Multiple Linear Regression - Estimated Regression Equation |
Perf[t] = + 22.7825279552759 + 0.155112807490104`Sport `[t] -0.0208146540949294t + 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) | 22.7825279552759 | 0.741305 | 30.733 | 0 | 0 |
`Sport ` | 0.155112807490104 | 0.053092 | 2.9216 | 0.004036 | 0.002018 |
t | -0.0208146540949294 | 0.007724 | -2.6947 | 0.007872 | 0.003936 |
Multiple Linear Regression - Regression Statistics | |
Multiple R | 0.302294182368804 |
R-squared | 0.0913817726940237 |
Adjusted R-squared | 0.0789349476624349 |
F-TEST (value) | 7.3417737022981 |
F-TEST (DF numerator) | 2 |
F-TEST (DF denominator) | 146 |
p-value | 0.000915894527868333 |
Multiple Linear Regression - Residual Statistics | |
Residual Standard Deviation | 4.04369293085108 |
Sum Squared Residuals | 2387.31206777619 |
Multiple Linear Regression - Actuals, Interpolation, and Residuals | |||
Time or Index | Actuals | Interpolation Forecast | Residuals Prediction Error |
1 | 25 | 25.0884054135325 | -0.088405413532502 |
2 | 19 | 22.740898647086 | -3.74089864708604 |
3 | 18 | 23.1854224154614 | -5.18542241546142 |
4 | 24 | 23.0094949538764 | 0.990505046123614 |
5 | 18 | 23.1437931072716 | -5.14379310727156 |
6 | 32 | 24.5189937205876 | 7.48100627941244 |
7 | 23 | 23.1021637990817 | -0.102163799081701 |
8 | 23 | 22.6160107225165 | 0.383989277483539 |
9 | 23 | 24.4565497583028 | -1.45654975830277 |
10 | 25 | 24.9010735266782 | 0.0989264733218449 |
11 | 24 | 22.5535667602317 | 1.44643323976833 |
12 | 22 | 24.0838801810378 | -2.08388018103778 |
13 | 30 | 25.6141936018439 | 4.38580639815612 |
14 | 25 | 25.593378947749 | -0.593378947748955 |
15 | 17 | 22.7805337588322 | -5.78053375883216 |
16 | 30 | 22.9148319122273 | 7.08516808777266 |
17 | 25 | 24.9104837555038 | 0.0895162444962468 |
18 | 25 | 23.0283154115276 | 1.97168458847242 |
19 | 26 | 22.6972751424524 | 3.30272485754756 |
20 | 23 | 22.9866861033377 | 0.0133138966622778 |
21 | 19 | 22.3454202192824 | -3.34542021928238 |
22 | 19 | 22.3246055651875 | -3.32460556518745 |
23 | 35 | 24.6304830234441 | 10.3695169765559 |
24 | 21 | 23.6789915244085 | -2.67899152440852 |
25 | 25 | 22.4172744103928 | 2.58272558960723 |
26 | 23 | 24.5680390611593 | -1.56803906115928 |
27 | 20 | 22.9960963321633 | -2.99609633216332 |
28 | 23 | 22.8201688705783 | 0.179831129421713 |
29 | 19 | 24.5055950988745 | -5.5055950988745 |
30 | 24 | 22.7785395623884 | 1.22146043761157 |
31 | 17 | 23.9986273682143 | -6.99862736821433 |
32 | 27 | 22.4266846392184 | 4.57331536078164 |
33 | 27 | 22.7160956001036 | 4.28390439989636 |
34 | 18 | 22.3850553310285 | -4.3850553310285 |
35 | 24 | 22.6744662919138 | 1.32553370808622 |
36 | 22 | 23.2741028677793 | -1.27410286777927 |
37 | 26 | 26.6657699784666 | -0.665769978466615 |
38 | 23 | 22.9222479446092 | 0.0777520553907997 |
39 | 26 | 22.9014332905143 | 3.09856670948573 |
40 | 25 | 23.0357314439094 | 1.96426855609056 |
41 | 14 | 22.5495783673442 | -8.5495783673442 |
42 | 20 | 24.5452302106206 | -4.54523021062062 |
43 | 26 | 22.6630618666445 | 3.33693813335555 |
44 | 18 | 21.866683175099 | -3.866683175099 |
45 | 22 | 22.3112069434744 | -0.311206943474384 |
46 | 25 | 22.4455050968696 | 2.55449490313044 |
47 | 29 | 24.1309313251658 | 4.86906867483423 |
48 | 21 | 21.7834245587193 | -0.783424558719285 |
49 | 25 | 23.0035123645452 | 1.99648763545482 |
50 | 24 | 23.2929233254305 | 0.707076674569538 |
51 | 22 | 22.3414318263949 | -0.341431826394911 |
52 | 22 | 21.7001659423396 | 0.299834057660432 |
53 | 32 | 22.6100281331853 | 9.38997186681474 |
54 | 23 | 23.3647775165408 | -0.364777516540848 |
55 | 31 | 23.1888500549558 | 7.81114994504419 |
56 | 18 | 21.6169073259599 | -3.61690732595985 |
57 | 23 | 21.5960926718649 | 1.40390732813508 |
58 | 19 | 21.57527801777 | -2.57527801776999 |
59 | 26 | 21.5544633636751 | 4.44553663632494 |
60 | 14 | 21.5336487095801 | -7.53364870958013 |
61 | 27 | 21.5128340554852 | 5.4871659445148 |
62 | 20 | 21.4920194013903 | -1.49201940139027 |
63 | 22 | 22.5569943997261 | -0.556994399726069 |
64 | 24 | 22.0708413231608 | 1.92915867683917 |
65 | 32 | 23.2909291289867 | 8.70907087101327 |
66 | 25 | 22.3394376299512 | 2.66056237004882 |
67 | 21 | 23.2492998207969 | -2.24929982079687 |
68 | 21 | 22.9182595517217 | -1.91825955172173 |
69 | 28 | 22.7423320901367 | 5.2576679098633 |
70 | 24 | 21.3255021686308 | 2.67449783136916 |
71 | 23 | 23.7864924343776 | -0.786492434377566 |
72 | 24 | 21.5940984754212 | 2.40590152457881 |
73 | 21 | 21.263058206346 | -0.26305820634605 |
74 | 13 | 21.2422435522511 | -8.24224355225112 |
75 | 21 | 21.3765417056463 | -0.376541705646295 |
76 | 17 | 22.7517423189623 | -5.7517423189623 |
77 | 29 | 23.3513788948278 | 5.64862110517222 |
78 | 25 | 23.0203386257526 | 1.97966137424735 |
79 | 16 | 22.9995239716577 | -6.99952397165772 |
80 | 25 | 22.9787093175628 | 2.02129068243721 |
81 | 20 | 21.8721050110371 | -1.87210501103713 |
82 | 25 | 21.0757263194917 | 3.92427368050831 |
83 | 21 | 21.6753628953572 | -0.67536289535717 |
84 | 23 | 21.4994354337721 | 1.50056456622786 |
85 | 21 | 21.0132823572069 | -0.0132823572068975 |
86 | 26 | 21.4578061255823 | 4.54219387441772 |
87 | 19 | 20.971653049017 | -1.97165304901704 |
88 | 20 | 22.8121920848034 | -2.81219208480335 |
89 | 21 | 22.7913774307084 | -1.79137743070842 |
90 | 19 | 23.2359011990838 | -4.2359011990838 |
91 | 14 | 20.8883944326373 | -6.88839443263732 |
92 | 22 | 22.1084822384632 | -0.10848223846322 |
93 | 14 | 21.7774419693881 | -7.77744196938808 |
94 | 20 | 22.997529775214 | -2.99752977521398 |
95 | 19 | 21.5806998537081 | -2.58069985370812 |
96 | 29 | 22.3354492370637 | 6.66455076293629 |
97 | 25 | 23.2453114279094 | 1.7546885720906 |
98 | 21 | 21.3631430839332 | -0.36314308393323 |
99 | 22 | 20.7218771998779 | 1.27812280012211 |
100 | 15 | 21.9419650057038 | -6.94196500570378 |
101 | 22 | 22.5416015815693 | -0.54160158156927 |
102 | 19 | 21.5901100825337 | -2.59011008253372 |
103 | 28 | 21.2590698134586 | 6.74093018654142 |
104 | 25 | 23.7200600792053 | 1.27993992079469 |
105 | 17 | 20.5969892753083 | -3.59698927530831 |
106 | 21 | 22.5926411185847 | -1.59264111858473 |
107 | 19 | 20.5553599671185 | -1.55535996711845 |
108 | 27 | 20.5345453130235 | 6.46545468697648 |
109 | 29 | 20.5137306589286 | 8.48626934107141 |
110 | 22 | 20.4929160048337 | 1.50708399516634 |
111 | 19 | 22.0232294256398 | -3.02322942563977 |
112 | 20 | 21.3819635415844 | -1.38196354158442 |
113 | 16 | 22.9122769623905 | -6.91227696239053 |
114 | 24 | 21.3403342333946 | 2.65966576660543 |
115 | 17 | 20.388842734359 | -3.38884273435902 |
116 | 21 | 20.9884793102245 | 0.0115206897754997 |
117 | 22 | 21.7432286935801 | 0.256771306419911 |
118 | 26 | 22.963316499406 | 3.03668350059401 |
119 | 17 | 22.1669378078605 | -5.16693780786054 |
120 | 17 | 20.7501078863547 | -3.75010788635468 |
121 | 19 | 21.5048572697103 | -2.50485726971027 |
122 | 19 | 20.7084785781648 | -1.70847857816482 |
123 | 17 | 20.2223255015996 | -3.22232550159958 |
124 | 27 | 21.7526389224057 | 5.24736107759431 |
125 | 25 | 20.64603461588 | 4.35396538411997 |
126 | 19 | 20.1598815393148 | -1.15988153931479 |
127 | 16 | 21.3799693451407 | -5.37996934514069 |
128 | 15 | 20.1182522311249 | -5.11825223112493 |
129 | 24 | 20.7178888069904 | 3.28211119300958 |
130 | 15 | 22.0930894203064 | -7.09308942030642 |
131 | 20 | 21.9171619587214 | -1.91716195872139 |
132 | 29 | 22.5167985345869 | 6.48320146541313 |
133 | 19 | 23.1164351104524 | -4.11643511045236 |
134 | 29 | 23.0956204563574 | 5.90437954364257 |
135 | 24 | 22.1441289573219 | 1.85587104267812 |
136 | 24 | 21.8130886882467 | 2.18691131175326 |
137 | 21 | 22.2576124566221 | -1.25761245662212 |
138 | 23 | 21.3061209575866 | 1.69387904241343 |
139 | 23 | 20.5097422660411 | 2.49025773395888 |
140 | 22 | 21.1093788419066 | 0.890621158093391 |
141 | 26 | 19.8476617278909 | 6.15233827210915 |
142 | 22 | 21.8433135711673 | 0.156686428832732 |
143 | 29 | 19.806032419701 | 9.193967580299 |
144 | 21 | 23.0425867228982 | -2.04258672289824 |
145 | 22 | 19.7644031115111 | 2.23559688848887 |
146 | 20 | 19.8987012649063 | 0.101298735093692 |
147 | 21 | 22.2045787231629 | -1.20457872316293 |
148 | 18 | 21.5633128391076 | -3.56331283910759 |
149 | 18 | 19.9913701101116 | -1.99137011011162 |
Goldfeld-Quandt test for Heteroskedasticity | |||
p-values | Alternative Hypothesis | ||
breakpoint index | greater | 2-sided | less |
6 | 0.582800650929598 | 0.834398698140803 | 0.417199349070402 |
7 | 0.435545111644209 | 0.871090223288418 | 0.564454888355791 |
8 | 0.292289429760681 | 0.584578859521361 | 0.70771057023932 |
9 | 0.493654642593705 | 0.98730928518741 | 0.506345357406295 |
10 | 0.434722517323475 | 0.86944503464695 | 0.565277482676525 |
11 | 0.347813149569214 | 0.695626299138427 | 0.652186850430786 |
12 | 0.332628354246124 | 0.665256708492247 | 0.667371645753876 |
13 | 0.259540213821724 | 0.519080427643447 | 0.740459786178276 |
14 | 0.243576471730367 | 0.487152943460734 | 0.756423528269633 |
15 | 0.275444807559356 | 0.550889615118712 | 0.724555192440644 |
16 | 0.503182555487424 | 0.993634889025152 | 0.496817444512576 |
17 | 0.440691486121247 | 0.881382972242494 | 0.559308513878753 |
18 | 0.369548883785815 | 0.73909776757163 | 0.630451116214185 |
19 | 0.319177953731718 | 0.638355907463435 | 0.680822046268282 |
20 | 0.263805465456964 | 0.527610930913927 | 0.736194534543036 |
21 | 0.268306545417032 | 0.536613090834064 | 0.731693454582968 |
22 | 0.252061315341955 | 0.50412263068391 | 0.747938684658045 |
23 | 0.446492639963492 | 0.892985279926984 | 0.553507360036508 |
24 | 0.471524968965059 | 0.943049937930118 | 0.528475031034941 |
25 | 0.423457851157494 | 0.846915702314988 | 0.576542148842506 |
26 | 0.433527700356305 | 0.86705540071261 | 0.566472299643695 |
27 | 0.422044140669184 | 0.844088281338368 | 0.577955859330816 |
28 | 0.360493286526759 | 0.720986573053519 | 0.639506713473241 |
29 | 0.474680000463561 | 0.949360000927121 | 0.525319999536439 |
30 | 0.421599561313652 | 0.843199122627305 | 0.578400438686348 |
31 | 0.549418726707546 | 0.901162546584908 | 0.450581273292454 |
32 | 0.584590625112495 | 0.830818749775009 | 0.415409374887505 |
33 | 0.588323322009657 | 0.823353355980685 | 0.411676677990343 |
34 | 0.593457527685261 | 0.813084944629478 | 0.406542472314739 |
35 | 0.543707020892855 | 0.91258595821429 | 0.456292979107145 |
36 | 0.493847671631311 | 0.987695343262622 | 0.506152328368689 |
37 | 0.44763987536186 | 0.895279750723719 | 0.55236012463814 |
38 | 0.393095751903737 | 0.786191503807473 | 0.606904248096263 |
39 | 0.370881917580491 | 0.741763835160982 | 0.629118082419509 |
40 | 0.329309894281172 | 0.658619788562344 | 0.670690105718828 |
41 | 0.504365711423514 | 0.991268577152973 | 0.495634288576486 |
42 | 0.51530454802614 | 0.96939090394772 | 0.48469545197386 |
43 | 0.507923562289059 | 0.984152875421883 | 0.492076437710941 |
44 | 0.492049002750244 | 0.984098005500488 | 0.507950997249756 |
45 | 0.441549175559515 | 0.88309835111903 | 0.558450824440485 |
46 | 0.417828873425481 | 0.835657746850962 | 0.582171126574519 |
47 | 0.435764965615552 | 0.871529931231105 | 0.564235034384448 |
48 | 0.387214490047403 | 0.774428980094806 | 0.612785509952597 |
49 | 0.349397330091659 | 0.698794660183319 | 0.65060266990834 |
50 | 0.303931527158761 | 0.607863054317522 | 0.696068472841239 |
51 | 0.261332609793451 | 0.522665219586901 | 0.738667390206549 |
52 | 0.222334973646272 | 0.444669947292544 | 0.777665026353728 |
53 | 0.398632015834575 | 0.79726403166915 | 0.601367984165425 |
54 | 0.354790897178209 | 0.709581794356418 | 0.645209102821791 |
55 | 0.45911308446471 | 0.91822616892942 | 0.54088691553529 |
56 | 0.458404241820977 | 0.916808483641953 | 0.541595758179024 |
57 | 0.413474613025886 | 0.826949226051772 | 0.586525386974114 |
58 | 0.390160761781752 | 0.780321523563504 | 0.609839238218248 |
59 | 0.391798478674314 | 0.783596957348629 | 0.608201521325686 |
60 | 0.521273988775641 | 0.957452022448717 | 0.478726011224359 |
61 | 0.552710437738966 | 0.894579124522068 | 0.447289562261034 |
62 | 0.513946405298536 | 0.972107189402928 | 0.486053594701464 |
63 | 0.469698853144491 | 0.939397706288982 | 0.530301146855509 |
64 | 0.429825412391562 | 0.859650824783124 | 0.570174587608438 |
65 | 0.578669041025091 | 0.842661917949819 | 0.421330958974909 |
66 | 0.549667409156033 | 0.900665181687934 | 0.450332590843967 |
67 | 0.531975407665779 | 0.936049184668442 | 0.468024592334221 |
68 | 0.504302901092716 | 0.991394197814568 | 0.495697098907284 |
69 | 0.534303120150229 | 0.931393759699543 | 0.465696879849772 |
70 | 0.507761363398959 | 0.984477273202082 | 0.492238636601041 |
71 | 0.475963118120844 | 0.951926236241688 | 0.524036881879156 |
72 | 0.448107593760381 | 0.896215187520762 | 0.551892406239619 |
73 | 0.404782204611822 | 0.809564409223643 | 0.595217795388178 |
74 | 0.555308726641486 | 0.889382546717027 | 0.444691273358514 |
75 | 0.50926528602701 | 0.98146942794598 | 0.49073471397299 |
76 | 0.558595160393434 | 0.882809679213132 | 0.441404839606566 |
77 | 0.61514671415425 | 0.7697065716915 | 0.38485328584575 |
78 | 0.591335822328223 | 0.817328355343553 | 0.408664177671777 |
79 | 0.672097426942138 | 0.655805146115725 | 0.327902573057862 |
80 | 0.64962183083088 | 0.70075633833824 | 0.35037816916912 |
81 | 0.612020713069854 | 0.775958573860292 | 0.387979286930146 |
82 | 0.616771424583022 | 0.766457150833956 | 0.383228575416978 |
83 | 0.572239609643519 | 0.855520780712963 | 0.427760390356481 |
84 | 0.537383924647147 | 0.925232150705706 | 0.462616075352853 |
85 | 0.490888574561567 | 0.981777149123135 | 0.509111425438433 |
86 | 0.522110791778125 | 0.95577841644375 | 0.477889208221875 |
87 | 0.481764955069025 | 0.96352991013805 | 0.518235044930975 |
88 | 0.452937895427056 | 0.905875790854112 | 0.547062104572944 |
89 | 0.413858026498772 | 0.827716052997544 | 0.586141973501228 |
90 | 0.403853096495924 | 0.807706192991847 | 0.596146903504077 |
91 | 0.475296520452863 | 0.950593040905726 | 0.524703479547137 |
92 | 0.428495463945716 | 0.856990927891433 | 0.571504536054284 |
93 | 0.536464374469229 | 0.927071251061542 | 0.463535625530771 |
94 | 0.50422906394473 | 0.99154187211054 | 0.49577093605527 |
95 | 0.471376372887438 | 0.942752745774877 | 0.528623627112562 |
96 | 0.575641785378096 | 0.848716429243809 | 0.424358214621904 |
97 | 0.552077330160464 | 0.895845339679072 | 0.447922669839536 |
98 | 0.502046890793035 | 0.99590621841393 | 0.497953109206965 |
99 | 0.45913600468953 | 0.918272009379059 | 0.54086399531047 |
100 | 0.532381184446461 | 0.935237631107078 | 0.467618815553539 |
101 | 0.481760915525998 | 0.963521831051996 | 0.518239084474002 |
102 | 0.447124805089283 | 0.894249610178565 | 0.552875194910717 |
103 | 0.548032484170709 | 0.903935031658583 | 0.451967515829291 |
104 | 0.525396957770364 | 0.949206084459272 | 0.474603042229636 |
105 | 0.511245807834967 | 0.977508384330066 | 0.488754192165033 |
106 | 0.460704724279425 | 0.92140944855885 | 0.539295275720575 |
107 | 0.4179132718045 | 0.835826543608999 | 0.5820867281955 |
108 | 0.49907071540775 | 0.998141430815501 | 0.50092928459225 |
109 | 0.707547785819024 | 0.584904428361952 | 0.292452214180976 |
110 | 0.679132097001469 | 0.641735805997062 | 0.320867902998531 |
111 | 0.637699451051364 | 0.724601097897271 | 0.362300548948636 |
112 | 0.5854714092593 | 0.8290571814814 | 0.4145285907407 |
113 | 0.632649071130558 | 0.734701857738884 | 0.367350928869442 |
114 | 0.62325205398005 | 0.7534958920399 | 0.37674794601995 |
115 | 0.590849845411968 | 0.818300309176064 | 0.409150154588032 |
116 | 0.535556232274923 | 0.928887535450154 | 0.464443767725077 |
117 | 0.482914398236815 | 0.965828796473631 | 0.517085601763185 |
118 | 0.505468799268897 | 0.989062401462206 | 0.494531200731103 |
119 | 0.495556878153298 | 0.991113756306595 | 0.504443121846702 |
120 | 0.471393502615334 | 0.942787005230667 | 0.528606497384666 |
121 | 0.424033280015323 | 0.848066560030645 | 0.575966719984677 |
122 | 0.374539996926254 | 0.749079993852507 | 0.625460003073746 |
123 | 0.371582302423815 | 0.74316460484763 | 0.628417697576185 |
124 | 0.412324247411587 | 0.824648494823173 | 0.587675752588414 |
125 | 0.420132344283496 | 0.840264688566993 | 0.579867655716504 |
126 | 0.361226578114273 | 0.722453156228545 | 0.638773421885727 |
127 | 0.408394501952069 | 0.816789003904137 | 0.591605498047931 |
128 | 0.603466120619809 | 0.793067758760383 | 0.396533879380191 |
129 | 0.539446201982315 | 0.92110759603537 | 0.460553798017685 |
130 | 0.850822884232981 | 0.298354231534038 | 0.149177115767019 |
131 | 0.919345669959572 | 0.161308660080857 | 0.0806543300404284 |
132 | 0.927654248152434 | 0.144691503695131 | 0.0723457518475656 |
133 | 0.968985891141818 | 0.0620282177163634 | 0.0310141088581817 |
134 | 0.98598339727929 | 0.0280332054414199 | 0.0140166027207099 |
135 | 0.973909745403927 | 0.0521805091921459 | 0.0260902545960729 |
136 | 0.953392044500688 | 0.0932159109986231 | 0.0466079554993116 |
137 | 0.942161201637988 | 0.115677596724025 | 0.0578387983620123 |
138 | 0.914957071215785 | 0.17008585756843 | 0.085042928784215 |
139 | 0.9004233350777 | 0.1991533298446 | 0.0995766649222998 |
140 | 0.923228011153624 | 0.153543977692751 | 0.0767719888463756 |
141 | 0.86680337899195 | 0.266393242016102 | 0.133196621008051 |
142 | 0.869949716382436 | 0.260100567235128 | 0.130050283617564 |
143 | 0.96917641571917 | 0.0616471685616589 | 0.0308235842808294 |
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 | 0.0072463768115942 | OK |
10% type I error level | 5 | 0.036231884057971 | OK |