Multiple Linear Regression - Estimated Regression Equation |
Selfconfidence[t] = + 12.9244692218402 + 0.0194062852882190ConcernMistakes[t] -0.292329496310611DoubtsActions[t] + 0.0742459719711945ParentalCriticism[t] + 0.0344516405357084PersonalStandards[t] + 0.152496856322935Organization[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) | 12.9244692218402 | 1.424886 | 9.0705 | 0 | 0 |
ConcernMistakes | 0.0194062852882190 | 0.037126 | 0.5227 | 0.601981 | 0.300991 |
DoubtsActions | -0.292329496310611 | 0.069094 | -4.2309 | 4.1e-05 | 2.1e-05 |
ParentalCriticism | 0.0742459719711945 | 0.068699 | 1.0807 | 0.281618 | 0.140809 |
PersonalStandards | 0.0344516405357084 | 0.049183 | 0.7005 | 0.484762 | 0.242381 |
Organization | 0.152496856322935 | 0.049916 | 3.055 | 0.002682 | 0.001341 |
Multiple Linear Regression - Regression Statistics | |
Multiple R | 0.438418729396901 |
R-squared | 0.192210982285993 |
Adjusted R-squared | 0.164162752504256 |
F-TEST (value) | 6.85287391688267 |
F-TEST (DF numerator) | 5 |
F-TEST (DF denominator) | 144 |
p-value | 9.15406172974365e-06 |
Multiple Linear Regression - Residual Statistics | |
Residual Standard Deviation | 2.07799929532179 |
Sum Squared Residuals | 621.803674275534 |
Multiple Linear Regression - Actuals, Interpolation, and Residuals | |||
Time or Index | Actuals | Interpolation Forecast | Residuals Prediction Error |
1 | 13 | 15.9172554258317 | -2.91725542583166 |
2 | 16 | 15.6483208577794 | 0.351679142220559 |
3 | 19 | 15.5232485346830 | 3.47675146531703 |
4 | 15 | 14.1549761182663 | 0.84502388173371 |
5 | 14 | 14.7256631333390 | -0.725663133338962 |
6 | 13 | 15.2587364962054 | -2.25873649620540 |
7 | 19 | 14.3286790291216 | 4.67132097087844 |
8 | 15 | 16.0352380854922 | -1.03523808549217 |
9 | 14 | 15.7573744879465 | -1.75737448794653 |
10 | 15 | 14.2188301699714 | 0.781169830028633 |
11 | 16 | 14.9317148942709 | 1.06828510572906 |
12 | 16 | 14.8308727338211 | 1.16912726617891 |
13 | 16 | 14.9803164213166 | 1.01968357868341 |
14 | 17 | 16.9403374937905 | 0.0596625062095173 |
15 | 15 | 12.4333230981544 | 2.56667690184562 |
16 | 15 | 15.7229228474108 | -0.722922847410819 |
17 | 20 | 16.5610915278622 | 3.43890847213777 |
18 | 18 | 16.6976150213793 | 1.30238497862067 |
19 | 16 | 16.3875118160749 | -0.387511816074863 |
20 | 16 | 14.1759899076124 | 1.82401009238758 |
21 | 19 | 15.1566883792188 | 3.84331162078123 |
22 | 16 | 14.4759571702939 | 1.52404282970609 |
23 | 17 | 15.6077466101785 | 1.39225338982155 |
24 | 17 | 14.9139184348181 | 2.0860815651819 |
25 | 16 | 14.7412253889422 | 1.25877461105777 |
26 | 15 | 13.1399857324896 | 1.86001426751036 |
27 | 14 | 15.683755215767 | -1.68375521576699 |
28 | 15 | 15.9782795477943 | -0.97827954779427 |
29 | 12 | 14.7759877170146 | -2.77598771701457 |
30 | 14 | 14.9329533896285 | -0.93295338962853 |
31 | 16 | 15.4128571259966 | 0.587142874003353 |
32 | 14 | 15.6201936690026 | -1.62019366900256 |
33 | 7 | 14.6284765773384 | -7.62847657733843 |
34 | 10 | 13.5010568703207 | -3.50105687032067 |
35 | 14 | 14.5218050426764 | -0.521805042676374 |
36 | 16 | 16.6643693084374 | -0.664369308437427 |
37 | 16 | 14.4559639619388 | 1.54403603806118 |
38 | 16 | 13.3264475460358 | 2.67355245396416 |
39 | 14 | 15.5266430166823 | -1.52664301668225 |
40 | 20 | 17.4851168194475 | 2.51488318055249 |
41 | 14 | 14.9279194730798 | -0.927919473079796 |
42 | 14 | 15.2844599953485 | -1.28445999534846 |
43 | 11 | 14.2424957803612 | -3.24249578036120 |
44 | 15 | 15.3553493488596 | -0.355349348859563 |
45 | 16 | 15.3342502239847 | 0.665749776015276 |
46 | 14 | 15.386438089624 | -1.38643808962399 |
47 | 16 | 14.0924816678896 | 1.90751833211039 |
48 | 14 | 15.0613279695551 | -1.06132796955513 |
49 | 12 | 15.3888192285362 | -3.38881922853622 |
50 | 16 | 14.9993666889446 | 1.00063331105537 |
51 | 9 | 13.7831805498233 | -4.78318054982334 |
52 | 14 | 14.4437483366964 | -0.443748336696430 |
53 | 16 | 15.6928946930426 | 0.307105306957414 |
54 | 16 | 14.9516323267788 | 1.04836767322123 |
55 | 15 | 15.0045084917437 | -0.00450849174365286 |
56 | 16 | 15.1771227120824 | 0.822877287917622 |
57 | 12 | 13.7016976310900 | -1.70169763108997 |
58 | 16 | 15.9115414044541 | 0.0884585955458791 |
59 | 16 | 16.0117415522947 | -0.0117415522946973 |
60 | 14 | 16.5055860925752 | -2.50558609257523 |
61 | 16 | 13.0096023007214 | 2.99039769927861 |
62 | 17 | 16.2857634419329 | 0.714236558067145 |
63 | 18 | 14.5396501106230 | 3.46034988937698 |
64 | 18 | 15.5939990280450 | 2.40600097195496 |
65 | 12 | 14.7743955257743 | -2.77439552577426 |
66 | 16 | 15.9308851336156 | 0.0691148663844061 |
67 | 10 | 14.2113207474753 | -4.21132074747527 |
68 | 14 | 12.3274552156526 | 1.67254478434742 |
69 | 18 | 15.8238575812933 | 2.17614241870665 |
70 | 18 | 16.4358701278371 | 1.56412987216286 |
71 | 16 | 15.3409460062213 | 0.65905399377866 |
72 | 16 | 15.3599962738494 | 0.640003726150624 |
73 | 16 | 14.5038381408465 | 1.49616185915350 |
74 | 13 | 15.1143047828663 | -2.11430478286632 |
75 | 16 | 15.6868474334068 | 0.313152566593205 |
76 | 16 | 14.8030315399933 | 1.19696846000671 |
77 | 20 | 16.2455824672020 | 3.75441753279803 |
78 | 16 | 15.1848002551780 | 0.815199744821957 |
79 | 15 | 12.8242848152350 | 2.17571518476495 |
80 | 15 | 15.4826958812108 | -0.482695881210769 |
81 | 16 | 15.707103857309 | 0.292896142690989 |
82 | 14 | 14.0529117318693 | -0.0529117318692575 |
83 | 15 | 13.0568409480684 | 1.94315905193162 |
84 | 12 | 14.7376000015362 | -2.73760000153625 |
85 | 17 | 16.6683797742167 | 0.331620225783264 |
86 | 16 | 15.3646506654235 | 0.635349334576457 |
87 | 15 | 13.1984752704858 | 1.80152472951423 |
88 | 13 | 13.8616476350934 | -0.861647635093433 |
89 | 16 | 15.3633591736207 | 0.636640826379345 |
90 | 16 | 15.0943792754449 | 0.905620724555142 |
91 | 16 | 16.0168598477793 | -0.0168598477793425 |
92 | 16 | 16.1992565145957 | -0.199256514595724 |
93 | 14 | 15.4717480117765 | -1.47174801177651 |
94 | 16 | 13.8713049693176 | 2.12869503068240 |
95 | 16 | 14.6218824000409 | 1.37811759995907 |
96 | 20 | 16.2376342419748 | 3.76236575802517 |
97 | 15 | 15.6304767464256 | -0.630476746425586 |
98 | 16 | 14.0940891719475 | 1.90591082805248 |
99 | 13 | 14.0192246946814 | -1.01922469468144 |
100 | 17 | 15.9422125280244 | 1.05778747197558 |
101 | 16 | 14.6801165687232 | 1.31988343127681 |
102 | 12 | 13.0309795743121 | -1.03097957431206 |
103 | 16 | 14.6814615851464 | 1.31853841485360 |
104 | 16 | 15.2480448330947 | 0.751955166905341 |
105 | 17 | 15.3220436302488 | 1.67795636975124 |
106 | 13 | 12.8113175776849 | 0.188682422315101 |
107 | 12 | 15.7560213966097 | -3.75602139660969 |
108 | 18 | 15.7519464615180 | 2.24805353848196 |
109 | 14 | 13.8455742322706 | 0.154425767729449 |
110 | 14 | 14.4064506967452 | -0.406450696745218 |
111 | 13 | 13.6234930334546 | -0.623493033454569 |
112 | 16 | 15.494201184581 | 0.505798815419014 |
113 | 13 | 12.5613739995042 | 0.438626000495795 |
114 | 16 | 14.9389446031291 | 1.06105539687087 |
115 | 13 | 14.9747728423161 | -1.97477284231606 |
116 | 16 | 15.9673628519961 | 0.0326371480038552 |
117 | 15 | 14.4957420239639 | 0.504257976036098 |
118 | 16 | 15.4719651692877 | 0.528034830712334 |
119 | 15 | 14.7284758370783 | 0.27152416292174 |
120 | 17 | 15.5917720620994 | 1.40822793790056 |
121 | 15 | 16.1851756942041 | -1.18517569420409 |
122 | 12 | 13.5258821505310 | -1.52588215053095 |
123 | 16 | 14.4836807714255 | 1.51631922857445 |
124 | 10 | 14.4214269858744 | -4.4214269858744 |
125 | 16 | 14.6376695792344 | 1.36233042076565 |
126 | 14 | 14.6777273548973 | -0.677727354897334 |
127 | 15 | 16.4390186202925 | -1.4390186202925 |
128 | 13 | 14.4275270422181 | -1.42752704221810 |
129 | 15 | 14.9218503906348 | 0.0781496093651607 |
130 | 11 | 13.8342315250441 | -2.83423152504412 |
131 | 12 | 14.1406881284627 | -2.14068812846272 |
132 | 8 | 14.4030877969739 | -6.40308779697394 |
133 | 16 | 16.300214984473 | -0.300214984473012 |
134 | 15 | 15.1321021989120 | -0.132102198911953 |
135 | 17 | 15.6463429798365 | 1.35365702016347 |
136 | 16 | 14.9850559197391 | 1.01494408026091 |
137 | 10 | 15.0951919591115 | -5.09519195911154 |
138 | 18 | 13.6504613092664 | 4.34953869073359 |
139 | 13 | 14.2776900818525 | -1.27769008185249 |
140 | 15 | 14.5242715171173 | 0.475728482882688 |
141 | 16 | 14.7412253889422 | 1.25877461105777 |
142 | 16 | 14.9101216484423 | 1.08987835155771 |
143 | 14 | 13.7265319428067 | 0.27346805719333 |
144 | 10 | 13.5617106183983 | -3.56171061839826 |
145 | 17 | 16.6683797742167 | 0.331620225783264 |
146 | 13 | 14.8192844166996 | -1.81928441669964 |
147 | 15 | 16.1851756942041 | -1.18517569420409 |
148 | 16 | 15.6509726788231 | 0.349027321176853 |
149 | 12 | 15.3208749289219 | -3.32087492892189 |
150 | 13 | 13.5991936049522 | -0.599193604952239 |
Goldfeld-Quandt test for Heteroskedasticity | |||
p-values | Alternative Hypothesis | ||
breakpoint index | greater | 2-sided | less |
9 | 0.839406595619847 | 0.321186808760306 | 0.160593404380153 |
10 | 0.877892026226054 | 0.244215947547892 | 0.122107973773946 |
11 | 0.810467274039897 | 0.379065451920206 | 0.189532725960103 |
12 | 0.736584115475692 | 0.526831769048615 | 0.263415884524308 |
13 | 0.640184453197918 | 0.719631093604165 | 0.359815546802082 |
14 | 0.570107319249919 | 0.859785361500162 | 0.429892680750081 |
15 | 0.482680220694549 | 0.965360441389098 | 0.517319779305451 |
16 | 0.390312151162189 | 0.780624302324377 | 0.609687848837811 |
17 | 0.376084736529409 | 0.752169473058818 | 0.623915263470591 |
18 | 0.378485201781400 | 0.756970403562799 | 0.6215147982186 |
19 | 0.298200671986401 | 0.596401343972803 | 0.701799328013599 |
20 | 0.284695190200338 | 0.569390380400676 | 0.715304809799662 |
21 | 0.384285033003676 | 0.768570066007351 | 0.615714966996325 |
22 | 0.377020245490686 | 0.754040490981371 | 0.622979754509315 |
23 | 0.320933877062018 | 0.641867754124036 | 0.679066122937982 |
24 | 0.273790174262498 | 0.547580348524996 | 0.726209825737502 |
25 | 0.221176124607349 | 0.442352249214698 | 0.778823875392651 |
26 | 0.189694346846511 | 0.379388693693022 | 0.810305653153489 |
27 | 0.152038094918750 | 0.304076189837501 | 0.84796190508125 |
28 | 0.204939124212455 | 0.40987824842491 | 0.795060875787545 |
29 | 0.300192559465584 | 0.600385118931167 | 0.699807440534416 |
30 | 0.255399957789471 | 0.510799915578942 | 0.744600042210529 |
31 | 0.221141518174618 | 0.442283036349235 | 0.778858481825382 |
32 | 0.187502949680778 | 0.375005899361555 | 0.812497050319222 |
33 | 0.907460909601488 | 0.185078180797025 | 0.0925390903985125 |
34 | 0.95963341529059 | 0.0807331694188188 | 0.0403665847094094 |
35 | 0.945768762971858 | 0.108462474056284 | 0.0542312370281419 |
36 | 0.933301186469834 | 0.133397627060332 | 0.0666988135301659 |
37 | 0.919105657494833 | 0.161788685010333 | 0.0808943425051667 |
38 | 0.929364027607019 | 0.141271944785962 | 0.070635972392981 |
39 | 0.92284882135416 | 0.154302357291681 | 0.0771511786458406 |
40 | 0.951341659562348 | 0.0973166808753041 | 0.0486583404376521 |
41 | 0.942031185700585 | 0.115937628598830 | 0.0579688142994148 |
42 | 0.935283651152039 | 0.129432697695923 | 0.0647163488479613 |
43 | 0.952993899664985 | 0.0940122006700296 | 0.0470061003350148 |
44 | 0.939019155077905 | 0.121961689844191 | 0.0609808449220953 |
45 | 0.923816579535725 | 0.152366840928550 | 0.0761834204642748 |
46 | 0.912600998304644 | 0.174798003390713 | 0.0873990016953565 |
47 | 0.903277606468952 | 0.193444787062095 | 0.0967223935310476 |
48 | 0.883809025546829 | 0.232381948906343 | 0.116190974453171 |
49 | 0.917113703509634 | 0.165772592980732 | 0.0828862964903662 |
50 | 0.900652609162264 | 0.198694781675472 | 0.099347390837736 |
51 | 0.955801592119583 | 0.0883968157608345 | 0.0441984078804173 |
52 | 0.943356648400162 | 0.113286703199676 | 0.0566433515998382 |
53 | 0.928672707224073 | 0.142654585551853 | 0.0713272927759266 |
54 | 0.92039207138818 | 0.159215857223638 | 0.0796079286118192 |
55 | 0.901391855579454 | 0.197216288841091 | 0.0986081444205456 |
56 | 0.882986461168553 | 0.234027077662894 | 0.117013538831447 |
57 | 0.873946245417115 | 0.252107509165771 | 0.126053754582885 |
58 | 0.847282819471214 | 0.305434361057571 | 0.152717180528786 |
59 | 0.816671955106788 | 0.366656089786424 | 0.183328044893212 |
60 | 0.832140011463428 | 0.335719977073145 | 0.167859988536572 |
61 | 0.85484480682211 | 0.290310386355778 | 0.145155193177889 |
62 | 0.82817881771833 | 0.343642364563339 | 0.171821182281669 |
63 | 0.877162753591611 | 0.245674492816777 | 0.122837246408389 |
64 | 0.887735741575225 | 0.224528516849549 | 0.112264258424775 |
65 | 0.908097248837835 | 0.183805502324331 | 0.0919027511621654 |
66 | 0.886649013757977 | 0.226701972484046 | 0.113350986242023 |
67 | 0.939152920427661 | 0.121694159144678 | 0.0608470795723389 |
68 | 0.933913072845168 | 0.132173854309665 | 0.0660869271548323 |
69 | 0.937298153438762 | 0.125403693122475 | 0.0627018465612377 |
70 | 0.93223891045251 | 0.13552217909498 | 0.06776108954749 |
71 | 0.916737931933217 | 0.166524136133566 | 0.0832620680667829 |
72 | 0.898574787131802 | 0.202850425736397 | 0.101425212868198 |
73 | 0.88976945636665 | 0.220461087266701 | 0.110230543633350 |
74 | 0.890526654479395 | 0.218946691041210 | 0.109473345520605 |
75 | 0.866744421632086 | 0.266511156735829 | 0.133255578367914 |
76 | 0.848658697186031 | 0.302682605627937 | 0.151341302813969 |
77 | 0.90662320359226 | 0.18675359281548 | 0.09337679640774 |
78 | 0.889012915451997 | 0.221974169096005 | 0.110987084548003 |
79 | 0.888938341983281 | 0.222123316033437 | 0.111061658016719 |
80 | 0.865296993936307 | 0.269406012127386 | 0.134703006063693 |
81 | 0.838284675962851 | 0.323430648074298 | 0.161715324037149 |
82 | 0.80981725009318 | 0.38036549981364 | 0.19018274990682 |
83 | 0.811989755796598 | 0.376020488406804 | 0.188010244203402 |
84 | 0.835048408236778 | 0.329903183526444 | 0.164951591763222 |
85 | 0.804073726116609 | 0.391852547766782 | 0.195926273883391 |
86 | 0.77233084751484 | 0.455338304970321 | 0.227669152485161 |
87 | 0.765167952485139 | 0.469664095029722 | 0.234832047514861 |
88 | 0.731895543756456 | 0.536208912487088 | 0.268104456243544 |
89 | 0.692541415399291 | 0.614917169201417 | 0.307458584600709 |
90 | 0.658080232698974 | 0.683839534602051 | 0.341919767301026 |
91 | 0.611216601703969 | 0.777566796592063 | 0.388783398296031 |
92 | 0.563025791207577 | 0.873948417584846 | 0.436974208792423 |
93 | 0.543125858566632 | 0.913748282866736 | 0.456874141433368 |
94 | 0.570578653385897 | 0.858842693228206 | 0.429421346614103 |
95 | 0.55415342968406 | 0.89169314063188 | 0.44584657031594 |
96 | 0.668888071025569 | 0.662223857948863 | 0.331111928974431 |
97 | 0.623484603474648 | 0.753030793050703 | 0.376515396525352 |
98 | 0.650108183380217 | 0.699783633239566 | 0.349891816619783 |
99 | 0.611916375657139 | 0.776167248685722 | 0.388083624342861 |
100 | 0.589863192679175 | 0.82027361464165 | 0.410136807320825 |
101 | 0.580165338974937 | 0.839669322050125 | 0.419834661025063 |
102 | 0.543522427806866 | 0.912955144386269 | 0.456477572193134 |
103 | 0.513168586272288 | 0.973662827455425 | 0.486831413727712 |
104 | 0.505439863486221 | 0.989120273027559 | 0.494560136513779 |
105 | 0.521629121815257 | 0.956741756369486 | 0.478370878184743 |
106 | 0.468710608462015 | 0.93742121692403 | 0.531289391537985 |
107 | 0.583295604274685 | 0.83340879145063 | 0.416704395725315 |
108 | 0.596003117123803 | 0.807993765752393 | 0.403996882876197 |
109 | 0.590062730522675 | 0.81987453895465 | 0.409937269477325 |
110 | 0.54152063919027 | 0.91695872161946 | 0.45847936080973 |
111 | 0.486994254918051 | 0.973988509836102 | 0.513005745081949 |
112 | 0.436235224193384 | 0.872470448386768 | 0.563764775806616 |
113 | 0.404028008231801 | 0.808056016463602 | 0.595971991768199 |
114 | 0.390308006499449 | 0.780616012998899 | 0.60969199350055 |
115 | 0.376413005229204 | 0.752826010458407 | 0.623586994770796 |
116 | 0.32143986217074 | 0.64287972434148 | 0.67856013782926 |
117 | 0.306419800605839 | 0.612839601211678 | 0.693580199394161 |
118 | 0.308864599873435 | 0.61772919974687 | 0.691135400126565 |
119 | 0.257265157839981 | 0.514530315679963 | 0.742734842160019 |
120 | 0.225593073174112 | 0.451186146348224 | 0.774406926825888 |
121 | 0.190473049553368 | 0.380946099106736 | 0.809526950446632 |
122 | 0.172008143860331 | 0.344016287720662 | 0.82799185613967 |
123 | 0.159803269507459 | 0.319606539014917 | 0.840196730492542 |
124 | 0.225421621099517 | 0.450843242199034 | 0.774578378900483 |
125 | 0.184350941175964 | 0.368701882351929 | 0.815649058824036 |
126 | 0.146250684621607 | 0.292501369243215 | 0.853749315378393 |
127 | 0.113316969390673 | 0.226633938781346 | 0.886683030609327 |
128 | 0.0878389660618943 | 0.175677932123789 | 0.912161033938106 |
129 | 0.0639122978478706 | 0.127824595695741 | 0.93608770215213 |
130 | 0.0539577693431655 | 0.107915538686331 | 0.946042230656834 |
131 | 0.0408230717478488 | 0.0816461434956976 | 0.959176928252151 |
132 | 0.214415156305962 | 0.428830312611924 | 0.785584843694038 |
133 | 0.164644852556013 | 0.329289705112026 | 0.835355147443987 |
134 | 0.119490764675610 | 0.238981529351219 | 0.88050923532439 |
135 | 0.186636256827903 | 0.373272513655807 | 0.813363743172097 |
136 | 0.200995474323622 | 0.401990948647243 | 0.799004525676378 |
137 | 0.23470842459043 | 0.46941684918086 | 0.76529157540957 |
138 | 0.59748751336796 | 0.805024973264081 | 0.402512486632040 |
139 | 0.495391820272549 | 0.990783640545098 | 0.504608179727451 |
140 | 0.440047336197441 | 0.880094672394882 | 0.559952663802559 |
141 | 0.356346888942106 | 0.712693777884213 | 0.643653111057894 |
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 | 5 | 0.037593984962406 | OK |