Multiple Linear Regression - Estimated Regression Equation |
Leadership[t] = + 1.02830814409858 + 0.0842475032129696Preferleader[t] + 0.207213675242005Jobcontrol[t] + 0.386522109686850Influenceothers[t] -0.134026305664132Destinycontrol[t] + 0.00410101084894554Handlingsituations[t] + 0.279829847242845Organization[t] -0.068409636934505Ability[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) | 1.02830814409858 | 0.478598 | 2.1486 | 0.03334 | 0.01667 |
Preferleader | 0.0842475032129696 | 0.064963 | 1.2968 | 0.196758 | 0.098379 |
Jobcontrol | 0.207213675242005 | 0.07449 | 2.7818 | 0.006131 | 0.003065 |
Influenceothers | 0.386522109686850 | 0.090406 | 4.2754 | 3.5e-05 | 1.7e-05 |
Destinycontrol | -0.134026305664132 | 0.071517 | -1.8741 | 0.062949 | 0.031474 |
Handlingsituations | 0.00410101084894554 | 0.078835 | 0.052 | 0.958585 | 0.479292 |
Organization | 0.279829847242845 | 0.079493 | 3.5202 | 0.000578 | 0.000289 |
Ability | -0.068409636934505 | 0.062201 | -1.0998 | 0.273251 | 0.136626 |
Multiple Linear Regression - Regression Statistics | |
Multiple R | 0.571118664491289 |
R-squared | 0.326176528930313 |
Adjusted R-squared | 0.29342122130887 |
F-TEST (value) | 9.95797483265836 |
F-TEST (DF numerator) | 7 |
F-TEST (DF denominator) | 144 |
p-value | 4.14612011390147e-10 |
Multiple Linear Regression - Residual Statistics | |
Residual Standard Deviation | 0.604931442781952 |
Sum Squared Residuals | 52.6956552671406 |
Multiple Linear Regression - Actuals, Interpolation, and Residuals | |||
Time or Index | Actuals | Interpolation Forecast | Residuals Prediction Error |
1 | 4 | 4.06622095863846 | -0.0662209586384641 |
2 | 3 | 3.93219465297436 | -0.932194652974364 |
3 | 5 | 4.22365583142934 | 0.776344168570663 |
4 | 4 | 3.44144578246207 | 0.55855421753793 |
5 | 2 | 3.22317197358497 | -1.22317197358497 |
6 | 4 | 3.94382598418649 | 0.0561740158135078 |
7 | 3 | 3.7822901005467 | -0.782290100546702 |
8 | 2 | 3.11647971114096 | -1.11647971114096 |
9 | 4 | 3.87871050249576 | 0.121289497504241 |
10 | 2 | 3.1222609250938 | -1.12226092509380 |
11 | 4 | 4.06211994778955 | -0.0621199477895489 |
12 | 2 | 2.98177668368241 | -0.98177668368241 |
13 | 5 | 4.43507604173768 | 0.564923958262323 |
14 | 3 | 3.69804259733373 | -0.698042597333733 |
15 | 4 | 4.134630595573 | -0.134630595573000 |
16 | 4 | 4.2734346338805 | -0.273434633880500 |
17 | 3 | 3.23833311806901 | -0.238333118069011 |
18 | 4 | 3.92809364212542 | 0.0719063578745837 |
19 | 2 | 2.75925595925391 | -0.75925595925391 |
20 | 3 | 4.0580189369406 | -1.05801893694060 |
21 | 4 | 3.59135033488973 | 0.408649665110271 |
22 | 2 | 3.77475978018352 | -1.77475978018352 |
23 | 4 | 4.06622095863849 | -0.0662209586384942 |
24 | 4 | 4.06622095863849 | -0.0662209586384942 |
25 | 4 | 4.06622095863849 | -0.0662209586384942 |
26 | 3 | 3.54157153243857 | -0.541571532438566 |
27 | 4 | 4.01644215618733 | -0.0164421561873315 |
28 | 4 | 3.50710283167676 | 0.492897168323241 |
29 | 4 | 4.06622095863849 | -0.0662209586384942 |
30 | 4 | 3.57917743615364 | 0.420822563846357 |
31 | 4 | 4.72079567965361 | -0.72079567965361 |
32 | 4 | 4.02765124702774 | -0.0276512470277418 |
33 | 4 | 4.12705989472475 | -0.127059894724754 |
34 | 5 | 4.06622095863849 | 0.933779041361506 |
35 | 4 | 4.06622095863849 | -0.0662209586384942 |
36 | 4 | 4.13183762736812 | -0.131837627368122 |
37 | 5 | 3.72537664055386 | 1.27462335944614 |
38 | 4 | 4.06622095863849 | -0.0662209586384942 |
39 | 4 | 3.97787244457658 | 0.022127555423421 |
40 | 4 | 3.62474970353847 | 0.375250296461529 |
41 | 3 | 3.77475978018352 | -0.774759780183519 |
42 | 4 | 4.11879272929453 | -0.118792729294535 |
43 | 3 | 3.32440978159118 | -0.324409781591183 |
44 | 5 | 3.46331934411607 | 1.53668065588393 |
45 | 5 | 4.33427356996676 | 0.66572643003324 |
46 | 4 | 3.26965662079236 | 0.730343379207642 |
47 | 5 | 4.55326448112335 | 0.446735518876655 |
48 | 4 | 4.20024726430263 | -0.200247264302627 |
49 | 4 | 4.2953081955345 | -0.295308195534501 |
50 | 4 | 3.99781132170399 | 0.00218867829601101 |
51 | 4 | 4.52115270525985 | -0.52115270525985 |
52 | 4 | 3.90747804320358 | 0.092521956796416 |
53 | 4 | 3.80527642730169 | 0.194723572698306 |
54 | 4 | 4.20024726430263 | -0.200247264302627 |
55 | 4 | 3.32947460033580 | 0.670525399664196 |
56 | 4 | 3.82733155083956 | 0.172668449160441 |
57 | 4 | 2.94277092876509 | 1.05722907123491 |
58 | 4 | 4.20024726430263 | -0.200247264302627 |
59 | 4 | 4.33427356996676 | -0.33427356996676 |
60 | 4 | 3.93191359400145 | 0.0680864059985549 |
61 | 4 | 4.25281903495867 | -0.252819034958668 |
62 | 4 | 3.34966795888592 | 0.650332041114084 |
63 | 4 | 3.99781132170399 | 0.00218867829601101 |
64 | 4 | 4.55230067322767 | -0.55230067322767 |
65 | 4 | 4.23852988981213 | -0.238529889812126 |
66 | 5 | 5.02813510487211 | -0.0281351048721104 |
67 | 4 | 4.31843570368830 | -0.318435703688295 |
68 | 4 | 3.58657260224636 | 0.413427397753639 |
69 | 3 | 3.61322389654373 | -0.61322389654373 |
70 | 4 | 3.96149301077416 | 0.0385069892258418 |
71 | 4 | 3.75004317041274 | 0.249956829587259 |
72 | 2 | 3.18759050772217 | -1.18759050772217 |
73 | 4 | 3.1178728281436 | 0.8821271718564 |
74 | 5 | 4.38433343139084 | 0.615666568609161 |
75 | 4 | 4.21608513058109 | -0.216085130581092 |
76 | 5 | 4.9397865908102 | 0.0602134091898048 |
77 | 3 | 3.40668694309615 | -0.406686943096148 |
78 | 4 | 4.50348567867218 | -0.503485678672182 |
79 | 4 | 4.48668400449804 | -0.486684004498042 |
80 | 3 | 3.72059890791049 | -0.720598907910494 |
81 | 4 | 3.60241046852483 | 0.397589531475174 |
82 | 4 | 3.97787244457658 | 0.022127555423421 |
83 | 4 | 4.35265769883391 | -0.352657698833910 |
84 | 4 | 4.03871138066284 | -0.0387113806628388 |
85 | 4 | 3.98472604314534 | 0.0152739568546587 |
86 | 4 | 3.72731132508045 | 0.272688674919547 |
87 | 5 | 4.10016189481119 | 0.899838105188808 |
88 | 4 | 4.37521400941067 | -0.37521400941067 |
89 | 4 | 3.62496075197325 | 0.375039248026750 |
90 | 4 | 4.05038309236003 | -0.0503830923600296 |
91 | 4 | 3.7478213997849 | 0.252178600215104 |
92 | 5 | 4.0235502361788 | 0.976449763821204 |
93 | 4 | 4.06144322599513 | -0.0614432259951267 |
94 | 4 | 3.69326486469037 | 0.306735135309634 |
95 | 3 | 3.03111944282701 | -0.0311194428270053 |
96 | 4 | 3.18855431561785 | 0.811445684382152 |
97 | 4 | 3.93151793117994 | 0.0684820688200606 |
98 | 4 | 3.29921243464033 | 0.700787565359668 |
99 | 5 | 4.30338008342164 | 0.696619916578358 |
100 | 5 | 4.20304023250750 | 0.796959767492496 |
101 | 4 | 3.90468507499871 | 0.0953149250012938 |
102 | 4 | 3.74314919135892 | 0.256850808641082 |
103 | 5 | 4.20024726430263 | 0.799752735697373 |
104 | 5 | 4.30008592817787 | 0.699914071822131 |
105 | 4 | 4.3691722869068 | -0.369172286906796 |
106 | 5 | 4.48485484418884 | 0.51514515581116 |
107 | 4 | 4.11599976108966 | -0.115999761089657 |
108 | 4 | 3.85900728339649 | 0.140992716603511 |
109 | 4 | 4.18440939802416 | -0.184409398024162 |
110 | 4 | 4.25281903495867 | -0.252819034958668 |
111 | 2 | 3.76577551247382 | -1.76577551247382 |
112 | 4 | 3.74314919135892 | 0.256850808641082 |
113 | 5 | 4.62828101101042 | 0.37171898898958 |
114 | 4 | 3.80459970550727 | 0.195400294492728 |
115 | 4 | 4.02765124702774 | -0.0276512470277418 |
116 | 4 | 3.24243412891796 | 0.757565871082044 |
117 | 4 | 3.90468507499871 | 0.0953149250012938 |
118 | 4 | 4.18918713066753 | -0.189187130667530 |
119 | 3 | 3.48662238702539 | -0.486622387025393 |
120 | 4 | 3.6864112661216 | 0.313588733878396 |
121 | 4 | 4.10729655235287 | -0.107296552352871 |
122 | 3 | 4.02765124702774 | -1.02765124702774 |
123 | 4 | 3.83616991384681 | 0.163830086153189 |
124 | 5 | 4.24592505590484 | 0.754074944095156 |
125 | 5 | 4.20304023250750 | 0.796959767492496 |
126 | 3 | 4.03938810245726 | -1.03938810245726 |
127 | 5 | 4.04348911330621 | 0.956510886693793 |
128 | 4 | 4.18440939802416 | -0.184409398024162 |
129 | 4 | 3.59763273588146 | 0.402367264118541 |
130 | 3 | 4.341844270815 | -1.34184427081501 |
131 | 3 | 3.69804259733373 | -0.698042597333733 |
132 | 4 | 3.85480074833015 | 0.145199251669846 |
133 | 5 | 4.52748050719636 | 0.472519492803644 |
134 | 2 | 3.46752587918241 | -1.46752587918241 |
135 | 4 | 4.20024726430263 | -0.200247264302627 |
136 | 4 | 4.20304023250750 | -0.203040232507505 |
137 | 4 | 3.59135033488973 | 0.408649665110271 |
138 | 5 | 4.05038309236003 | 0.94961690763997 |
139 | 4 | 3.22895318753780 | 0.771046812462197 |
140 | 4 | 4.04218107066214 | -0.0421810706621389 |
141 | 4 | 3.96613558914706 | 0.0338644108529403 |
142 | 4 | 3.71320374181778 | 0.286796258182224 |
143 | 4 | 4.06622095863849 | -0.0662209586384942 |
144 | 4 | 4.20024726430263 | -0.200247264302627 |
145 | 5 | 4.11879272929453 | 0.881207270705465 |
146 | 3 | 3.66392612640551 | -0.663926126405508 |
147 | 4 | 4.06622095863849 | -0.0662209586384942 |
148 | 4 | 3.75438485974954 | 0.245615140250458 |
149 | 4 | 4.134630595573 | -0.134630595573000 |
150 | 4 | 4.18030838717522 | -0.180308387175217 |
151 | 4 | 3.48793042966946 | 0.512069570330539 |
152 | 5 | 4.89410879920798 | 0.105891200792022 |
Goldfeld-Quandt test for Heteroskedasticity | |||
p-values | Alternative Hypothesis | ||
breakpoint index | greater | 2-sided | less |
11 | 0.443885851842151 | 0.887771703684301 | 0.55611414815785 |
12 | 0.294541690356356 | 0.589083380712712 | 0.705458309643644 |
13 | 0.223650707405217 | 0.447301414810433 | 0.776349292594783 |
14 | 0.135927799482062 | 0.271855598964125 | 0.864072200517938 |
15 | 0.101649544567628 | 0.203299089135257 | 0.898350455432372 |
16 | 0.206107549821615 | 0.412215099643230 | 0.793892450178385 |
17 | 0.137148796728726 | 0.274297593457452 | 0.862851203271274 |
18 | 0.182007492806244 | 0.364014985612488 | 0.817992507193756 |
19 | 0.143135860989047 | 0.286271721978095 | 0.856864139010953 |
20 | 0.280606219219671 | 0.561212438439343 | 0.719393780780329 |
21 | 0.355212332212593 | 0.710424664425185 | 0.644787667787407 |
22 | 0.513487280285913 | 0.973025439428173 | 0.486512719714087 |
23 | 0.436514285732803 | 0.873028571465605 | 0.563485714267197 |
24 | 0.362866539167581 | 0.725733078335162 | 0.637133460832419 |
25 | 0.294951485823366 | 0.589902971646732 | 0.705048514176634 |
26 | 0.270556473409092 | 0.541112946818184 | 0.729443526590908 |
27 | 0.214461441764797 | 0.428922883529595 | 0.785538558235203 |
28 | 0.479036825101992 | 0.958073650203985 | 0.520963174898007 |
29 | 0.411844296743774 | 0.823688593487548 | 0.588155703256226 |
30 | 0.516326636101126 | 0.967346727797748 | 0.483673363898874 |
31 | 0.550507410491033 | 0.898985179017933 | 0.449492589508966 |
32 | 0.586076774592415 | 0.82784645081517 | 0.413923225407585 |
33 | 0.524405070147337 | 0.951189859705327 | 0.475594929852663 |
34 | 0.646458750105074 | 0.707082499789853 | 0.353541249894926 |
35 | 0.589009315418137 | 0.821981369163726 | 0.410990684581863 |
36 | 0.573282734479799 | 0.853434531040402 | 0.426717265520201 |
37 | 0.751953766406159 | 0.496092467187683 | 0.248046233593841 |
38 | 0.704425994384085 | 0.59114801123183 | 0.295574005615915 |
39 | 0.690098759756501 | 0.619802480486998 | 0.309901240243499 |
40 | 0.68572856721246 | 0.62854286557508 | 0.31427143278754 |
41 | 0.670207893935998 | 0.659584212128004 | 0.329792106064002 |
42 | 0.63238048853672 | 0.73523902292656 | 0.36761951146328 |
43 | 0.658722738196123 | 0.682554523607754 | 0.341277261803877 |
44 | 0.961130702358003 | 0.0777385952839933 | 0.0388692976419966 |
45 | 0.959691828530702 | 0.0806163429385967 | 0.0403081714692983 |
46 | 0.959474833231229 | 0.0810503335375424 | 0.0405251667687712 |
47 | 0.951362018410335 | 0.0972759631793302 | 0.0486379815896651 |
48 | 0.941617701108118 | 0.116764597783763 | 0.0583822988918816 |
49 | 0.926704542342497 | 0.146590915315006 | 0.0732954576575028 |
50 | 0.908040656613497 | 0.183918686773005 | 0.0919593433865027 |
51 | 0.89229479079279 | 0.215410418414422 | 0.107705209207211 |
52 | 0.899987264492846 | 0.200025471014307 | 0.100012735507154 |
53 | 0.88185800172333 | 0.236283996553340 | 0.118141998276670 |
54 | 0.860531400906133 | 0.278937198187734 | 0.139468599093867 |
55 | 0.89555312792535 | 0.208893744149302 | 0.104446872074651 |
56 | 0.884194380993118 | 0.231611238013765 | 0.115805619006882 |
57 | 0.931758247185255 | 0.136483505629491 | 0.0682417528147453 |
58 | 0.916712492831901 | 0.166575014336197 | 0.0832875071680986 |
59 | 0.905235140986306 | 0.189529718027388 | 0.094764859013694 |
60 | 0.882681604640219 | 0.234636790719562 | 0.117318395359781 |
61 | 0.859382092636387 | 0.281235814727225 | 0.140617907363613 |
62 | 0.854808621413579 | 0.290382757172843 | 0.145191378586421 |
63 | 0.825204849644486 | 0.349590300711027 | 0.174795150355514 |
64 | 0.819864801346832 | 0.360270397306336 | 0.180135198653168 |
65 | 0.79238327562778 | 0.415233448744439 | 0.207616724372220 |
66 | 0.755764798176016 | 0.488470403647967 | 0.244235201823984 |
67 | 0.722612329152795 | 0.55477534169441 | 0.277387670847205 |
68 | 0.698550336265128 | 0.602899327469745 | 0.301449663734872 |
69 | 0.698828433005413 | 0.602343133989175 | 0.301171566994587 |
70 | 0.657874587738991 | 0.684250824522018 | 0.342125412261009 |
71 | 0.629205566354851 | 0.741588867290298 | 0.370794433645149 |
72 | 0.738054485352662 | 0.523891029294675 | 0.261945514647337 |
73 | 0.781847064332134 | 0.436305871335731 | 0.218152935667866 |
74 | 0.784972043905073 | 0.430055912189854 | 0.215027956094927 |
75 | 0.751965161491338 | 0.496069677017325 | 0.248034838508662 |
76 | 0.713004392554724 | 0.573991214890552 | 0.286995607445276 |
77 | 0.701470217330902 | 0.597059565338197 | 0.298529782669098 |
78 | 0.702385753541549 | 0.595228492916901 | 0.297614246458451 |
79 | 0.675979382257867 | 0.648041235484266 | 0.324020617742133 |
80 | 0.695636276732322 | 0.608727446535356 | 0.304363723267678 |
81 | 0.664978093051752 | 0.670043813896496 | 0.335021906948248 |
82 | 0.621366262148856 | 0.757267475702288 | 0.378633737851144 |
83 | 0.588726121407263 | 0.822547757185474 | 0.411273878592737 |
84 | 0.54057814285568 | 0.91884371428864 | 0.45942185714432 |
85 | 0.492358488445176 | 0.984716976890352 | 0.507641511554824 |
86 | 0.455075544945199 | 0.910151089890398 | 0.544924455054801 |
87 | 0.515686510268614 | 0.968626979462773 | 0.484313489731386 |
88 | 0.480763290678006 | 0.961526581356013 | 0.519236709321994 |
89 | 0.444894135117521 | 0.889788270235041 | 0.555105864882479 |
90 | 0.4021237289738 | 0.8042474579476 | 0.5978762710262 |
91 | 0.364302911080257 | 0.728605822160514 | 0.635697088919743 |
92 | 0.44005280763518 | 0.88010561527036 | 0.55994719236482 |
93 | 0.394744067413676 | 0.789488134827352 | 0.605255932586324 |
94 | 0.362860654842802 | 0.725721309685605 | 0.637139345157198 |
95 | 0.320993422027729 | 0.641986844055459 | 0.67900657797227 |
96 | 0.335734418133493 | 0.671468836266987 | 0.664265581866507 |
97 | 0.305279385762485 | 0.61055877152497 | 0.694720614237515 |
98 | 0.299006321663417 | 0.598012643326834 | 0.700993678336583 |
99 | 0.319153723179832 | 0.638307446359664 | 0.680846276820168 |
100 | 0.337875165942901 | 0.675750331885802 | 0.662124834057099 |
101 | 0.292550295893007 | 0.585100591786014 | 0.707449704106993 |
102 | 0.26617200184345 | 0.5323440036869 | 0.73382799815655 |
103 | 0.292489745978633 | 0.584979491957265 | 0.707510254021367 |
104 | 0.305169022816940 | 0.610338045633879 | 0.69483097718306 |
105 | 0.273246172473922 | 0.546492344947845 | 0.726753827526078 |
106 | 0.253878172472972 | 0.507756344945944 | 0.746121827527028 |
107 | 0.213349580666493 | 0.426699161332987 | 0.786650419333507 |
108 | 0.177210121582470 | 0.354420243164940 | 0.82278987841753 |
109 | 0.145683186007588 | 0.291366372015177 | 0.854316813992412 |
110 | 0.120583926600067 | 0.241167853200134 | 0.879416073399933 |
111 | 0.528229035594669 | 0.943541928810662 | 0.471770964405331 |
112 | 0.49383920729855 | 0.9876784145971 | 0.50616079270145 |
113 | 0.452518474362607 | 0.905036948725214 | 0.547481525637393 |
114 | 0.401429451752158 | 0.802858903504316 | 0.598570548247842 |
115 | 0.352974410608707 | 0.705948821217415 | 0.647025589391293 |
116 | 0.353485383857780 | 0.706970767715559 | 0.64651461614222 |
117 | 0.305471354486197 | 0.610942708972394 | 0.694528645513803 |
118 | 0.256008205016115 | 0.512016410032229 | 0.743991794983885 |
119 | 0.258505495817930 | 0.517010991635859 | 0.74149450418207 |
120 | 0.245195000048979 | 0.490390000097958 | 0.754804999951021 |
121 | 0.215422553229923 | 0.430845106459846 | 0.784577446770077 |
122 | 0.258064439005415 | 0.51612887801083 | 0.741935560994585 |
123 | 0.208684344362956 | 0.417368688725911 | 0.791315655637044 |
124 | 0.291410368109751 | 0.582820736219501 | 0.708589631890249 |
125 | 0.284466869345718 | 0.568933738691436 | 0.715533130654282 |
126 | 0.295365557295776 | 0.590731114591551 | 0.704634442704224 |
127 | 0.584229854914177 | 0.831540290171645 | 0.415770145085823 |
128 | 0.509376727916595 | 0.98124654416681 | 0.490623272083405 |
129 | 0.502188811743121 | 0.995622376513758 | 0.497811188256879 |
130 | 0.890589641869466 | 0.218820716261069 | 0.109410358130534 |
131 | 0.974885947289066 | 0.0502281054218686 | 0.0251140527109343 |
132 | 0.97609608861965 | 0.0478078227607003 | 0.0239039113803501 |
133 | 0.961110853903048 | 0.0777782921939031 | 0.0388891460969515 |
134 | 0.974232680588313 | 0.0515346388233749 | 0.0257673194116875 |
135 | 0.952022667345129 | 0.0959546653097426 | 0.0479773326548713 |
136 | 0.945554063174834 | 0.108891873650331 | 0.0544459368251655 |
137 | 0.920912900016472 | 0.158174199967057 | 0.0790870999835284 |
138 | 0.973034891543853 | 0.0539302169122937 | 0.0269651084561468 |
139 | 0.951210736661153 | 0.0975785266776948 | 0.0487892633388474 |
140 | 0.888486748020883 | 0.223026503958234 | 0.111513251979117 |
141 | 0.857304784808674 | 0.285390430382653 | 0.142695215191326 |
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 | 1 | 0.00763358778625954 | OK |
10% type I error level | 11 | 0.083969465648855 | OK |