Multiple Linear Regression - Estimated Regression Equation |
Gender[t] = + 1.5694368109036 -0.00155933436788094Concern_Mistakes[t] + 0.0220042322171014Doubts_actions[t] -0.020920534869011Parental_Expectations[t] + 0.0141085588947836Parental_Criticism[t] -0.000368325989120471Personal_Standards[t] + 8.56959905519287e-05Organization[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) | 1.5694368109036 | 0.334093 | 4.6976 | 6e-06 | 3e-06 |
Concern_Mistakes | -0.00155933436788094 | 0.008835 | -0.1765 | 0.860143 | 0.430072 |
Doubts_actions | 0.0220042322171014 | 0.015941 | 1.3804 | 0.169503 | 0.084752 |
Parental_Expectations | -0.020920534869011 | 0.014678 | -1.4253 | 0.156109 | 0.078054 |
Parental_Criticism | 0.0141085588947836 | 0.018463 | 0.7641 | 0.445973 | 0.222986 |
Personal_Standards | -0.000368325989120471 | 0.011604 | -0.0317 | 0.97472 | 0.48736 |
Organization | 8.56959905519287e-05 | 0.011305 | 0.0076 | 0.993962 | 0.496981 |
Multiple Linear Regression - Regression Statistics | |
Multiple R | 0.178595011069722 |
R-squared | 0.0318961779789943 |
Adjusted R-squared | -0.00631844657446656 |
F-TEST (value) | 0.83465893886705 |
F-TEST (DF numerator) | 6 |
F-TEST (DF denominator) | 152 |
p-value | 0.544891001341408 |
Multiple Linear Regression - Residual Statistics | |
Residual Standard Deviation | 0.489348843837377 |
Sum Squared Residuals | 36.3982682266766 |
Multiple Linear Regression - Actuals, Interpolation, and Residuals | |||
Time or Index | Actuals | Interpolation Forecast | Residuals Prediction Error |
1 | 2 | 1.77263713230762 | 0.22736286769238 |
2 | 2 | 1.73168759122457 | 0.268312408775433 |
3 | 2 | 1.4232655184275 | 0.5767344815725 |
4 | 1 | 1.70405551534453 | -0.704055515344525 |
5 | 2 | 1.58685831370331 | 0.413141686296688 |
6 | 2 | 1.60662528898923 | 0.393374711010771 |
7 | 2 | 1.5775350477728 | 0.422464952227204 |
8 | 2 | 1.70493039774094 | 0.29506960225906 |
9 | 2 | 1.73677377156781 | 0.263226228432186 |
10 | 2 | 1.60617519399635 | 0.393824806003649 |
11 | 1 | 1.69110086781586 | -0.691100867815864 |
12 | 2 | 1.5876089315527 | 0.412391068447304 |
13 | 1 | 1.6169261055232 | -0.616926105523201 |
14 | 2 | 1.70447492538747 | 0.295525074612529 |
15 | 2 | 1.66424975141502 | 0.335750248584978 |
16 | 1 | 1.37382262593061 | -0.373822625930607 |
17 | 1 | 1.66703184341436 | -0.667031843414356 |
18 | 2 | 1.60069502876028 | 0.399304971239717 |
19 | 1 | 1.45134833278569 | -0.451348332785688 |
20 | 2 | 1.62194417366941 | 0.378055826330588 |
21 | 1 | 1.74757753077309 | -0.747577530773088 |
22 | 2 | 1.6410907521092 | 0.358909247890798 |
23 | 2 | 1.62005407860635 | 0.379945921393652 |
24 | 2 | 1.7281609589854 | 0.271839041014604 |
25 | 1 | 1.65963156785417 | -0.659631567854171 |
26 | 2 | 1.52727553179568 | 0.47272446820432 |
27 | 1 | 1.49998009787867 | -0.499980097878666 |
28 | 2 | 1.58479746586788 | 0.415202534132119 |
29 | 2 | 1.51854920095681 | 0.481450799043187 |
30 | 1 | 1.54751845269714 | -0.54751845269714 |
31 | 2 | 1.64169868179107 | 0.358301318208931 |
32 | 1 | 1.72416870991065 | -0.724168709910653 |
33 | 2 | 1.45577491270397 | 0.544225087296026 |
34 | 2 | 1.54455677139069 | 0.455443228609315 |
35 | 1 | 1.50488561995698 | -0.504885619956982 |
36 | 1 | 1.75951900822249 | -0.759519008222492 |
37 | 1 | 1.64796405479602 | -0.647964054796017 |
38 | 1 | 1.71635332561765 | -0.716353325617652 |
39 | 2 | 1.5678941609286 | 0.432105839071398 |
40 | 1 | 1.63350728624535 | -0.633507286245348 |
41 | 1 | 1.58978573057954 | -0.589785730579537 |
42 | 2 | 1.56002194470571 | 0.439978055294286 |
43 | 1 | 1.55677183056756 | -0.556771830567558 |
44 | 1 | 1.46954331122796 | -0.469543311227962 |
45 | 2 | 1.65435010025072 | 0.345649899749283 |
46 | 2 | 1.68761604957114 | 0.31238395042886 |
47 | 2 | 1.68993431133616 | 0.310065688663838 |
48 | 2 | 1.71267483947194 | 0.287325160528057 |
49 | 2 | 1.59884334719089 | 0.401156652809113 |
50 | 1 | 1.57733365704564 | -0.577333657045636 |
51 | 2 | 1.82637860006987 | 0.173621399930127 |
52 | 1 | 1.59555079296751 | -0.59555079296751 |
53 | 1 | 1.61514746640018 | -0.615147466400178 |
54 | 2 | 1.61106679853661 | 0.388933201463389 |
55 | 1 | 1.47255178751658 | -0.472551787516579 |
56 | 2 | 1.67041654887827 | 0.329583451121734 |
57 | 2 | 1.60973314573914 | 0.390266854260859 |
58 | 2 | 1.50377133764224 | 0.496228662357765 |
59 | 1 | 1.6090412314796 | -0.609041231479601 |
60 | 2 | 1.71478570287206 | 0.285214297127941 |
61 | 1 | 1.61019940425337 | -0.610199404253365 |
62 | 1 | 1.56263439145503 | -0.562634391455029 |
63 | 2 | 1.60329233261297 | 0.396707667387026 |
64 | 2 | 1.78025344223938 | 0.219746557760619 |
65 | 2 | 1.60927551430001 | 0.390724485699992 |
66 | 1 | 1.63967342332981 | -0.639673423329812 |
67 | 2 | 1.57382742284785 | 0.426172577152153 |
68 | 1 | 1.57060387982424 | -0.57060387982424 |
69 | 2 | 1.71204803106409 | 0.287951968935909 |
70 | 1 | 1.65597351556903 | -0.655973515569032 |
71 | 1 | 1.54404159218483 | -0.544041592184832 |
72 | 2 | 1.64255880832133 | 0.357441191678674 |
73 | 2 | 1.52614717088707 | 0.473852829112929 |
74 | 1 | 1.62640362772492 | -0.62640362772492 |
75 | 1 | 1.49070978766193 | -0.490709787661933 |
76 | 2 | 1.60986959136267 | 0.390130408637329 |
77 | 2 | 1.6643166692244 | 0.335683330775605 |
78 | 2 | 1.62878464968281 | 0.371215350317188 |
79 | 1 | 1.70153705296347 | -0.701537052963474 |
80 | 1 | 1.57318356512674 | -0.57318356512674 |
81 | 1 | 1.70385564914934 | -0.703855649149342 |
82 | 1 | 1.5521033271228 | -0.552103327122803 |
83 | 2 | 1.6365302116433 | 0.363469788356703 |
84 | 1 | 1.51348956637169 | -0.513489566371688 |
85 | 2 | 1.7401254849552 | 0.259874515044798 |
86 | 2 | 1.53745888191636 | 0.462541118083637 |
87 | 1 | 1.58963025032003 | -0.589630250320026 |
88 | 2 | 1.77270338973821 | 0.227296610261789 |
89 | 2 | 1.64455801191684 | 0.355441988083164 |
90 | 2 | 1.60310334790677 | 0.396896652093227 |
91 | 2 | 1.65272951332843 | 0.347270486671571 |
92 | 2 | 1.57621021270687 | 0.42378978729313 |
93 | 2 | 1.66450146202609 | 0.335498537973913 |
94 | 2 | 1.51962785536516 | 0.480372144634841 |
95 | 2 | 1.64338619922986 | 0.356613800770137 |
96 | 2 | 1.46155290626097 | 0.538447093739026 |
97 | 2 | 1.70166225685208 | 0.298337743147919 |
98 | 2 | 1.59706898218264 | 0.402931017817362 |
99 | 1 | 1.58073078970055 | -0.580730789700551 |
100 | 1 | 1.59107365085868 | -0.591073650858678 |
101 | 2 | 1.57422012657784 | 0.425779873422156 |
102 | 1 | 1.52848277785397 | -0.528482777853968 |
103 | 2 | 1.47388825600294 | 0.526111743997056 |
104 | 1 | 1.53883068195184 | -0.538830681951839 |
105 | 2 | 1.74770974081407 | 0.25229025918593 |
106 | 1 | 1.67395351170402 | -0.673953511704025 |
107 | 2 | 1.5971061745235 | 0.402893825476498 |
108 | 1 | 1.59345675774405 | -0.593456757744054 |
109 | 1 | 1.67359527159439 | -0.673595271594392 |
110 | 2 | 1.6808670385944 | 0.319132961405602 |
111 | 2 | 1.56938447566611 | 0.430615524333887 |
112 | 2 | 1.53181029114205 | 0.468189708857949 |
113 | 2 | 1.67250807700858 | 0.32749192299142 |
114 | 1 | 1.45167301964688 | -0.451673019646875 |
115 | 2 | 1.66654761788401 | 0.333452382115987 |
116 | 1 | 1.51341901793281 | -0.513419017932809 |
117 | 2 | 1.42104582374127 | 0.578954176258731 |
118 | 2 | 1.67560292462342 | 0.32439707537658 |
119 | 2 | 1.64563524177648 | 0.35436475822352 |
120 | 2 | 1.66569244457975 | 0.334307555420247 |
121 | 2 | 1.66856199619424 | 0.331438003805763 |
122 | 2 | 1.63247577201052 | 0.367524227989481 |
123 | 2 | 1.69791743961858 | 0.30208256038142 |
124 | 2 | 1.67598467725822 | 0.324015322741778 |
125 | 2 | 1.9064339415378 | 0.0935660584622029 |
126 | 2 | 1.53175221833034 | 0.468247781669656 |
127 | 1 | 1.56326307202382 | -0.563263072023819 |
128 | 2 | 1.6564275375487 | 0.343572462451296 |
129 | 2 | 1.58999390632248 | 0.410006093677523 |
130 | 2 | 1.70134653944876 | 0.298653460551237 |
131 | 1 | 1.65310790783486 | -0.653107907834856 |
132 | 1 | 1.60025400367722 | -0.600254003677218 |
133 | 2 | 1.57513972552291 | 0.424860274477086 |
134 | 1 | 1.58401188049088 | -0.584011880490878 |
135 | 1 | 1.61463295603602 | -0.614632956036019 |
136 | 2 | 1.52993286380364 | 0.470067136196359 |
137 | 1 | 1.65574447206238 | -0.655744472062381 |
138 | 1 | 1.65380885774852 | -0.653808857748515 |
139 | 2 | 1.58921445401307 | 0.410785545986927 |
140 | 2 | 1.74673358893422 | 0.253266411065778 |
141 | 1 | 1.7621364932565 | -0.762136493256502 |
142 | 2 | 1.60518899049271 | 0.394811009507291 |
143 | 1 | 1.61327249228728 | -0.613272492287276 |
144 | 2 | 1.78517518082718 | 0.214824819172821 |
145 | 1 | 1.61570467711222 | -0.615704677112224 |
146 | 2 | 1.72292120158525 | 0.27707879841475 |
147 | 2 | 1.48288354682555 | 0.517116453174455 |
148 | 1 | 1.59890131624377 | -0.598901316243768 |
149 | 1 | 1.61588695058231 | -0.615886950582309 |
150 | 1 | 1.55371081335734 | -0.553710813357343 |
151 | 2 | 1.58143973163463 | 0.418560268365366 |
152 | 2 | 1.649199957365 | 0.350800042634995 |
153 | 1 | 1.40346106936801 | -0.403461069368007 |
154 | 2 | 1.51896356806001 | 0.481036431939985 |
155 | 2 | 1.53817134225821 | 0.461828657741788 |
156 | 2 | 1.5484520386834 | 0.451547961316602 |
157 | 2 | 1.70979416727586 | 0.290205832724143 |
158 | 2 | 1.6422461795767 | 0.357753820423298 |
159 | 2 | 1.69686431877423 | 0.303135681225767 |
Goldfeld-Quandt test for Heteroskedasticity | |||
p-values | Alternative Hypothesis | ||
breakpoint index | greater | 2-sided | less |
10 | 0.589026024513876 | 0.821947950972248 | 0.410973975486124 |
11 | 0.509558684851376 | 0.980882630297248 | 0.490441315148624 |
12 | 0.511357702013917 | 0.977284595972166 | 0.488642297986083 |
13 | 0.390031077802158 | 0.780062155604315 | 0.609968922197842 |
14 | 0.290134266681746 | 0.580268533363492 | 0.709865733318254 |
15 | 0.200686557184843 | 0.401373114369686 | 0.799313442815157 |
16 | 0.282819401701859 | 0.565638803403719 | 0.717180598298141 |
17 | 0.387965816310326 | 0.775931632620652 | 0.612034183689674 |
18 | 0.360947678039384 | 0.721895356078768 | 0.639052321960616 |
19 | 0.37444667337685 | 0.748893346753699 | 0.62555332662315 |
20 | 0.300041784075879 | 0.600083568151758 | 0.699958215924121 |
21 | 0.585252546128279 | 0.829494907743442 | 0.414747453871721 |
22 | 0.519455646450347 | 0.961088707099306 | 0.480544353549653 |
23 | 0.514203700661743 | 0.971592598676515 | 0.485796299338257 |
24 | 0.534700191368189 | 0.930599617263621 | 0.465299808631811 |
25 | 0.512659703721391 | 0.974680592557218 | 0.487340296278609 |
26 | 0.484794230774801 | 0.969588461549603 | 0.515205769225199 |
27 | 0.535223766821478 | 0.929552466357045 | 0.464776233178522 |
28 | 0.551820632359677 | 0.896358735280646 | 0.448179367640323 |
29 | 0.516287720593501 | 0.967424558812998 | 0.483712279406499 |
30 | 0.541207190352094 | 0.917585619295811 | 0.458792809647906 |
31 | 0.558100954285362 | 0.883798091429276 | 0.441899045714638 |
32 | 0.655641456163022 | 0.688717087673955 | 0.344358543836978 |
33 | 0.616657876177376 | 0.766684247645248 | 0.383342123822624 |
34 | 0.574402469590317 | 0.851195060819367 | 0.425597530409683 |
35 | 0.601675885717545 | 0.79664822856491 | 0.398324114282455 |
36 | 0.689889707386328 | 0.620220585227344 | 0.310110292613672 |
37 | 0.734775867208125 | 0.53044826558375 | 0.265224132791875 |
38 | 0.751444806465438 | 0.497110387069124 | 0.248555193534562 |
39 | 0.724146474166648 | 0.551707051666704 | 0.275853525833352 |
40 | 0.743799463216784 | 0.512401073566433 | 0.256200536783216 |
41 | 0.736105104105868 | 0.527789791788264 | 0.263894895894132 |
42 | 0.717033814313696 | 0.565932371372607 | 0.282966185686304 |
43 | 0.745056506874768 | 0.509886986250463 | 0.254943493125232 |
44 | 0.737291725533957 | 0.525416548932085 | 0.262708274466043 |
45 | 0.712562625460278 | 0.574874749079443 | 0.287437374539722 |
46 | 0.705378150661601 | 0.589243698676797 | 0.294621849338399 |
47 | 0.694757309464148 | 0.610485381071703 | 0.305242690535852 |
48 | 0.669215859022829 | 0.661568281954342 | 0.330784140977171 |
49 | 0.646440862319632 | 0.707118275360737 | 0.353559137680368 |
50 | 0.649398926357448 | 0.701202147285104 | 0.350601073642552 |
51 | 0.623855020328785 | 0.752289959342431 | 0.376144979671215 |
52 | 0.644070522715187 | 0.711858954569627 | 0.355929477284813 |
53 | 0.650255638945668 | 0.699488722108665 | 0.349744361054332 |
54 | 0.623104144697071 | 0.753791710605858 | 0.376895855302929 |
55 | 0.645934721581576 | 0.708130556836849 | 0.354065278418424 |
56 | 0.636275977277222 | 0.727448045445556 | 0.363724022722778 |
57 | 0.620622983503111 | 0.758754032993779 | 0.379377016496889 |
58 | 0.616024055816071 | 0.767951888367859 | 0.383975944183929 |
59 | 0.639306929433274 | 0.721386141133451 | 0.360693070566726 |
60 | 0.611729004888174 | 0.776541990223652 | 0.388270995111826 |
61 | 0.632216026441875 | 0.73556794711625 | 0.367783973558125 |
62 | 0.643671515369125 | 0.712656969261749 | 0.356328484630875 |
63 | 0.643811545605896 | 0.712376908788208 | 0.356188454394104 |
64 | 0.608128725373466 | 0.783742549253069 | 0.391871274626534 |
65 | 0.591596437185448 | 0.816807125629104 | 0.408403562814552 |
66 | 0.616413956406903 | 0.767172087186194 | 0.383586043593097 |
67 | 0.602918274399685 | 0.79416345120063 | 0.397081725600315 |
68 | 0.626409502530184 | 0.747180994939632 | 0.373590497469816 |
69 | 0.600779624199519 | 0.798440751600962 | 0.399220375800481 |
70 | 0.636042149760084 | 0.727915700479832 | 0.363957850239916 |
71 | 0.646939237458981 | 0.706121525082039 | 0.35306076254102 |
72 | 0.623293534307303 | 0.753412931385393 | 0.376706465692697 |
73 | 0.621676608790975 | 0.756646782418051 | 0.378323391209025 |
74 | 0.645820530808703 | 0.708358938382594 | 0.354179469191297 |
75 | 0.647328803044272 | 0.705342393911456 | 0.352671196955728 |
76 | 0.629136838264994 | 0.741726323470012 | 0.370863161735006 |
77 | 0.607396435751852 | 0.785207128496296 | 0.392603564248148 |
78 | 0.587961378168081 | 0.824077243663838 | 0.412038621831919 |
79 | 0.63966333894999 | 0.72067332210002 | 0.36033666105001 |
80 | 0.661359029431867 | 0.677281941136265 | 0.338640970568133 |
81 | 0.721066316879542 | 0.557867366240916 | 0.278933683120458 |
82 | 0.736397311379142 | 0.527205377241717 | 0.263602688620858 |
83 | 0.71743865592071 | 0.56512268815858 | 0.28256134407929 |
84 | 0.73587856275195 | 0.528242874496099 | 0.26412143724805 |
85 | 0.708243164651685 | 0.58351367069663 | 0.291756835348315 |
86 | 0.700910053696953 | 0.598179892606094 | 0.299089946303047 |
87 | 0.738210923415021 | 0.523578153169957 | 0.261789076584978 |
88 | 0.709404868403728 | 0.581190263192545 | 0.290595131596272 |
89 | 0.685064746546112 | 0.629870506907777 | 0.314935253453888 |
90 | 0.668267145557568 | 0.663465708884863 | 0.331732854442431 |
91 | 0.644818630877795 | 0.710362738244411 | 0.355181369122205 |
92 | 0.625081120980477 | 0.749837758039046 | 0.374918879019523 |
93 | 0.597104729791384 | 0.805790540417233 | 0.402895270208616 |
94 | 0.590181238563408 | 0.819637522873183 | 0.409818761436592 |
95 | 0.562003457677622 | 0.875993084644756 | 0.437996542322378 |
96 | 0.560441322833187 | 0.879117354333625 | 0.439558677166813 |
97 | 0.526293967866476 | 0.947412064267048 | 0.473706032133524 |
98 | 0.506287661415957 | 0.987424677168085 | 0.493712338584043 |
99 | 0.527637209050954 | 0.944725581898093 | 0.472362790949046 |
100 | 0.548598553572264 | 0.902802892855472 | 0.451401446427736 |
101 | 0.529383334178013 | 0.941233331643973 | 0.470616665821987 |
102 | 0.54279465260143 | 0.914410694797141 | 0.45720534739857 |
103 | 0.556160671439612 | 0.887678657120776 | 0.443839328560388 |
104 | 0.576732290731048 | 0.846535418537905 | 0.423267709268952 |
105 | 0.535258692039663 | 0.929482615920673 | 0.464741307960337 |
106 | 0.565081953435474 | 0.869836093129053 | 0.434918046564526 |
107 | 0.55393488179147 | 0.892130236417059 | 0.44606511820853 |
108 | 0.564873321597632 | 0.870253356804736 | 0.435126678402368 |
109 | 0.620568947961041 | 0.758862104077917 | 0.379431052038959 |
110 | 0.590356852918375 | 0.819286294163251 | 0.409643147081625 |
111 | 0.590049728304685 | 0.81990054339063 | 0.409950271695315 |
112 | 0.586932681585512 | 0.826134636828976 | 0.413067318414488 |
113 | 0.557491961578611 | 0.885016076842779 | 0.442508038421389 |
114 | 0.601281143349877 | 0.797437713300246 | 0.398718856650123 |
115 | 0.555426680704847 | 0.889146638590307 | 0.444573319295153 |
116 | 0.581020977192483 | 0.837958045615034 | 0.418979022807517 |
117 | 0.585896776581184 | 0.828206446837632 | 0.414103223418816 |
118 | 0.554622080773567 | 0.890755838452867 | 0.445377919226433 |
119 | 0.516929835580626 | 0.966140328838749 | 0.483070164419374 |
120 | 0.567866798185081 | 0.864266403629838 | 0.432133201814919 |
121 | 0.533969840169232 | 0.932060319661536 | 0.466030159830768 |
122 | 0.557419768456959 | 0.885160463086083 | 0.442580231543041 |
123 | 0.509457426059564 | 0.981085147880872 | 0.490542573940436 |
124 | 0.479381362820653 | 0.958762725641307 | 0.520618637179347 |
125 | 0.420501300996417 | 0.841002601992833 | 0.579498699003583 |
126 | 0.410001568516949 | 0.820003137033898 | 0.589998431483051 |
127 | 0.434565829543768 | 0.869131659087536 | 0.565434170456232 |
128 | 0.383266781313248 | 0.766533562626497 | 0.616733218686752 |
129 | 0.351076418772417 | 0.702152837544834 | 0.648923581227583 |
130 | 0.30283016982933 | 0.605660339658661 | 0.69716983017067 |
131 | 0.352769325537942 | 0.705538651075884 | 0.647230674462058 |
132 | 0.33487478708059 | 0.66974957416118 | 0.66512521291941 |
133 | 0.296407418802672 | 0.592814837605344 | 0.703592581197328 |
134 | 0.291343604642625 | 0.582687209285249 | 0.708656395357375 |
135 | 0.294986446087471 | 0.589972892174941 | 0.70501355391253 |
136 | 0.266674956346582 | 0.533349912693164 | 0.733325043653418 |
137 | 0.296053449607607 | 0.592106899215215 | 0.703946550392393 |
138 | 0.324135028937439 | 0.648270057874878 | 0.675864971062561 |
139 | 0.276778834441284 | 0.553557668882569 | 0.723221165558716 |
140 | 0.239754869307488 | 0.479509738614977 | 0.760245130692512 |
141 | 0.347394651414758 | 0.694789302829517 | 0.652605348585242 |
142 | 0.274719029756676 | 0.549438059513352 | 0.725280970243324 |
143 | 0.432075820268419 | 0.864151640536838 | 0.567924179731581 |
144 | 0.349907854898514 | 0.699815709797027 | 0.650092145101486 |
145 | 0.607537359043712 | 0.784925281912576 | 0.392462640956288 |
146 | 0.544760378259565 | 0.910479243480869 | 0.455239621740435 |
147 | 0.495228479973315 | 0.990456959946629 | 0.504771520026685 |
148 | 0.611311973585342 | 0.777376052829316 | 0.388688026414658 |
149 | 0.6126116149295 | 0.774776770141001 | 0.3873883850705 |
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 |