Multiple Linear Regression - Estimated Regression Equation |
Happines[t] = + 15.9209864112048 -0.013923866821038Concern_over_Mistakes[t] -0.281152036524041Doubts_about_actions[t] + 0.110618369076942Parental_Expectations[t] -0.109305009852638Parental_Criticism[t] -0.00364126304979581Personal_Standards[t] + 0.0291377852193792Organization[t] + 0.0388082434030575Popularity[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) | 15.9209864112048 | 1.884379 | 8.4489 | 0 | 0 |
Concern_over_Mistakes | -0.013923866821038 | 0.042239 | -0.3296 | 0.742171 | 0.371086 |
Doubts_about_actions | -0.281152036524041 | 0.077754 | -3.6159 | 0.00042 | 0.00021 |
Parental_Expectations | 0.110618369076942 | 0.068768 | 1.6086 | 0.110011 | 0.055006 |
Parental_Criticism | -0.109305009852638 | 0.087307 | -1.252 | 0.212717 | 0.106358 |
Personal_Standards | -0.00364126304979581 | 0.056468 | -0.0645 | 0.948679 | 0.47434 |
Organization | 0.0291377852193792 | 0.05507 | 0.5291 | 0.597587 | 0.298794 |
Popularity | 0.0388082434030575 | 0.063735 | 0.6089 | 0.543598 | 0.271799 |
Multiple Linear Regression - Regression Statistics | |
Multiple R | 0.386071666193761 |
R-squared | 0.149051331437627 |
Adjusted R-squared | 0.105572202386995 |
F-TEST (value) | 3.42811216995754 |
F-TEST (DF numerator) | 7 |
F-TEST (DF denominator) | 137 |
p-value | 0.00207522201230936 |
Multiple Linear Regression - Residual Statistics | |
Residual Standard Deviation | 2.24668769712789 |
Sum Squared Residuals | 691.521968354336 |
Multiple Linear Regression - Actuals, Interpolation, and Residuals | |||
Time or Index | Actuals | Interpolation Forecast | Residuals Prediction Error |
1 | 14 | 15.0963467538529 | -1.09634675385292 |
2 | 18 | 15.1895604129629 | 2.81043958703713 |
3 | 11 | 14.3507420609462 | -3.35074206094623 |
4 | 12 | 12.7776703995443 | -0.777670399544335 |
5 | 16 | 14.6159160722414 | 1.38408392775856 |
6 | 18 | 14.6652166659897 | 3.33478333401032 |
7 | 14 | 14.5238237887352 | -0.523823788735159 |
8 | 14 | 14.5691005820812 | -0.569100582081221 |
9 | 15 | 14.6552332520635 | 0.344766747936502 |
10 | 15 | 13.2572329214863 | 1.7427670785137 |
11 | 17 | 13.1240707824774 | 3.87592921752259 |
12 | 19 | 13.4973977218603 | 5.50260227813974 |
13 | 10 | 12.6529098177204 | -2.65290981772041 |
14 | 18 | 16.2047710416263 | 1.79522895837372 |
15 | 14 | 11.2781636481464 | 2.72183635185362 |
16 | 14 | 15.0741524702825 | -1.07415247028246 |
17 | 17 | 14.8735292126495 | 2.12647078735047 |
18 | 14 | 14.6510509991446 | -0.651050999144594 |
19 | 16 | 14.9845393288367 | 1.01546067116329 |
20 | 18 | 13.2061175280173 | 4.7938824719827 |
21 | 14 | 13.3861340048663 | 0.613865995133652 |
22 | 12 | 12.3094240820379 | -0.309424082037925 |
23 | 17 | 13.685497701637 | 3.31450229836299 |
24 | 9 | 14.3915860703661 | -5.39158607036607 |
25 | 16 | 14.0624156204739 | 1.93758437952612 |
26 | 14 | 13.518849684107 | 0.481150315892965 |
27 | 11 | 14.6483323567288 | -3.64833235672881 |
28 | 16 | 15.1883898394367 | 0.811610160563277 |
29 | 13 | 13.0457303560912 | -0.0457303560912498 |
30 | 17 | 14.3245810954366 | 2.67541890456343 |
31 | 15 | 14.2994715922402 | 0.700528407759752 |
32 | 14 | 14.7979328020772 | -0.797932802077198 |
33 | 16 | 12.9941976504621 | 3.00580234953793 |
34 | 9 | 12.2576618114038 | -3.2576618114038 |
35 | 15 | 13.4785352348131 | 1.52146476518694 |
36 | 17 | 15.5259946784042 | 1.47400532159579 |
37 | 13 | 13.1313917930203 | -0.131391793020284 |
38 | 15 | 13.4039077550117 | 1.59609224498829 |
39 | 16 | 14.1258741760879 | 1.87412582391211 |
40 | 16 | 17.0733984080376 | -1.07339840803763 |
41 | 12 | 13.5605665361522 | -1.56056653615216 |
42 | 11 | 13.3002589066068 | -2.3002589066068 |
43 | 15 | 15.1148568531699 | -0.114856853169928 |
44 | 17 | 15.0694977660082 | 1.93050223399178 |
45 | 13 | 14.2591604366919 | -1.2591604366919 |
46 | 16 | 13.0796560392148 | 2.92034396078516 |
47 | 14 | 14.1924199912982 | -0.19241999129824 |
48 | 11 | 14.5137086665548 | -3.51370866655479 |
49 | 12 | 13.1709852079733 | -1.17098520797325 |
50 | 12 | 14.4920322716881 | -2.49203227168814 |
51 | 15 | 14.3902486530509 | 0.609751346949128 |
52 | 16 | 14.9169003860484 | 1.08309961395158 |
53 | 15 | 14.6013405216979 | 0.398659478302115 |
54 | 12 | 14.778016135197 | -2.77801613519699 |
55 | 12 | 14.1948086806033 | -2.19480868060331 |
56 | 8 | 12.5724144628216 | -4.57241446282164 |
57 | 13 | 15.4771432367284 | -2.47714323672837 |
58 | 11 | 14.8735976589011 | -3.87359765890109 |
59 | 14 | 14.8471572119599 | -0.84715721195989 |
60 | 15 | 12.4076492354216 | 2.59235076457842 |
61 | 10 | 13.8676660065156 | -3.86766600651559 |
62 | 11 | 14.3593220435923 | -3.35932204359232 |
63 | 12 | 13.5860647837061 | -1.58606478370605 |
64 | 15 | 12.9672029878257 | 2.03279701217429 |
65 | 15 | 14.6431491683095 | 0.356850831690526 |
66 | 14 | 13.7936248068377 | 0.206375193162318 |
67 | 16 | 12.9144880052754 | 3.08551199472465 |
68 | 15 | 14.7085352925772 | 0.291464707422847 |
69 | 15 | 15.1303522006806 | -0.130352200680612 |
70 | 13 | 14.8321220081259 | -1.83212200812593 |
71 | 17 | 14.8689156786679 | 2.13108432133206 |
72 | 13 | 13.6204306969395 | -0.620430696939519 |
73 | 15 | 13.6745282537884 | 1.32547174621156 |
74 | 13 | 14.1724516845164 | -1.17245168451637 |
75 | 15 | 13.8407924853543 | 1.15920751464569 |
76 | 16 | 14.2317279549076 | 1.76827204509238 |
77 | 15 | 14.4657106372158 | 0.534289362784213 |
78 | 16 | 13.7559090518628 | 2.24409094813721 |
79 | 15 | 14.1445144075995 | 0.85548559240053 |
80 | 14 | 14.609371577487 | -0.609371577487046 |
81 | 15 | 12.6346948176438 | 2.36530518235619 |
82 | 7 | 12.7790383078128 | -5.7790383078128 |
83 | 17 | 14.9437678807955 | 2.05623211920455 |
84 | 13 | 14.8216225873461 | -1.82162258734606 |
85 | 15 | 13.9953106291211 | 1.00468937087888 |
86 | 14 | 13.3727814724166 | 0.627218527583415 |
87 | 13 | 13.8441634893288 | -0.844163489328771 |
88 | 16 | 15.1892681467178 | 0.810731853282163 |
89 | 12 | 14.4598055165961 | -2.45980551659606 |
90 | 14 | 15.3222001435219 | -1.32220014352191 |
91 | 17 | 14.5121572339796 | 2.4878427660204 |
92 | 15 | 15.424062935526 | -0.424062935525951 |
93 | 17 | 12.9281383483416 | 4.07186165165838 |
94 | 12 | 14.1517887686352 | -2.15178876863525 |
95 | 16 | 15.1053025357502 | 0.89469746424976 |
96 | 11 | 13.9984294366401 | -2.9984294366401 |
97 | 15 | 13.1687827672716 | 1.83121723272835 |
98 | 9 | 14.4761190005816 | -5.47611900058161 |
99 | 16 | 14.6479336792415 | 1.35206632075855 |
100 | 10 | 12.6419332020375 | -2.64193320203755 |
101 | 10 | 12.6448030323297 | -2.6448030323297 |
102 | 15 | 14.8137415344717 | 0.186258465528322 |
103 | 11 | 13.9410765636774 | -2.94107656367737 |
104 | 13 | 14.9392636340428 | -1.93926363404275 |
105 | 14 | 13.1448841484294 | 0.855115851570617 |
106 | 18 | 15.095246112285 | 2.90475388771503 |
107 | 16 | 14.8861051567031 | 1.11389484329691 |
108 | 14 | 12.5300006232887 | 1.46999937671129 |
109 | 14 | 13.6301491993308 | 0.36985080066918 |
110 | 14 | 13.511008357087 | 0.488991642913018 |
111 | 14 | 14.6414485081166 | -0.64144850811657 |
112 | 12 | 13.3031354408185 | -1.30313544081853 |
113 | 14 | 14.3023032385033 | -0.302303238503307 |
114 | 15 | 14.419371107915 | 0.580628892085044 |
115 | 15 | 14.9837036955696 | 0.0162963044303615 |
116 | 13 | 13.5802741281511 | -0.580274128151066 |
117 | 17 | 14.7848048580796 | 2.21519514192041 |
118 | 17 | 15.2167737470621 | 1.78322625293795 |
119 | 19 | 15.0747921202689 | 3.92520787973105 |
120 | 15 | 14.0656672464009 | 0.934332753599117 |
121 | 13 | 14.206155408575 | -1.20615540857503 |
122 | 9 | 13.0310330165383 | -4.03103301653828 |
123 | 15 | 15.3011111008892 | -0.301111100889229 |
124 | 15 | 14.5781218485289 | 0.42187815147114 |
125 | 16 | 14.7733997595337 | 1.22660024046626 |
126 | 11 | 13.5454397393461 | -2.5454397393461 |
127 | 14 | 14.460077351731 | -0.460077351730967 |
128 | 11 | 12.9143119088605 | -1.9143119088605 |
129 | 15 | 13.4168188846048 | 1.58318111539521 |
130 | 13 | 13.4748061426351 | -0.474806142635061 |
131 | 16 | 13.1038468423132 | 2.89615315768678 |
132 | 14 | 14.5661926367677 | -0.566192636767732 |
133 | 15 | 14.7104686343731 | 0.289531365626855 |
134 | 16 | 13.5027637561166 | 2.49723624388342 |
135 | 16 | 14.9949461697315 | 1.00505383026852 |
136 | 11 | 12.43441005922 | -1.43441005922005 |
137 | 13 | 13.582844883783 | -0.582844883783041 |
138 | 16 | 14.0624156204739 | 1.93758437952612 |
139 | 12 | 14.0598038006965 | -2.05980380069647 |
140 | 9 | 12.5158535472441 | -3.51585354724407 |
141 | 13 | 12.8440310528125 | 0.155968947187459 |
142 | 13 | 14.8216225873461 | -1.82162258734606 |
143 | 14 | 13.7736877721266 | 0.226312227873369 |
144 | 19 | 15.0747921202689 | 3.92520787973105 |
145 | 13 | 15.429041240669 | -2.429041240669 |
Goldfeld-Quandt test for Heteroskedasticity | |||
p-values | Alternative Hypothesis | ||
breakpoint index | greater | 2-sided | less |
11 | 0.687660604739566 | 0.624678790520867 | 0.312339395260434 |
12 | 0.736670574082993 | 0.526658851834015 | 0.263329425917007 |
13 | 0.715560089811292 | 0.568879820377415 | 0.284439910188708 |
14 | 0.625518294502254 | 0.748963410995491 | 0.374481705497746 |
15 | 0.69918942107153 | 0.60162115785694 | 0.30081057892847 |
16 | 0.636780086593086 | 0.726439826813828 | 0.363219913406914 |
17 | 0.800013882497385 | 0.39997223500523 | 0.199986117502615 |
18 | 0.729767751433727 | 0.540464497132546 | 0.270232248566273 |
19 | 0.730321267133287 | 0.539357465733425 | 0.269678732866713 |
20 | 0.73122387551769 | 0.537552248964619 | 0.268776124482309 |
21 | 0.70913945992032 | 0.58172108015936 | 0.29086054007968 |
22 | 0.677010843373905 | 0.64597831325219 | 0.322989156626095 |
23 | 0.654806766474528 | 0.690386467050944 | 0.345193233525472 |
24 | 0.750149072703607 | 0.499701854592785 | 0.249850927296393 |
25 | 0.700435652845717 | 0.599128694308567 | 0.299564347154283 |
26 | 0.643034737409251 | 0.713930525181499 | 0.356965262590749 |
27 | 0.849865519840906 | 0.300268960318189 | 0.150134480159094 |
28 | 0.819324371008848 | 0.361351257982304 | 0.180675628991152 |
29 | 0.82007973620547 | 0.359840527589059 | 0.17992026379453 |
30 | 0.858439980318043 | 0.283120039363914 | 0.141560019681957 |
31 | 0.823542599391906 | 0.352914801216188 | 0.176457400608094 |
32 | 0.792573165843801 | 0.414853668312397 | 0.207426834156199 |
33 | 0.79001437807273 | 0.419971243854539 | 0.209985621927269 |
34 | 0.825146005980575 | 0.349707988038851 | 0.174853994019425 |
35 | 0.794321944637917 | 0.411356110724165 | 0.205678055362082 |
36 | 0.758078734760369 | 0.483842530479262 | 0.241921265239631 |
37 | 0.722334346474365 | 0.55533130705127 | 0.277665653525635 |
38 | 0.687308004202748 | 0.625383991594505 | 0.312691995797252 |
39 | 0.692126235443061 | 0.615747529113879 | 0.307873764556939 |
40 | 0.741903040230579 | 0.516193919538842 | 0.258096959769421 |
41 | 0.70185628748605 | 0.5962874250279 | 0.29814371251395 |
42 | 0.736401906113106 | 0.527196187773788 | 0.263598093886894 |
43 | 0.693706228338176 | 0.612587543323647 | 0.306293771661824 |
44 | 0.670370802110427 | 0.659258395779147 | 0.329629197889573 |
45 | 0.629016079268052 | 0.741967841463895 | 0.370983920731948 |
46 | 0.654314197055495 | 0.69137160588901 | 0.345685802944505 |
47 | 0.620993993615137 | 0.758012012769726 | 0.379006006384863 |
48 | 0.766560169268696 | 0.466879661462608 | 0.233439830731304 |
49 | 0.748614701240024 | 0.502770597519952 | 0.251385298759976 |
50 | 0.760667312214331 | 0.478665375571337 | 0.239332687785669 |
51 | 0.744506561918953 | 0.510986876162093 | 0.255493438081047 |
52 | 0.721650899929824 | 0.556698200140351 | 0.278349100070176 |
53 | 0.677873755908971 | 0.644252488182058 | 0.322126244091029 |
54 | 0.69968079326599 | 0.60063841346802 | 0.30031920673401 |
55 | 0.686896027857835 | 0.62620794428433 | 0.313103972142165 |
56 | 0.834872173538976 | 0.330255652922047 | 0.165127826461024 |
57 | 0.85338059062467 | 0.29323881875066 | 0.14661940937533 |
58 | 0.898922660291806 | 0.202154679416388 | 0.101077339708194 |
59 | 0.87791757297402 | 0.244164854051959 | 0.122082427025979 |
60 | 0.888532216020168 | 0.222935567959665 | 0.111467783979832 |
61 | 0.922675921241445 | 0.154648157517109 | 0.0773240787585546 |
62 | 0.943209653847914 | 0.113580692304171 | 0.0567903461520856 |
63 | 0.934538067180548 | 0.130923865638904 | 0.065461932819452 |
64 | 0.932919752729093 | 0.134160494541814 | 0.0670802472709068 |
65 | 0.9159378477229 | 0.1681243045542 | 0.0840621522770998 |
66 | 0.895472554506903 | 0.209054890986195 | 0.104527445493097 |
67 | 0.916457601987395 | 0.16708479602521 | 0.083542398012605 |
68 | 0.900373110471257 | 0.199253779057486 | 0.099626889528743 |
69 | 0.87815820544661 | 0.243683589106779 | 0.12184179455339 |
70 | 0.872966587259513 | 0.254066825480974 | 0.127033412740487 |
71 | 0.869772880317907 | 0.260454239364186 | 0.130227119682093 |
72 | 0.844930796099827 | 0.310138407800346 | 0.155069203900173 |
73 | 0.825424149838767 | 0.349151700322466 | 0.174575850161233 |
74 | 0.801454288076265 | 0.39709142384747 | 0.198545711923735 |
75 | 0.777548271132975 | 0.44490345773405 | 0.222451728867025 |
76 | 0.766395958143537 | 0.467208083712927 | 0.233604041856463 |
77 | 0.727812613981133 | 0.544374772037733 | 0.272187386018867 |
78 | 0.727618622125718 | 0.544762755748563 | 0.272381377874282 |
79 | 0.691187730172619 | 0.617624539654763 | 0.308812269827381 |
80 | 0.64911180040529 | 0.70177639918942 | 0.35088819959471 |
81 | 0.665032734449154 | 0.669934531101692 | 0.334967265550846 |
82 | 0.858311972460985 | 0.283376055078031 | 0.141688027539015 |
83 | 0.85648135076677 | 0.287037298466461 | 0.14351864923323 |
84 | 0.852095515402077 | 0.295808969195847 | 0.147904484597923 |
85 | 0.826009412716907 | 0.347981174566185 | 0.173990587283093 |
86 | 0.80066459473378 | 0.398670810532442 | 0.199335405266221 |
87 | 0.769851541540045 | 0.46029691691991 | 0.230148458459955 |
88 | 0.733039422757056 | 0.533921154485889 | 0.266960577242944 |
89 | 0.744718892973081 | 0.510562214053837 | 0.255281107026919 |
90 | 0.729157630234725 | 0.54168473953055 | 0.270842369765275 |
91 | 0.75109566238711 | 0.497808675225781 | 0.248904337612891 |
92 | 0.710303186920724 | 0.579393626158552 | 0.289696813079276 |
93 | 0.835069771065239 | 0.329860457869522 | 0.164930228934761 |
94 | 0.841869476894811 | 0.316261046210377 | 0.158130523105189 |
95 | 0.809216406856083 | 0.381567186287835 | 0.190783593143917 |
96 | 0.832306293708812 | 0.335387412582377 | 0.167693706291188 |
97 | 0.832067995460359 | 0.335864009079282 | 0.167932004539641 |
98 | 0.946231982868052 | 0.107536034263896 | 0.0537680171319481 |
99 | 0.933922526285635 | 0.132154947428731 | 0.0660774737143654 |
100 | 0.934954016849165 | 0.130091966301669 | 0.0650459831508346 |
101 | 0.930549404821158 | 0.138901190357683 | 0.0694505951788417 |
102 | 0.909277298145856 | 0.181445403708288 | 0.090722701854144 |
103 | 0.937311877662291 | 0.125376244675418 | 0.0626881223377091 |
104 | 0.958718440780044 | 0.0825631184399127 | 0.0412815592199563 |
105 | 0.956325598430506 | 0.0873488031389876 | 0.0436744015694938 |
106 | 0.956970067232926 | 0.0860598655341474 | 0.0430299327670737 |
107 | 0.943864105760542 | 0.112271788478915 | 0.0561358942394577 |
108 | 0.946329150697836 | 0.107341698604328 | 0.0536708493021638 |
109 | 0.927462689842353 | 0.145074620315294 | 0.0725373101576469 |
110 | 0.924203127916062 | 0.151593744167876 | 0.075796872083938 |
111 | 0.905019538272783 | 0.189960923454433 | 0.0949804617272166 |
112 | 0.878444696847408 | 0.243110606305185 | 0.121555303152592 |
113 | 0.854439415361661 | 0.291121169276677 | 0.145560584638339 |
114 | 0.817191027262568 | 0.365617945474864 | 0.182808972737432 |
115 | 0.780206542518043 | 0.439586914963913 | 0.219793457481957 |
116 | 0.727447096116677 | 0.545105807766647 | 0.272552903883323 |
117 | 0.776714839774188 | 0.446570320451625 | 0.223285160225812 |
118 | 0.782460428572563 | 0.435079142854874 | 0.217539571427437 |
119 | 0.802917243833533 | 0.394165512332934 | 0.197082756166467 |
120 | 0.820385050773527 | 0.359229898452947 | 0.179614949226473 |
121 | 0.770839981799213 | 0.458320036401574 | 0.229160018200787 |
122 | 0.756249870026505 | 0.487500259946991 | 0.243750129973495 |
123 | 0.70284984221872 | 0.594300315562562 | 0.297150157781281 |
124 | 0.632706458360621 | 0.734587083278757 | 0.367293541639379 |
125 | 0.613079100782909 | 0.773841798434181 | 0.386920899217091 |
126 | 0.5338875943013 | 0.9322248113974 | 0.4661124056987 |
127 | 0.441643078719614 | 0.883286157439229 | 0.558356921280386 |
128 | 0.368069109633491 | 0.736138219266982 | 0.631930890366509 |
129 | 0.358325224686917 | 0.716650449373834 | 0.641674775313083 |
130 | 0.277094159387656 | 0.554188318775312 | 0.722905840612344 |
131 | 0.453894757607814 | 0.907789515215627 | 0.546105242392186 |
132 | 0.347645173148598 | 0.695290346297196 | 0.652354826851402 |
133 | 0.249968657397356 | 0.499937314794712 | 0.750031342602644 |
134 | 0.196067595777532 | 0.392135191555064 | 0.803932404222468 |
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 | 3 | 0.0241935483870968 | OK |