Multiple Linear Regression - Estimated Regression Equation |
Perf[t] = + 19.2989199323664 + 0.0380163102865228`Sport `[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) | 19.2989199323664 | 0.41199 | 46.8431 | 0 | 0 |
`Sport ` | 0.0380163102865228 | 0.043996 | 0.8641 | 0.388944 | 0.194472 |
Multiple Linear Regression - Regression Statistics | |
Multiple R | 0.0710889771773798 |
R-squared | 0.00505364267612603 |
Adjusted R-squared | -0.00171469989070294 |
F-TEST (value) | 0.746658820269144 |
F-TEST (DF numerator) | 1 |
F-TEST (DF denominator) | 147 |
p-value | 0.388943910291832 |
Multiple Linear Regression - Residual Statistics | |
Residual Standard Deviation | 3.36064818342967 |
Sum Squared Residuals | 1660.21156328 |
Multiple Linear Regression - Actuals, Interpolation, and Residuals | |||
Time or Index | Actuals | Interpolation Forecast | Residuals Prediction Error |
1 | 18 | 19.8691645866642 | -1.86916458666418 |
2 | 15 | 19.2989199323664 | -4.29891993236637 |
3 | 17 | 19.4129688632259 | -2.41296886322594 |
4 | 21 | 19.3749525529394 | 1.62504744706058 |
5 | 22 | 19.4129688632259 | 2.58703113677406 |
6 | 24 | 19.7551156558046 | 4.24488434419535 |
7 | 17 | 19.4129688632259 | -2.41296886322594 |
8 | 25 | 19.2989199323664 | 5.70108006763363 |
9 | 16 | 19.7551156558046 | -3.75511565580464 |
10 | 18 | 19.8691645866642 | -1.86916458666421 |
11 | 21 | 19.2989199323664 | 1.70108006763363 |
12 | 19 | 19.6790830352316 | -0.6790830352316 |
13 | 18 | 20.0592461380968 | -2.05924613809683 |
14 | 20 | 20.0592461380968 | -0.0592461380968274 |
15 | 25 | 19.3749525529394 | 5.62504744706058 |
16 | 28 | 19.4129688632259 | 8.58703113677406 |
17 | 19 | 19.9071808969507 | -0.907180896950736 |
18 | 20 | 19.4509851735125 | 0.549014826487537 |
19 | 25 | 19.3749525529394 | 5.62504744706058 |
20 | 20 | 19.4509851735125 | 0.549014826487537 |
21 | 21 | 19.2989199323664 | 1.70108006763363 |
22 | 21 | 19.2989199323664 | 1.70108006763363 |
23 | 23 | 19.8691645866642 | 3.13083541333579 |
24 | 19 | 19.6410667249451 | -0.641066724945077 |
25 | 23 | 19.3369362426529 | 3.66306375734711 |
26 | 20 | 19.8691645866642 | 0.130835413335786 |
27 | 19 | 19.489001483799 | -0.489001483798986 |
28 | 17 | 19.4509851735125 | -2.45098517351246 |
29 | 19 | 19.8691645866642 | -0.869164586664213 |
30 | 21 | 19.4509851735125 | 1.54901482648754 |
31 | 18 | 19.7551156558046 | -1.75511565580465 |
32 | 18 | 19.3749525529394 | -1.37495255293942 |
33 | 24 | 19.4509851735125 | 4.54901482648754 |
34 | 22 | 19.3749525529394 | 2.62504744706058 |
35 | 20 | 19.4509851735125 | 0.549014826487537 |
36 | 17 | 19.6030504146586 | -2.60305041465855 |
37 | 25 | 20.4394092409621 | 4.56059075903794 |
38 | 24 | 19.5270177940855 | 4.47298220591449 |
39 | 18 | 19.5270177940855 | -1.52701779408551 |
40 | 21 | 19.565034104372 | 1.43496589562797 |
41 | 13 | 19.4509851735125 | -6.45098517351246 |
42 | 21 | 19.9451972072373 | 1.05480279276274 |
43 | 21 | 19.489001483799 | 1.51099851620101 |
44 | 16 | 19.2989199323664 | -3.29891993236637 |
45 | 18 | 19.4129688632259 | -1.41296886322594 |
46 | 19 | 19.4509851735125 | -0.450985173512463 |
47 | 22 | 19.8691645866642 | 2.13083541333579 |
48 | 18 | 19.2989199323664 | -1.29891993236637 |
49 | 18 | 19.6030504146586 | -1.60305041465855 |
50 | 20 | 19.6790830352316 | 0.3209169647684 |
51 | 19 | 19.4509851735125 | -0.450985173512463 |
52 | 18 | 19.2989199323664 | -1.29891993236637 |
53 | 20 | 19.5270177940855 | 0.472982205914491 |
54 | 20 | 19.7170993455181 | 0.282900654481878 |
55 | 23 | 19.6790830352316 | 3.3209169647684 |
56 | 17 | 19.2989199323664 | -2.29891993236637 |
57 | 17 | 19.2989199323664 | -2.29891993236637 |
58 | 18 | 19.2989199323664 | -1.29891993236637 |
59 | 22 | 19.2989199323664 | 2.70108006763363 |
60 | 16 | 19.2989199323664 | -3.29891993236637 |
61 | 18 | 19.2989199323664 | -1.29891993236637 |
62 | 14 | 19.2989199323664 | -5.29891993236637 |
63 | 13 | 19.565034104372 | -6.56503410437203 |
64 | 21 | 19.4509851735125 | 1.54901482648754 |
65 | 25 | 19.7551156558046 | 5.24488434419535 |
66 | 16 | 19.5270177940855 | -3.52701779408551 |
67 | 17 | 19.7551156558046 | -2.75511565580464 |
68 | 22 | 19.6790830352316 | 2.3209169647684 |
69 | 24 | 19.6410667249451 | 4.35893327505492 |
70 | 18 | 19.2989199323664 | -1.29891993236637 |
71 | 18 | 19.9071808969507 | -1.90718089695074 |
72 | 18 | 19.3749525529394 | -1.37495255293942 |
73 | 19 | 19.2989199323664 | -0.298919932366372 |
74 | 15 | 19.2989199323664 | -4.29891993236637 |
75 | 25 | 19.3369362426529 | 5.6630637573471 |
76 | 22 | 19.6790830352316 | 2.3209169647684 |
77 | 15 | 19.8311482763777 | -4.83114827637769 |
78 | 21 | 19.7551156558046 | 1.24488434419535 |
79 | 16 | 19.7551156558046 | -3.75511565580464 |
80 | 23 | 19.7551156558046 | 3.24488434419536 |
81 | 20 | 19.489001483799 | 0.510998516201014 |
82 | 19 | 19.2989199323664 | -0.298919932366372 |
83 | 20 | 19.4509851735125 | 0.549014826487537 |
84 | 18 | 19.4129688632259 | -1.41296886322594 |
85 | 18 | 19.2989199323664 | -1.29891993236637 |
86 | 20 | 19.4129688632259 | 0.58703113677406 |
87 | 20 | 19.2989199323664 | 0.701080067633628 |
88 | 16 | 19.7551156558046 | -3.75511565580464 |
89 | 18 | 19.7551156558046 | -1.75511565580465 |
90 | 18 | 19.8691645866642 | -1.86916458666421 |
91 | 16 | 19.2989199323664 | -3.29891993236637 |
92 | 23 | 19.6030504146586 | 3.39694958534145 |
93 | 14 | 19.5270177940855 | -5.52701779408551 |
94 | 21 | 19.8311482763777 | 1.16885172362231 |
95 | 13 | 19.489001483799 | -6.48900148379899 |
96 | 27 | 19.6790830352316 | 7.3209169647684 |
97 | 20 | 19.9071808969507 | 0.0928191030492637 |
98 | 22 | 19.4509851735125 | 2.54901482648754 |
99 | 21 | 19.2989199323664 | 1.70108006763363 |
100 | 19 | 19.6030504146586 | -0.603050414658554 |
101 | 22 | 19.7551156558046 | 2.24488434419536 |
102 | 12 | 19.5270177940855 | -7.52701779408551 |
103 | 28 | 19.4509851735125 | 8.54901482648754 |
104 | 21 | 20.0592461380968 | 0.940753861903173 |
105 | 18 | 19.2989199323664 | -1.29891993236637 |
106 | 21 | 19.7931319660912 | 1.20686803390883 |
107 | 19 | 19.2989199323664 | -0.298919932366372 |
108 | 23 | 19.2989199323664 | 3.70108006763363 |
109 | 21 | 19.2989199323664 | 1.70108006763363 |
110 | 21 | 19.2989199323664 | 1.70108006763363 |
111 | 22 | 19.6790830352316 | 2.3209169647684 |
112 | 18 | 19.5270177940855 | -1.52701779408551 |
113 | 15 | 19.9071808969507 | -4.90718089695074 |
114 | 23 | 19.5270177940855 | 3.47298220591449 |
115 | 24 | 19.2989199323664 | 4.70108006763363 |
116 | 18 | 19.4509851735125 | -1.45098517351246 |
117 | 15 | 19.6410667249451 | -4.64106672494508 |
118 | 19 | 19.9451972072373 | -0.94519720723726 |
119 | 17 | 19.7551156558046 | -2.75511565580464 |
120 | 14 | 19.4129688632259 | -5.41296886322594 |
121 | 16 | 19.6030504146586 | -3.60305041465855 |
122 | 22 | 19.4129688632259 | 2.58703113677406 |
123 | 15 | 19.2989199323664 | -4.29891993236637 |
124 | 23 | 19.6790830352316 | 3.3209169647684 |
125 | 24 | 19.4129688632259 | 4.58703113677406 |
126 | 24 | 19.2989199323664 | 4.70108006763363 |
127 | 20 | 19.6030504146586 | 0.396949585341446 |
128 | 9 | 19.2989199323664 | -10.2989199323664 |
129 | 23 | 19.4509851735125 | 3.54901482648754 |
130 | 18 | 19.7931319660912 | -1.79313196609117 |
131 | 20 | 19.7551156558046 | 0.244884344195355 |
132 | 25 | 19.9071808969507 | 5.09281910304926 |
133 | 17 | 20.0592461380968 | -3.05924613809683 |
134 | 21 | 20.0592461380968 | 0.940753861903173 |
135 | 26 | 19.8311482763777 | 6.16885172362231 |
136 | 20 | 19.7551156558046 | 0.244884344195355 |
137 | 21 | 19.8691645866642 | 1.13083541333579 |
138 | 15 | 19.6410667249451 | -4.64106672494508 |
139 | 20 | 19.4509851735125 | 0.549014826487537 |
140 | 20 | 19.6030504146586 | 0.396949585341446 |
141 | 16 | 19.2989199323664 | -3.29891993236637 |
142 | 19 | 19.7931319660912 | -0.793131966091168 |
143 | 22 | 19.2989199323664 | 2.70108006763363 |
144 | 17 | 20.0972624483834 | -3.09726244838335 |
145 | 25 | 19.2989199323664 | 5.70108006763363 |
146 | 19 | 19.3369362426529 | -0.336936242652895 |
147 | 17 | 19.9071808969507 | -2.90718089695074 |
148 | 21 | 19.7551156558046 | 1.24488434419535 |
149 | 12 | 19.3749525529394 | -7.37495255293942 |
Goldfeld-Quandt test for Heteroskedasticity | |||
p-values | Alternative Hypothesis | ||
breakpoint index | greater | 2-sided | less |
5 | 0.590260185206526 | 0.819479629586949 | 0.409739814793474 |
6 | 0.65184806096759 | 0.69630387806482 | 0.34815193903241 |
7 | 0.550327600018094 | 0.899344799963813 | 0.449672399981906 |
8 | 0.765996147797529 | 0.468007704404943 | 0.234003852202471 |
9 | 0.764717993780674 | 0.470564012438651 | 0.235282006219326 |
10 | 0.682091064475396 | 0.635817871049208 | 0.317908935524604 |
11 | 0.597617372563207 | 0.804765254873585 | 0.402382627436792 |
12 | 0.50130525279526 | 0.99738949440948 | 0.49869474720474 |
13 | 0.410596895564458 | 0.821193791128916 | 0.589403104435542 |
14 | 0.34361690414518 | 0.68723380829036 | 0.65638309585482 |
15 | 0.452966564533974 | 0.905933129067949 | 0.547033435466026 |
16 | 0.746054286954419 | 0.507891426091163 | 0.253945713045581 |
17 | 0.68061427164183 | 0.63877145671634 | 0.31938572835817 |
18 | 0.613028136805587 | 0.773943726388826 | 0.386971863194413 |
19 | 0.644901101498239 | 0.710197797003523 | 0.355098898501761 |
20 | 0.580933060460789 | 0.838133879078421 | 0.419066939539211 |
21 | 0.515698659765644 | 0.968602680468711 | 0.484301340234356 |
22 | 0.451038686197894 | 0.902077372395788 | 0.548961313802106 |
23 | 0.46252033405257 | 0.92504066810514 | 0.53747966594743 |
24 | 0.404891447054457 | 0.809782894108913 | 0.595108552945543 |
25 | 0.36896992979497 | 0.737939859589941 | 0.63103007020503 |
26 | 0.310214511827951 | 0.620429023655902 | 0.689785488172049 |
27 | 0.27018583418361 | 0.54037166836722 | 0.72981416581639 |
28 | 0.284973753334437 | 0.569947506668875 | 0.715026246665563 |
29 | 0.23541134352849 | 0.47082268705698 | 0.76458865647151 |
30 | 0.192713842783397 | 0.385427685566795 | 0.807286157216603 |
31 | 0.164366694220954 | 0.328733388441907 | 0.835633305779046 |
32 | 0.154349008893138 | 0.308698017786275 | 0.845650991106862 |
33 | 0.165810882256699 | 0.331621764513398 | 0.834189117743301 |
34 | 0.139424089251765 | 0.27884817850353 | 0.860575910748235 |
35 | 0.111119971573102 | 0.222239943146204 | 0.888880028426898 |
36 | 0.109665306202712 | 0.219330612405423 | 0.890334693797288 |
37 | 0.20015428188087 | 0.40030856376174 | 0.79984571811913 |
38 | 0.215127224670129 | 0.430254449340259 | 0.78487277532987 |
39 | 0.195750862966799 | 0.391501725933598 | 0.804249137033201 |
40 | 0.162665233764147 | 0.325330467528294 | 0.837334766235853 |
41 | 0.322584273949821 | 0.645168547899641 | 0.677415726050179 |
42 | 0.279948048440255 | 0.55989609688051 | 0.720051951559745 |
43 | 0.241165239217453 | 0.482330478434906 | 0.758834760782547 |
44 | 0.262770679895494 | 0.525541359790989 | 0.737229320104506 |
45 | 0.235979201684364 | 0.471958403368728 | 0.764020798315636 |
46 | 0.200909507744901 | 0.401819015489801 | 0.7990904922551 |
47 | 0.178056633848766 | 0.356113267697532 | 0.821943366151234 |
48 | 0.155996164719829 | 0.311992329439659 | 0.84400383528017 |
49 | 0.136840265767589 | 0.273680531535179 | 0.86315973423241 |
50 | 0.110853891979101 | 0.221707783958201 | 0.8891461080209 |
51 | 0.0900594617704655 | 0.180118923540931 | 0.909940538229534 |
52 | 0.076067317337069 | 0.152134634674138 | 0.923932682662931 |
53 | 0.0597193211810432 | 0.119438642362086 | 0.940280678818957 |
54 | 0.0462218169243002 | 0.0924436338486005 | 0.9537781830757 |
55 | 0.0451626550815649 | 0.0903253101631298 | 0.954837344918435 |
56 | 0.0413241605771379 | 0.0826483211542758 | 0.958675839422862 |
57 | 0.0373590895853185 | 0.0747181791706371 | 0.962640910414681 |
58 | 0.0301087473623743 | 0.0602174947247486 | 0.969891252637626 |
59 | 0.0269340748656444 | 0.0538681497312888 | 0.973065925134356 |
60 | 0.0281365371554907 | 0.0562730743109814 | 0.97186346284451 |
61 | 0.0223445790823518 | 0.0446891581647037 | 0.977655420917648 |
62 | 0.0360574673992816 | 0.0721149347985632 | 0.963942532600718 |
63 | 0.0772078987340543 | 0.154415797468109 | 0.922792101265946 |
64 | 0.0642708544664525 | 0.128541708932905 | 0.935729145533547 |
65 | 0.0876702234612797 | 0.175340446922559 | 0.91232977653872 |
66 | 0.0910533053847074 | 0.182106610769415 | 0.908946694615293 |
67 | 0.0862786101654347 | 0.172557220330869 | 0.913721389834565 |
68 | 0.0764112539407481 | 0.152822507881496 | 0.923588746059252 |
69 | 0.0880051721553457 | 0.176010344310691 | 0.911994827844654 |
70 | 0.0729083543542121 | 0.145816708708424 | 0.927091645645788 |
71 | 0.0635119200098591 | 0.127023840019718 | 0.936488079990141 |
72 | 0.0521444381095224 | 0.104288876219045 | 0.947855561890478 |
73 | 0.0407317695952468 | 0.0814635391904936 | 0.959268230404753 |
74 | 0.047883553948943 | 0.095767107897886 | 0.952116446051057 |
75 | 0.0741427367054375 | 0.148285473410875 | 0.925857263294563 |
76 | 0.0655271606569692 | 0.131054321313938 | 0.934472839343031 |
77 | 0.0843487343441313 | 0.168697468688263 | 0.915651265655869 |
78 | 0.0695754277451849 | 0.13915085549037 | 0.930424572254815 |
79 | 0.0737496750964304 | 0.147499350192861 | 0.92625032490357 |
80 | 0.0723195494788116 | 0.144639098957623 | 0.927680450521188 |
81 | 0.0577131086476518 | 0.115426217295304 | 0.942286891352348 |
82 | 0.0453538490336229 | 0.0907076980672457 | 0.954646150966377 |
83 | 0.0353884567445423 | 0.0707769134890847 | 0.964611543255458 |
84 | 0.0284102725633942 | 0.0568205451267883 | 0.971589727436606 |
85 | 0.022439635823733 | 0.0448792716474661 | 0.977560364176267 |
86 | 0.0169636991587062 | 0.0339273983174124 | 0.983036300841294 |
87 | 0.0127224685491631 | 0.0254449370983261 | 0.987277531450837 |
88 | 0.013653232464912 | 0.027306464929824 | 0.986346767535088 |
89 | 0.0108886191291813 | 0.0217772382583625 | 0.989111380870819 |
90 | 0.0087140681549197 | 0.0174281363098394 | 0.99128593184508 |
91 | 0.00855908254793839 | 0.0171181650958768 | 0.991440917452062 |
92 | 0.00850371252396118 | 0.0170074250479224 | 0.991496287476039 |
93 | 0.0141603710390444 | 0.0283207420780887 | 0.985839628960956 |
94 | 0.010757141192416 | 0.021514282384832 | 0.989242858807584 |
95 | 0.023679888044048 | 0.047359776088096 | 0.976320111955952 |
96 | 0.0593901776370262 | 0.118780355274052 | 0.940609822362974 |
97 | 0.0464144042658301 | 0.0928288085316603 | 0.95358559573417 |
98 | 0.0409681877728945 | 0.081936375545789 | 0.959031812227106 |
99 | 0.033220979378673 | 0.066441958757346 | 0.966779020621327 |
100 | 0.0252957629476183 | 0.0505915258952365 | 0.974704237052382 |
101 | 0.0214969341701795 | 0.042993868340359 | 0.97850306582982 |
102 | 0.0591703436034845 | 0.118340687206969 | 0.940829656396516 |
103 | 0.174887810942722 | 0.349775621885443 | 0.825112189057278 |
104 | 0.14809689464305 | 0.2961937892861 | 0.85190310535695 |
105 | 0.124833675988709 | 0.249667351977417 | 0.875166324011291 |
106 | 0.104195921047811 | 0.208391842095623 | 0.895804078952189 |
107 | 0.0830968305216342 | 0.166193661043268 | 0.916903169478366 |
108 | 0.084348345320636 | 0.168696690641272 | 0.915651654679364 |
109 | 0.0698810896657802 | 0.13976217933156 | 0.93011891033422 |
110 | 0.0575778405649838 | 0.115155681129968 | 0.942422159435016 |
111 | 0.0506251724967783 | 0.101250344993557 | 0.949374827503222 |
112 | 0.0398848244163586 | 0.0797696488327173 | 0.960115175583641 |
113 | 0.0492027941281099 | 0.0984055882562198 | 0.95079720587189 |
114 | 0.0499315981440894 | 0.0998631962881788 | 0.95006840185591 |
115 | 0.0661222967229797 | 0.132244593445959 | 0.93387770327702 |
116 | 0.0515325077255818 | 0.103065015451164 | 0.948467492274418 |
117 | 0.0595598226053504 | 0.119119645210701 | 0.94044017739465 |
118 | 0.04543313373955 | 0.0908662674791 | 0.95456686626045 |
119 | 0.0395509349103746 | 0.0791018698207493 | 0.960449065089625 |
120 | 0.0547471964193716 | 0.109494392838743 | 0.945252803580628 |
121 | 0.0545404440849071 | 0.109080888169814 | 0.945459555915093 |
122 | 0.0474345108800423 | 0.0948690217600846 | 0.952565489119958 |
123 | 0.0529794975712117 | 0.105958995142423 | 0.947020502428788 |
124 | 0.0498434585811195 | 0.099686917162239 | 0.95015654141888 |
125 | 0.061231651211612 | 0.122463302423224 | 0.938768348788388 |
126 | 0.0848189655005478 | 0.169637931001096 | 0.915181034499452 |
127 | 0.0633759328568055 | 0.126751865713611 | 0.936624067143195 |
128 | 0.347806091841439 | 0.695612183682878 | 0.652193908158561 |
129 | 0.349004917260878 | 0.698009834521755 | 0.650995082739122 |
130 | 0.299640786135952 | 0.599281572271905 | 0.700359213864048 |
131 | 0.239561011096779 | 0.479122022193558 | 0.760438988903221 |
132 | 0.321957119244175 | 0.64391423848835 | 0.678042880755825 |
133 | 0.291709031672218 | 0.583418063344436 | 0.708290968327782 |
134 | 0.234876578905688 | 0.469753157811376 | 0.765123421094312 |
135 | 0.452017947530171 | 0.904035895060342 | 0.547982052469829 |
136 | 0.378765302292335 | 0.75753060458467 | 0.621234697707665 |
137 | 0.347066034549873 | 0.694132069099745 | 0.652933965450127 |
138 | 0.355353924161403 | 0.710707848322806 | 0.644646075838597 |
139 | 0.2716789870747 | 0.543357974149401 | 0.7283210129253 |
140 | 0.200656192883116 | 0.401312385766233 | 0.799343807116884 |
141 | 0.194859749798902 | 0.389719499597805 | 0.805140250201098 |
142 | 0.12505527864359 | 0.250110557287181 | 0.87494472135641 |
143 | 0.0858483044446017 | 0.171696608889203 | 0.914151695555398 |
144 | 0.0436422486770012 | 0.0872844973540023 | 0.956357751322999 |
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 | 13 | 0.0928571428571429 | NOK |
10% type I error level | 38 | 0.271428571428571 | NOK |