Multiple Linear Regression - Estimated Regression Equation |
Totale_score[t] = + 2.0221380901886 -0.0205633229750716time_in_rfc[t] + 0.00402057552451883logins[t] + 0.075462358421005compendiums_reviewed[t] -0.531115745006386`What_is_your_gender?`[t] -0.132478093259995`What_is_your_age?`[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) | 2.0221380901886 | 4.324452 | 0.4676 | 0.64168 | 0.32084 |
time_in_rfc | -0.0205633229750716 | 0.019508 | -1.0541 | 0.295877 | 0.147938 |
logins | 0.00402057552451883 | 0.009881 | 0.4069 | 0.685452 | 0.342726 |
compendiums_reviewed | 0.075462358421005 | 0.04398 | 1.7158 | 0.091109 | 0.045555 |
`What_is_your_gender?` | -0.531115745006386 | 0.578352 | -0.9183 | 0.361951 | 0.180975 |
`What_is_your_age?` | -0.132478093259995 | 0.210202 | -0.6302 | 0.530816 | 0.265408 |
Multiple Linear Regression - Regression Statistics | |
Multiple R | 0.251965123896546 |
R-squared | 0.0634864236602016 |
Adjusted R-squared | -0.0108400506524808 |
F-TEST (value) | 0.854156264605286 |
F-TEST (DF numerator) | 5 |
F-TEST (DF denominator) | 63 |
p-value | 0.516909458658315 |
Multiple Linear Regression - Residual Statistics | |
Residual Standard Deviation | 2.27653287492752 |
Sum Squared Residuals | 326.503921629423 |
Multiple Linear Regression - Actuals, Interpolation, and Residuals | |||
Time or Index | Actuals | Interpolation Forecast | Residuals Prediction Error |
1 | -3 | 0.0460144387989154 | -3.04601443879892 |
2 | -2 | -0.613082447378792 | -1.38691755262121 |
3 | 0 | -0.121414058639718 | 0.121414058639718 |
4 | 0 | -0.142991617307599 | 0.142991617307599 |
5 | 0 | -0.14320045611534 | 0.14320045611534 |
6 | -4 | 0.46890936759225 | -4.46890936759225 |
7 | 1 | 0.0519618072939885 | 0.948038192706012 |
8 | 2 | -0.414876919769168 | 2.41487691976917 |
9 | -4 | 0.482214321819097 | -4.4822143218191 |
10 | 0 | 0.836819603858777 | -0.836819603858777 |
11 | 0 | -0.318317068085538 | 0.318317068085538 |
12 | -3 | 0.341380956715846 | -3.34138095671585 |
13 | 0 | 0.621709438349647 | -0.621709438349647 |
14 | -4 | 0.723584323203083 | -4.72358432320308 |
15 | -2 | 0.402236055643665 | -2.40223605564367 |
16 | 0 | 1.55073462533315 | -1.55073462533315 |
17 | -1 | -0.133330615587255 | -0.866669384412745 |
18 | -3 | 0.53496188054424 | -3.53496188054424 |
19 | 4 | 0.638509864542165 | 3.36149013545783 |
20 | 2 | 1.07350937188111 | 0.926490628118892 |
21 | 1 | 0.891302197703672 | 0.108697802296328 |
22 | 0 | 1.04529431379922 | -1.04529431379922 |
23 | -1 | 0.114001148603146 | -1.11400114860315 |
24 | -2 | 0.199060712232052 | -2.19906071223205 |
25 | 0 | 0.532077984454975 | -0.532077984454975 |
26 | -2 | 0.198721552280866 | -2.19872155228087 |
27 | 1 | -0.0971784564460243 | 1.09717845644602 |
28 | 2 | -0.00670261984890308 | 2.0067026198489 |
29 | 0 | -0.00353249506949711 | 0.00353249506949711 |
30 | 0 | 1.09042733665157 | -1.09042733665157 |
31 | 4 | 0.964651718555307 | 3.03534828144469 |
32 | 3 | 0.98522435728317 | 2.01477564271683 |
33 | 4 | -0.172935415353086 | 4.17293541535309 |
34 | 3 | 0.49775772224097 | 2.50224227775903 |
35 | 1 | -0.721733460563582 | 1.72173346056358 |
36 | -2 | 0.723816021225808 | -2.72381602122581 |
37 | 2 | 0.214791116666444 | 1.78520888333356 |
38 | 2 | 0.34272309137277 | 1.65727690862723 |
39 | 3 | 0.270951017959902 | 2.7290489820401 |
40 | 3 | 1.55014914316003 | 1.44985085683997 |
41 | 2 | 0.412495004888487 | 1.58750499511151 |
42 | 3 | 1.3648163617598 | 1.6351836382402 |
43 | 2 | 1.10031227730176 | 0.899687722698239 |
44 | 3 | 1.70875785075634 | 1.29124214924366 |
45 | 2 | 0.0892380918354536 | 1.91076190816455 |
46 | 6 | 0.747915270561582 | 5.25208472943842 |
47 | 2 | 0.438143510952246 | 1.56185648904775 |
48 | 1 | -0.527653123998006 | 1.52765312399801 |
49 | 2 | 1.30732958395252 | 0.692670416047475 |
50 | 0 | -0.0863209494016833 | 0.0863209494016833 |
51 | 1 | -0.293602269750351 | 1.29360226975035 |
52 | -3 | 0.419505251031028 | -3.41950525103103 |
53 | 0 | 0.34022752186629 | -0.34022752186629 |
54 | -3 | -0.55135847047509 | -2.44864152952491 |
55 | 2 | 0.209881204517087 | 1.79011879548291 |
56 | 2 | 0.958048501660277 | 1.04195149833972 |
57 | 0 | 0.581817892696985 | -0.581817892696985 |
58 | 2 | 1.13059716929696 | 0.869402830703041 |
59 | 0 | 0.440399535185922 | -0.440399535185922 |
60 | 0 | 1.03907871095019 | -1.03907871095019 |
61 | -1 | 0.481508163180306 | -1.48150816318031 |
62 | 3 | 0.95300669403305 | 2.04699330596695 |
63 | 3 | 0.982697105676145 | 2.01730289432385 |
64 | -4 | 0.473681909087984 | -4.47368190908798 |
65 | -1 | -0.103998518732912 | -0.896001481267088 |
66 | 2 | -0.215516850949916 | 2.21551685094992 |
67 | 0 | -0.784060171716148 | 0.784060171716148 |
68 | -3 | 0.363561540669105 | -3.3635615406691 |
69 | 0 | 0.515291343563243 | -0.515291343563243 |
Goldfeld-Quandt test for Heteroskedasticity | |||
p-values | Alternative Hypothesis | ||
breakpoint index | greater | 2-sided | less |
9 | 0.259276247526968 | 0.518552495053935 | 0.740723752473032 |
10 | 0.722334227411091 | 0.555331545177818 | 0.277665772588909 |
11 | 0.595636668870634 | 0.808726662258732 | 0.404363331129366 |
12 | 0.555904919099459 | 0.888190161801081 | 0.444095080900541 |
13 | 0.554823021062783 | 0.890353957874434 | 0.445176978937217 |
14 | 0.588519724170503 | 0.822960551658993 | 0.411480275829497 |
15 | 0.531976040306543 | 0.936047919386913 | 0.468023959693457 |
16 | 0.609290417774989 | 0.781419164450022 | 0.390709582225011 |
17 | 0.593894184095441 | 0.812211631809117 | 0.406105815904559 |
18 | 0.668733939770027 | 0.662532120459945 | 0.331266060229973 |
19 | 0.892745352933343 | 0.214509294133314 | 0.107254647066657 |
20 | 0.908023672505364 | 0.183952654989272 | 0.0919763274946362 |
21 | 0.875087360006477 | 0.249825279987046 | 0.124912639993523 |
22 | 0.8478376431654 | 0.304324713669201 | 0.1521623568346 |
23 | 0.824903640992377 | 0.350192718015246 | 0.175096359007623 |
24 | 0.841988671459635 | 0.31602265708073 | 0.158011328540365 |
25 | 0.801475767194161 | 0.397048465611679 | 0.198524232805839 |
26 | 0.834909339178025 | 0.330181321643951 | 0.165090660821975 |
27 | 0.804715052227523 | 0.390569895544955 | 0.195284947772477 |
28 | 0.783223182838277 | 0.433553634323446 | 0.216776817161723 |
29 | 0.741665627802531 | 0.516668744394938 | 0.258334372197469 |
30 | 0.716716439513154 | 0.566567120973692 | 0.283283560486846 |
31 | 0.813731781594783 | 0.372536436810434 | 0.186268218405217 |
32 | 0.80979881345825 | 0.380402373083499 | 0.19020118654175 |
33 | 0.890221594005865 | 0.219556811988269 | 0.109778405994135 |
34 | 0.890413141149115 | 0.219173717701769 | 0.109586858850885 |
35 | 0.852208372688234 | 0.295583254623531 | 0.147791627311766 |
36 | 0.914607345763239 | 0.170785308473522 | 0.0853926542367611 |
37 | 0.89113286795783 | 0.217734264084339 | 0.10886713204217 |
38 | 0.855583716814761 | 0.288832566370479 | 0.144416283185239 |
39 | 0.843198421889386 | 0.313603156221228 | 0.156801578110614 |
40 | 0.837269634773952 | 0.325460730452096 | 0.162730365226048 |
41 | 0.795369203961067 | 0.409261592077866 | 0.204630796038933 |
42 | 0.755130563374725 | 0.489738873250551 | 0.244869436625275 |
43 | 0.701627488757169 | 0.596745022485662 | 0.298372511242831 |
44 | 0.63826578665292 | 0.72346842669416 | 0.36173421334708 |
45 | 0.621833536349145 | 0.75633292730171 | 0.378166463650855 |
46 | 0.858086404624397 | 0.283827190751205 | 0.141913595375603 |
47 | 0.808296610600714 | 0.383406778798572 | 0.191703389399286 |
48 | 0.751747869983047 | 0.496504260033905 | 0.248252130016953 |
49 | 0.735328408464672 | 0.529343183070656 | 0.264671591535328 |
50 | 0.66660435339658 | 0.66679129320684 | 0.33339564660342 |
51 | 0.771280034977302 | 0.457439930045396 | 0.228719965022698 |
52 | 0.907384351963343 | 0.185231296073313 | 0.0926156480366567 |
53 | 0.978938180550293 | 0.0421236388994135 | 0.0210618194497067 |
54 | 0.965952059915739 | 0.0680958801685229 | 0.0340479400842615 |
55 | 0.940573447025018 | 0.118853105949963 | 0.0594265529749817 |
56 | 0.899082703485993 | 0.201834593028015 | 0.100917296514007 |
57 | 0.828153637823447 | 0.343692724353107 | 0.171846362176553 |
58 | 0.735012628917792 | 0.529974742164416 | 0.264987371082208 |
59 | 0.612274424550786 | 0.775451150898428 | 0.387725575449214 |
60 | 0.531557088639604 | 0.936885822720792 | 0.468442911360396 |
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 | 0.0192307692307692 | OK |
10% type I error level | 2 | 0.0384615384615385 | OK |