Multiple Linear Regression - Estimated Regression Equation |
Gender[t] = + 0.597949944197336 + 0.00437351222682402Concern_mistakes[t] -0.0173002748928004Doubts_actions[t] + 0.0141160678171409Parental_expectations[t] + 0.006185694746909Parental_criticism[t] + 0.0199299315322437Personal_standards[t] -0.0432498272067169Organization[t] + 0.0262634935492487PLC[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) | 0.597949944197336 | 0.411535 | 1.453 | 0.148534 | 0.074267 |
Concern_mistakes | 0.00437351222682402 | 0.008598 | 0.5086 | 0.611823 | 0.305912 |
Doubts_actions | -0.0173002748928004 | 0.016643 | -1.0395 | 0.300408 | 0.150204 |
Parental_expectations | 0.0141160678171409 | 0.014181 | 0.9954 | 0.321287 | 0.160643 |
Parental_criticism | 0.006185694746909 | 0.017773 | 0.348 | 0.728349 | 0.364174 |
Personal_standards | 0.0199299315322437 | 0.011492 | 1.7342 | 0.085152 | 0.042576 |
Organization | -0.0432498272067169 | 0.011566 | -3.7394 | 0.000271 | 0.000135 |
PLC | 0.0262634935492487 | 0.018669 | 1.4068 | 0.161758 | 0.080879 |
Multiple Linear Regression - Regression Statistics | |
Multiple R | 0.424855834673263 |
R-squared | 0.180502480255915 |
Adjusted R-squared | 0.138322460857322 |
F-TEST (value) | 4.27933611291648 |
F-TEST (DF numerator) | 7 |
F-TEST (DF denominator) | 136 |
p-value | 0.000264199339875648 |
Multiple Linear Regression - Residual Statistics | |
Residual Standard Deviation | 0.455533348009159 |
Sum Squared Residuals | 28.2214458361869 |
Multiple Linear Regression - Actuals, Interpolation, and Residuals | |||
Time or Index | Actuals | Interpolation Forecast | Residuals Prediction Error |
1 | 1 | 0.563241998076528 | 0.436758001923472 |
2 | 1 | 0.659041232570046 | 0.340958767429954 |
3 | 1 | 0.781558913282527 | 0.218441086717473 |
4 | 0 | 0.439916355940984 | -0.439916355940984 |
5 | 1 | 0.72703265797369 | 0.272967342026310 |
6 | 1 | 0.72147222458761 | 0.27852777541239 |
7 | 1 | 1.10485343486693 | -0.104853434866925 |
8 | 1 | 0.484428124536134 | 0.515571875463866 |
9 | 1 | 0.6629521135555 | 0.3370478864445 |
10 | 1 | 0.645004341033608 | 0.354995658966392 |
11 | 0 | 0.222238280464825 | -0.222238280464825 |
12 | 1 | 0.671300454898794 | 0.328699545101206 |
13 | 0 | 0.464254218280553 | -0.464254218280553 |
14 | 1 | 0.821088369699826 | 0.178911630300174 |
15 | 0 | 0.182645006599913 | -0.182645006599913 |
16 | 0 | 0.697517811206787 | -0.697517811206787 |
17 | 1 | 0.969724008065876 | 0.0302759919341237 |
18 | 0 | 1.25014989567502 | -1.25014989567502 |
19 | 1 | 0.657516594612422 | 0.342483405387578 |
20 | 0 | 0.437596800885716 | -0.437596800885716 |
21 | 1 | 0.66779139872972 | 0.33220860127028 |
22 | 1 | 0.68394195190732 | 0.316058048092680 |
23 | 0 | 0.46568691242771 | -0.46568691242771 |
24 | 1 | 0.743959792927438 | 0.256040207072562 |
25 | 0 | 0.605120031224526 | -0.605120031224526 |
26 | 1 | 0.958483211640104 | 0.0415167883598956 |
27 | 0 | 0.481633117111356 | -0.481633117111356 |
28 | 1 | 1.26457063289594 | -0.264570632895941 |
29 | 0 | 0.401325206953173 | -0.401325206953173 |
30 | 1 | 0.602457517260548 | 0.397542482739452 |
31 | 1 | 0.539687109265028 | 0.460312890734972 |
32 | 0 | 0.488070680931322 | -0.488070680931322 |
33 | 0 | 0.244536344590455 | -0.244536344590455 |
34 | 0 | 0.213207489656181 | -0.213207489656181 |
35 | 0 | 0.411327684760868 | -0.411327684760868 |
36 | 1 | 0.412163044348671 | 0.587836955651329 |
37 | 0 | 0.543505142613647 | -0.543505142613647 |
38 | 0 | 0.447521284271863 | -0.447521284271863 |
39 | 1 | 0.641848593869277 | 0.358151406130723 |
40 | 0 | 0.670097648160253 | -0.670097648160253 |
41 | 1 | 0.779562661878074 | 0.220437338121926 |
42 | 1 | 0.31233958080459 | 0.68766041919541 |
43 | 1 | 0.796195903835485 | 0.203804096164515 |
44 | 1 | 0.601148592865278 | 0.398851407134722 |
45 | 0 | 0.594184779725823 | -0.594184779725823 |
46 | 1 | 0.812948547732315 | 0.187051452267685 |
47 | 0 | 0.427491112264492 | -0.427491112264492 |
48 | 0 | 0.703362344690401 | -0.703362344690401 |
49 | 1 | 0.45242155651972 | 0.54757844348028 |
50 | 0 | 0.726305289335162 | -0.726305289335162 |
51 | 1 | 0.890187793399189 | 0.109812206600811 |
52 | 1 | 0.662017093325141 | 0.337982906674859 |
53 | 1 | 0.561950467535103 | 0.438049532464897 |
54 | 0 | 0.582481678983905 | -0.582481678983905 |
55 | 1 | 0.710484936364889 | 0.289515063635111 |
56 | 0 | 0.255725157830062 | -0.255725157830062 |
57 | 0 | 0.650969543247306 | -0.650969543247306 |
58 | 1 | 0.312045469435121 | 0.68795453056488 |
59 | 1 | 0.705779266312945 | 0.294220733687055 |
60 | 1 | 0.942774066714847 | 0.0572259332851525 |
61 | 0 | 0.459264310678517 | -0.459264310678517 |
62 | 1 | 0.763893838396806 | 0.236106161603194 |
63 | 0 | 0.340975934073361 | -0.340975934073361 |
64 | 1 | 0.456928765408543 | 0.543071234591457 |
65 | 0 | 0.558949817939918 | -0.558949817939918 |
66 | 0 | 0.150740781722405 | -0.150740781722405 |
67 | 1 | 0.587380147412393 | 0.412619852587607 |
68 | 1 | 0.437056838205021 | 0.562943161794979 |
69 | 0 | 0.353091636185009 | -0.353091636185009 |
70 | 0 | 0.597952402737545 | -0.597952402737545 |
71 | 1 | 0.529655469708148 | 0.470344530291852 |
72 | 1 | 0.758693870464313 | 0.241306129535687 |
73 | 0 | 0.664098903192731 | -0.664098903192731 |
74 | 0 | 0.780016463815995 | -0.780016463815995 |
75 | 0 | 0.398280480114844 | -0.398280480114844 |
76 | 0 | 0.518530994510164 | -0.518530994510164 |
77 | 1 | 0.769493891901017 | 0.230506108098983 |
78 | 0 | 0.723582245908354 | -0.723582245908354 |
79 | 1 | 0.447654721514774 | 0.552345278485226 |
80 | 1 | 0.471215569104775 | 0.528784430895225 |
81 | 0 | 0.414992418804905 | -0.414992418804905 |
82 | 1 | 0.393826483768517 | 0.606173516231483 |
83 | 1 | 0.501530328152474 | 0.498469671847526 |
84 | 1 | 0.744182468652883 | 0.255817531347117 |
85 | 1 | 0.537097973802983 | 0.462902026197017 |
86 | 1 | 0.723800001367121 | 0.276199998632879 |
87 | 1 | 0.671037226140111 | 0.328962773859889 |
88 | 1 | 0.697100896166523 | 0.302899103833477 |
89 | 1 | 0.466304151880909 | 0.533695848119091 |
90 | 1 | 0.63754467973179 | 0.362455320268210 |
91 | 0 | 0.620567465586434 | -0.620567465586434 |
92 | 0 | 0.587068923098296 | -0.587068923098296 |
93 | 1 | 0.57948493191375 | 0.420515068086249 |
94 | 0 | 0.817833910378806 | -0.817833910378806 |
95 | 1 | 0.820254328464619 | 0.179745671535381 |
96 | 0 | 0.277061828745541 | -0.277061828745541 |
97 | 1 | 0.695295579998129 | 0.304704420001871 |
98 | 0 | 0.650094385662007 | -0.650094385662007 |
99 | 1 | 0.365378670780804 | 0.634621329219196 |
100 | 0 | 0.684208630877617 | -0.684208630877617 |
101 | 1 | 1.2244021243924 | -0.224402124392400 |
102 | 1 | 0.76369749636103 | 0.236302503638970 |
103 | 1 | 0.885374375556575 | 0.114625624443425 |
104 | 1 | 0.996451716522952 | 0.00354828347704763 |
105 | 0 | 0.307060546042081 | -0.307060546042081 |
106 | 1 | 0.594063216084299 | 0.405936783915701 |
107 | 0 | 0.509438199494678 | -0.509438199494678 |
108 | 1 | 0.508169523059286 | 0.491830476940714 |
109 | 1 | 0.597512809158334 | 0.402487190841666 |
110 | 1 | 0.513374144079433 | 0.486625855920567 |
111 | 1 | 0.769064894252639 | 0.230935105747361 |
112 | 1 | 0.682775965179448 | 0.317224034820552 |
113 | 1 | 0.891390262393137 | 0.108609737606863 |
114 | 1 | 0.623251758098538 | 0.376748241901462 |
115 | 0 | 0.559710125442704 | -0.559710125442704 |
116 | 1 | 0.349925324836356 | 0.650074675163644 |
117 | 0 | 0.432762613857539 | -0.432762613857539 |
118 | 1 | 0.537995916701722 | 0.462004083298278 |
119 | 1 | 0.73590068772424 | 0.264099312275760 |
120 | 1 | 0.643542291917778 | 0.356457708082222 |
121 | 0 | 0.399874907176162 | -0.399874907176162 |
122 | 0 | 0.0737521932105159 | -0.0737521932105159 |
123 | 1 | 0.678863749690244 | 0.321136250309756 |
124 | 0 | 0.518987979009612 | -0.518987979009612 |
125 | 1 | 0.648430154180819 | 0.351569845819181 |
126 | 0 | 0.483782758550231 | -0.483782758550231 |
127 | 0 | 0.602310815441038 | -0.602310815441038 |
128 | 1 | 0.683030956764437 | 0.316969043235563 |
129 | 1 | 0.724599776814506 | 0.275400223185494 |
130 | 0 | 0.34306676049017 | -0.34306676049017 |
131 | 0 | 0.211776615261537 | -0.211776615261537 |
132 | 1 | 0.571204384502637 | 0.428795615497363 |
133 | 0 | 0.549466299914101 | -0.549466299914101 |
134 | 1 | 0.684256728394437 | 0.315743271605563 |
135 | 1 | 1.10561751359219 | -0.105617513592191 |
136 | 0 | 0.420154639207281 | -0.420154639207281 |
137 | 1 | 0.849189583497166 | 0.150810416502834 |
138 | 0 | 0.605120031224526 | -0.605120031224526 |
139 | 1 | 0.556165141945324 | 0.443834858054676 |
140 | 1 | 0.585309613230341 | 0.414690386769659 |
141 | 1 | 0.771416506197661 | 0.228583493802339 |
142 | 1 | 0.744182468652883 | 0.255817531347117 |
143 | 1 | 0.73590068772424 | 0.264099312275760 |
144 | 1 | 0.544709902045385 | 0.455290097954615 |
Goldfeld-Quandt test for Heteroskedasticity | |||
p-values | Alternative Hypothesis | ||
breakpoint index | greater | 2-sided | less |
11 | 0.152973121968894 | 0.305946243937789 | 0.847026878031106 |
12 | 0.0866885353756663 | 0.173377070751333 | 0.913311464624334 |
13 | 0.0955997956283977 | 0.191199591256795 | 0.904400204371602 |
14 | 0.105622964974902 | 0.211245929949803 | 0.894377035025098 |
15 | 0.0586041883769378 | 0.117208376753876 | 0.941395811623062 |
16 | 0.488818273230876 | 0.977636546461752 | 0.511181726769124 |
17 | 0.390545766752123 | 0.781091533504246 | 0.609454233247877 |
18 | 0.655993825992873 | 0.688012348014254 | 0.344006174007127 |
19 | 0.584292386050663 | 0.831415227898674 | 0.415707613949337 |
20 | 0.575717829971958 | 0.848564340056084 | 0.424282170028042 |
21 | 0.497670990092652 | 0.995341980185304 | 0.502329009907348 |
22 | 0.648273467488143 | 0.703453065023713 | 0.351726532511857 |
23 | 0.617377944785054 | 0.765244110429893 | 0.382622055214946 |
24 | 0.546770450967674 | 0.906459098064653 | 0.453229549032326 |
25 | 0.624114181040279 | 0.751771637919443 | 0.375885818959721 |
26 | 0.554061948696298 | 0.891876102607404 | 0.445938051303702 |
27 | 0.540151130732697 | 0.919697738534606 | 0.459848869267303 |
28 | 0.548069362542432 | 0.903861274915136 | 0.451930637457568 |
29 | 0.502172422318314 | 0.995655155363372 | 0.497827577681686 |
30 | 0.478254219307062 | 0.956508438614125 | 0.521745780692938 |
31 | 0.448401287059277 | 0.896802574118553 | 0.551598712940723 |
32 | 0.466236448844021 | 0.932472897688043 | 0.533763551155979 |
33 | 0.423500713692024 | 0.847001427384048 | 0.576499286307976 |
34 | 0.404136316976068 | 0.808272633952136 | 0.595863683023932 |
35 | 0.384718434098515 | 0.76943686819703 | 0.615281565901485 |
36 | 0.391884420953305 | 0.78376884190661 | 0.608115579046695 |
37 | 0.416786993874058 | 0.833573987748117 | 0.583213006125942 |
38 | 0.404088505494821 | 0.808177010989642 | 0.595911494505179 |
39 | 0.372153947111471 | 0.744307894222942 | 0.627846052888529 |
40 | 0.492079196448288 | 0.984158392896576 | 0.507920803551712 |
41 | 0.460641091952105 | 0.92128218390421 | 0.539358908047895 |
42 | 0.584056220826028 | 0.831887558347943 | 0.415943779173972 |
43 | 0.548754561580888 | 0.902490876838225 | 0.451245438419113 |
44 | 0.5350174998194 | 0.9299650003612 | 0.4649825001806 |
45 | 0.571740992565401 | 0.856518014869199 | 0.428259007434599 |
46 | 0.526634040998226 | 0.946731918003547 | 0.473365959001774 |
47 | 0.527938262300366 | 0.944123475399269 | 0.472061737699634 |
48 | 0.592386893828891 | 0.815226212342218 | 0.407613106171109 |
49 | 0.63136268217447 | 0.73727463565106 | 0.36863731782553 |
50 | 0.677370118959643 | 0.645259762080715 | 0.322629881040357 |
51 | 0.634127380768316 | 0.731745238463369 | 0.365872619231685 |
52 | 0.603689167176039 | 0.792621665647923 | 0.396310832823961 |
53 | 0.60550540935026 | 0.78898918129948 | 0.39449459064974 |
54 | 0.630373186576555 | 0.739253626846889 | 0.369626813423445 |
55 | 0.597355033695226 | 0.805289932609549 | 0.402644966304774 |
56 | 0.560879139202429 | 0.878241721595142 | 0.439120860797571 |
57 | 0.59782025160377 | 0.804359496792459 | 0.402179748396229 |
58 | 0.659644543077112 | 0.680710913845776 | 0.340355456922888 |
59 | 0.624235242627704 | 0.751529514744592 | 0.375764757372296 |
60 | 0.575208988515672 | 0.849582022968656 | 0.424791011484328 |
61 | 0.601231233157914 | 0.797537533684171 | 0.398768766842086 |
62 | 0.564745976857938 | 0.870508046284123 | 0.435254023142062 |
63 | 0.543449407824872 | 0.913101184350257 | 0.456550592175128 |
64 | 0.556223550062321 | 0.887552899875358 | 0.443776449937679 |
65 | 0.576535098099019 | 0.846929803801962 | 0.423464901900981 |
66 | 0.5391289490558 | 0.9217421018884 | 0.4608710509442 |
67 | 0.541843403164799 | 0.916313193670401 | 0.458156596835201 |
68 | 0.565305836173994 | 0.869388327652012 | 0.434694163826006 |
69 | 0.54608376741333 | 0.90783246517334 | 0.45391623258667 |
70 | 0.581216424745367 | 0.837567150509267 | 0.418783575254633 |
71 | 0.580249585078183 | 0.839500829843633 | 0.419750414921817 |
72 | 0.545399081508892 | 0.909201836982217 | 0.454600918491108 |
73 | 0.60209357730516 | 0.795812845389681 | 0.397906422694841 |
74 | 0.690685498563847 | 0.618629002872305 | 0.309314501436153 |
75 | 0.681296232553333 | 0.637407534893335 | 0.318703767446667 |
76 | 0.699938238382726 | 0.600123523234549 | 0.300061761617274 |
77 | 0.665734512574647 | 0.668530974850706 | 0.334265487425353 |
78 | 0.72932535223885 | 0.5413492955223 | 0.27067464776115 |
79 | 0.742674741410362 | 0.514650517179276 | 0.257325258589638 |
80 | 0.75366011291848 | 0.492679774163041 | 0.246339887081520 |
81 | 0.748559399412418 | 0.502881201175165 | 0.251440600587582 |
82 | 0.776023656531293 | 0.447952686937414 | 0.223976343468707 |
83 | 0.783303330489644 | 0.433393339020711 | 0.216696669510356 |
84 | 0.760034203908763 | 0.479931592182474 | 0.239965796091237 |
85 | 0.753202670771772 | 0.493594658456457 | 0.246797329228228 |
86 | 0.724026640759672 | 0.551946718480655 | 0.275973359240328 |
87 | 0.70475994529862 | 0.590480109402759 | 0.295240054701379 |
88 | 0.685110252929242 | 0.629779494141516 | 0.314889747070758 |
89 | 0.706020839618893 | 0.587958320762214 | 0.293979160381107 |
90 | 0.692126878685645 | 0.61574624262871 | 0.307873121314355 |
91 | 0.768559185009643 | 0.462881629980715 | 0.231440814990357 |
92 | 0.794908827166276 | 0.410182345667448 | 0.205091172833724 |
93 | 0.811815593303961 | 0.376368813392077 | 0.188184406696039 |
94 | 0.86237598909618 | 0.275248021807641 | 0.137624010903821 |
95 | 0.83442463351058 | 0.331150732978841 | 0.165575366489421 |
96 | 0.81362223714872 | 0.372755525702561 | 0.186377762851281 |
97 | 0.794411786645043 | 0.411176426709915 | 0.205588213354957 |
98 | 0.842550888065617 | 0.314898223868766 | 0.157449111934383 |
99 | 0.878184047468998 | 0.243631905062005 | 0.121815952531002 |
100 | 0.940964069771325 | 0.118071860457351 | 0.0590359302286753 |
101 | 0.930935783452005 | 0.138128433095990 | 0.0690642165479951 |
102 | 0.915871230454451 | 0.168257539091098 | 0.0841287695455489 |
103 | 0.892587447481988 | 0.214825105036024 | 0.107412552518012 |
104 | 0.874386690639462 | 0.251226618721075 | 0.125613309360538 |
105 | 0.84717386184063 | 0.305652276318739 | 0.152826138159370 |
106 | 0.839634019233567 | 0.320731961532866 | 0.160365980766433 |
107 | 0.844933800838174 | 0.310132398323652 | 0.155066199161826 |
108 | 0.836986574493435 | 0.326026851013129 | 0.163013425506565 |
109 | 0.837616730357992 | 0.324766539284016 | 0.162383269642008 |
110 | 0.874815010811715 | 0.250369978376570 | 0.125184989188285 |
111 | 0.840265735666837 | 0.319468528666325 | 0.159734264333163 |
112 | 0.818066932162471 | 0.363866135675058 | 0.181933067837529 |
113 | 0.783203759746962 | 0.433592480506076 | 0.216796240253038 |
114 | 0.74818357631714 | 0.503632847365721 | 0.251816423682861 |
115 | 0.809945394471211 | 0.380109211057578 | 0.190054605528789 |
116 | 0.891416085712768 | 0.217167828574465 | 0.108583914287232 |
117 | 0.861826781802736 | 0.276346436394529 | 0.138173218197264 |
118 | 0.892667155998793 | 0.214665688002415 | 0.107332844001207 |
119 | 0.8569594363253 | 0.2860811273494 | 0.1430405636747 |
120 | 0.877019510079885 | 0.245960979840230 | 0.122980489920115 |
121 | 0.837201915753348 | 0.325596168493304 | 0.162798084246652 |
122 | 0.794185180380943 | 0.411629639238115 | 0.205814819619057 |
123 | 0.788620790691747 | 0.422758418616507 | 0.211379209308253 |
124 | 0.76054511259826 | 0.478909774803479 | 0.239454887401740 |
125 | 0.687017847131626 | 0.625964305736747 | 0.312982152868374 |
126 | 0.650623229331549 | 0.698753541336901 | 0.349376770668451 |
127 | 0.661353464305742 | 0.677293071388516 | 0.338646535694258 |
128 | 0.621504492092529 | 0.756991015814942 | 0.378495507907471 |
129 | 0.512537733331965 | 0.97492453333607 | 0.487462266668035 |
130 | 0.438963315127023 | 0.877926630254047 | 0.561036684872977 |
131 | 0.346355472891820 | 0.692710945783639 | 0.65364452710818 |
132 | 0.302752625636018 | 0.605505251272037 | 0.697247374363982 |
133 | 0.541687705688298 | 0.916624588623403 | 0.458312294311702 |
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 |