0.985951849992075 | 0.492975924996037 |
42 | 0.472715913630671 | 0.945431827261342 | 0.527284086369329 |
43 | 0.423769184834661 | 0.847538369669323 | 0.576230815165339 |
44 | 0.373554647354932 | 0.747109294709863 | 0.626445352645068 |
45 | 0.323174198041425 | 0.646348396082851 | 0.676825801958575 |
46 | 0.303117080464295 | 0.606234160928591 | 0.696882919535705 |
47 | 0.29250746883378 | 0.58501493766756 | 0.70749253116622 |
48 | 0.268986110590189 | 0.537972221180377 | 0.731013889409811 |
49 | 0.270077543763935 | 0.540155087527871 | 0.729922456236065 |
50 | 0.334893311917815 | 0.669786623835629 | 0.665106688082185 |
51 | 0.382500126416518 | 0.765000252833035 | 0.617499873583482 |
52 | 0.353365247479741 | 0.706730494959482 | 0.646634752520259 |
53 | 0.32786334913723 | 0.65572669827446 | 0.67213665086277 |
54 | 0.345724873119674 | 0.691449746239348 | 0.654275126880326 |
55 | 0.367110855096901 | 0.734221710193801 | 0.6328891449031 |
56 | 0.322124492745865 | 0.64424898549173 | 0.677875507254135 |
57 | 0.283702808818113 | 0.567405617636226 | 0.716297191181887 |
58 | 0.247998053718992 | 0.495996107437984 | 0.752001946281008 |
59 | 0.235373189677573 | 0.470746379355145 | 0.764626810322427 |
60 | 0.371015787663607 | 0.742031575327213 | 0.628984212336393 |
61 | 0.329636676729931 | 0.659273353459863 | 0.670363323270069 |
62 | 0.287580264333987 | 0.575160528667974 | 0.712419735666013 |
63 | 0.266726397830043 | 0.533452795660085 | 0.733273602169957 |
64 | 0.276065034821851 | 0.552130069643702 | 0.723934965178149 |
65 | 0.251045975528134 | 0.502091951056268 | 0.748954024471866 |
66 | 0.218853646573136 | 0.437707293146272 | 0.781146353426864 |
67 | 0.396892099574743 | 0.793784199149486 | 0.603107900425257 |
68 | 0.351530452085616 | 0.703060904171231 | 0.648469547914384 |
69 | 0.438156942576485 | 0.87631388515297 | 0.561843057423515 |
70 | 0.393987372536352 | 0.787974745072704 | 0.606012627463648 |
71 | 0.519733325226462 | 0.960533349547076 | 0.480266674773538 |
72 | 0.49766551401752 | 0.99533102803504 | 0.50233448598248 |
73 | 0.532374445400242 | 0.935251109199516 | 0.467625554599758 |
74 | 0.532018575648426 | 0.935962848703148 | 0.467981424351574 |
75 | 0.519383628932437 | 0.961232742135127 | 0.480616371067563 |
76 | 0.49164426064901 | 0.98328852129802 | 0.50835573935099 |
77 | 0.641132141777 | 0.717735716446001 | 0.358867858223000 |
78 | 0.604402523698038 | 0.791194952603924 | 0.395597476301962 |
79 | 0.564048598796626 | 0.871902802406747 | 0.435951401203374 |
80 | 0.520782006246579 | 0.958435987506843 | 0.479217993753421 |
81 | 0.520260829464174 | 0.959478341071651 | 0.479739170535826 |
82 | 0.693013141877124 | 0.613973716245753 | 0.306986858122876 |
83 | 0.654104266077126 | 0.691791467845747 | 0.345895733922873 |
84 | 0.637181055605434 | 0.725637888789132 | 0.362818944394566 |
85 | 0.60801639565462 | 0.78396720869076 | 0.39198360434538 |
86 | 0.563072363893891 | 0.873855272212218 | 0.436927636106109 |
87 | 0.516415347191739 | 0.967169305616522 | 0.483584652808261 |
88 | 0.582864908247488 | 0.834270183505024 | 0.417135091752512 |
89 | 0.537543595331019 | 0.924912809337961 | 0.462456404668981 |
90 | 0.496606226060556 | 0.993212452121112 | 0.503393773939444 |
91 | 0.456487059415457 | 0.912974118830915 | 0.543512940584543 |
92 | 0.51628547550523 | 0.96742904898954 | 0.48371452449477 |
93 | 0.472097263672455 | 0.94419452734491 | 0.527902736327545 |
94 | 0.424827961744755 | 0.84965592348951 | 0.575172038255245 |
95 | 0.421798328639387 | 0.843596657278774 | 0.578201671360613 |
96 | 0.391831330924637 | 0.783662661849274 | 0.608168669075363 |
97 | 0.375675007377201 | 0.751350014754402 | 0.624324992622799 |
98 | 0.331272525159957 | 0.662545050319913 | 0.668727474840043 |
99 | 0.307833250676609 | 0.615666501353217 | 0.692166749323391 |
100 | 0.278213554704648 | 0.556427109409295 | 0.721786445295352 |
101 | 0.244678604677005 | 0.48935720935401 | 0.755321395322995 |
102 | 0.236706203416504 | 0.473412406833007 | 0.763293796583496 |
103 | 0.202710507155482 | 0.405421014310963 | 0.797289492844519 |
104 | 0.193016265016738 | 0.386032530033476 | 0.806983734983262 |
105 | 0.164659000143653 | 0.329318000287306 | 0.835340999856347 |
106 | 0.160001531629451 | 0.320003063258901 | 0.83999846837055 |
107 | 0.173003922948002 | 0.346007845896004 | 0.826996077051998 |
108 | 0.177026424580709 | 0.354052849161418 | 0.822973575419291 |
109 | 0.164494693307168 | 0.328989386614335 | 0.835505306692832 |
110 | 0.188039253933575 | 0.376078507867149 | 0.811960746066425 |
111 | 0.167904458684710 | 0.335808917369419 | 0.83209554131529 |
112 | 0.383554354666379 | 0.767108709332759 | 0.61644564533362 |
113 | 0.440996573081688 | 0.881993146163376 | 0.559003426918312 |
114 | 0.404991602863803 | 0.809983205727605 | 0.595008397136197 |
115 | 0.396873925734874 | 0.793747851469748 | 0.603126074265126 |
116 | 0.354703097268667 | 0.709406194537333 | 0.645296902731333 |
117 | 0.339974884443602 | 0.679949768887203 | 0.660025115556399 |
118 | 0.298560825064733 | 0.597121650129466 | 0.701439174935267 |
119 | 0.277492585498295 | 0.554985170996589 | 0.722507414501705 |
120 | 0.234196464919618 | 0.468392929839237 | 0.765803535080382 |
121 | 0.206815501025220 | 0.413631002050439 | 0.79318449897478 |
122 | 0.193640998106029 | 0.387281996212057 | 0.806359001893971 |
123 | 0.203707035750708 | 0.407414071501415 | 0.796292964249292 |
124 | 0.21557306164207 | 0.43114612328414 | 0.78442693835793 |
125 | 0.759576046356307 | 0.480847907287385 | 0.240423953643693 |
126 | 0.719577004376709 | 0.560845991246582 | 0.280422995623291 |
127 | 0.668545607218508 | 0.662908785562983 | 0.331454392781492 |
128 | 0.608419466672766 | 0.783161066654468 | 0.391580533327234 |
129 | 0.546388615929111 | 0.907222768141778 | 0.453611384070889 |
130 | 0.483220352105192 | 0.966440704210384 | 0.516779647894808 |
131 | 0.426179136558455 | 0.85235827311691 | 0.573820863441545 |
132 | 0.371118385118890 | 0.742236770237781 | 0.62888161488111 |
133 | 0.310541293707684 | 0.621082587415368 | 0.689458706292316 |
134 | 0.272087355084123 | 0.544174710168246 | 0.727912644915877 |
135 | 0.241635801709890 | 0.483271603419781 | 0.75836419829011 |
136 | 0.219388220396663 | 0.438776440793326 | 0.780611779603337 |
137 | 0.249962728502138 | 0.499925457004276 | 0.750037271497862 |
138 | 0.255751740603562 | 0.511503481207124 | 0.744248259396438 |
139 | 0.271635729409338 | 0.543271458818677 | 0.728364270590662 |
140 | 0.212861942641384 | 0.425723885282768 | 0.787138057358616 |
141 | 0.161410114154592 | 0.322820228309184 | 0.838589885845408 |
142 | 0.117849588184148 | 0.235699176368296 | 0.882150411815852 |
143 | 0.136569895505685 | 0.273139791011370 | 0.863430104494315 |
144 | 0.124900008788224 | 0.249800017576448 | 0.875099991211776 |
145 | 0.108267586464761 | 0.216535172929523 | 0.891732413535239 |
146 | 0.194919332342784 | 0.389838664685568 | 0.805080667657216 |
147 | 0.161751844607949 | 0.323503689215897 | 0.838248155392051 |
148 | 0.0964242597272326 | 0.192848519454465 | 0.903575740272767 |
149 | 0.0599275475332336 | 0.119855095066467 | 0.940072452466766 |
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 |