Multiple Linear Regression - Estimated Regression Equation
PStandards[t] = + 8.7962501281589 -0.351026313258320Week[t] + 0.332860819537130Consern[t] -0.359233719372248Doubts[t] + 0.192857556338692PExpect[t] + 0.0149952339047633PCritisism[t] + 0.386464059692393Organisation[t] + e[t]


Multiple Linear Regression - Ordinary Least Squares
VariableParameterS.D.T-STAT
H0: parameter = 0
2-tail p-value1-tail p-value
(Intercept)8.79625012815892.5899943.39620.0008720.000436
Week-0.3510263132583200.338223-1.03790.3009860.150493
Consern0.3328608195371300.0557155.974400
Doubts-0.3592337193722480.107145-3.35280.001010.000505
PExpect0.1928575563386920.1012961.90390.0588130.029406
PCritisism0.01499523390476330.1288420.11640.9075010.453751
Organisation0.3864640596923930.0731595.282500


Multiple Linear Regression - Regression Statistics
Multiple R0.609523247377143
R-squared0.371518589093177
Adjusted R-squared0.346710112346855
F-TEST (value)14.9754695901778
F-TEST (DF numerator)6
F-TEST (DF denominator)152
p-value2.02726724296554e-13
Multiple Linear Regression - Residual Statistics
Residual Standard Deviation3.40841376090285
Sum Squared Residuals1765.82722355781


Multiple Linear Regression - Actuals, Interpolation, and Residuals
Time or IndexActualsInterpolation
Forecast
Residuals
Prediction Error
12423.75405289116510.245947108834937
22523.17381152876811.82618847123193
33025.00859725210404.99140274789605
41921.0631247416520-2.06312474165197
52221.35491372695350.645086273046456
62223.8053747782492-1.80537477824919
72523.35311855957521.64688144042483
82320.22155196061822.77844803938184
91719.6104456832432-2.61044568324321
102122.0749768827249-1.07497688272487
111923.2350440273733-4.23504402737327
121923.9612437702189-4.96124377021892
131523.6497213680241-8.64972136802412
141617.6203859508545-1.62038595085451
152319.87914318580083.12085681419919
162724.42543041068522.57456958931477
172221.45112754361070.548872456389319
181417.0922037469936-3.09220374699363
192224.5362266651154-2.53622666511538
202324.2053917473815-1.20539174738148
212321.71404300371141.28595699628857
222124.6783643235871-3.67836432358706
231922.5108340073573-3.51083400735726
241823.9697953303735-5.96979533037352
252023.1783445088454-3.17834450884536
262322.49803242884070.501967571159322
272523.42525628590271.57474371409734
281923.4173876944767-4.41738769447670
292423.94235712333750.0576428766624917
302221.65449465492150.345505345078505
312525.1726408051087-0.172640805108744
322623.30344935604632.69655064395372
332922.94874684133796.0512531586621
343225.27168072754166.72831927245836
352521.69798246260583.30201753739423
362924.52073286609514.47926713390488
372825.10390604372392.89609395627608
381717.2140984912314-0.21409849123139
392826.23750091529131.76249908470866
402923.06181773066795.93818226933214
412627.5821730276651-1.58217302766507
422523.55664201066011.44335798933988
431419.7250429774189-5.72504297741893
442522.21807209003282.78192790996719
452621.74526119295414.25473880704591
462020.3282753322474-0.328275332247418
471821.4962110683218-3.49621106832178
483224.79913300499207.20086699500804
492525.1267236814656-0.12672368146564
502521.86898831515783.13101168484222
512320.94921913632332.05078086367674
522122.2109524456219-1.21095244562185
532024.0632966040934-4.06329660409343
541516.6497891157883-1.64978911578835
553026.84717160451733.15282839548272
562425.3692244228919-1.36922442289186
572624.34255418347531.6574458165247
582421.82012187094002.17987812905996
592221.45384248860060.546157511399372
601415.8252519300394-1.82525193003939
612422.27955091968191.72044908031812
622423.01316827339020.986831726609842
632423.38268822458440.617311775415574
642420.01758257668293.98241742331714
651918.56452485220720.43547514779281
663126.84918000920984.15081999079023
672226.7045192626381-4.70451926263810
682721.57727864242055.4227213575795
691917.74902867150421.25097132849583
702522.35181314930532.64818685069468
712025.1108710070759-5.11087100707585
722121.5637813025458-0.563781302545751
732727.5717783023730-0.571778302373033
742324.5326861243508-1.53268612435084
752525.8088852628178-0.808885262817832
762022.3566306448581-2.35663064485807
772119.29981089929651.70018910070348
782222.5325440926986-0.532544092698643
792323.0127172928268-0.0127172928268160
802524.21103217139300.788967828606965
812523.46132814967171.53867185032834
821723.8687241667847-6.86872416678469
831921.5517631830704-2.55176318307040
842524.03732849723270.962671502767348
851922.0710378851961-3.07103788519606
862022.8964761436804-2.89647614368043
872622.26143161354973.73856838645031
882320.41892270633682.58107729366322
892724.19930667901662.80069332098336
901720.6591658195465-3.65916581954647
911723.1123592044767-6.11235920447671
921919.8325537603912-0.83255376039119
931719.465714624122-2.46571462412202
942221.83486165357680.165138346423220
952123.1893120424487-2.18931204244867
963228.3965101290263.60348987097397
972124.459655157015-3.45965515701502
982124.142194364357-3.14219436435699
991821.0183995389187-3.01839953891872
1001821.0926729490165-3.09267294901653
1012322.61416746842540.385832531574645
1021920.3904284656099-1.39042846560993
1032020.8139286560790-0.813928656079017
1042122.0547948691766-1.05479486917659
1052023.4975148431207-3.49751484312073
1061718.6777634769777-1.67776347697769
1071820.1117835459183-2.11178354591827
1081920.601762536503-1.60176253650299
1092221.85794946391540.142050536084615
1101518.5415140690785-3.54151406907845
1111418.6075402216834-4.60754022168340
1121826.3791792080809-8.3791792080809
1132421.13829910427582.86170089572419
1143523.405301929767611.5946980702324
1152918.828971331313210.1710286686868
1162121.7013100672859-0.70131006728592
1172520.37013529478694.62986470521306
1182018.26771443879431.73228556120566
1192222.9873511751830-0.987351175183036
1201316.7246645151032-3.72466451510316
1212623.00573087183022.99426912816983
1221716.70330770402660.296692295973389
1232519.89358132958055.10641867041948
1242020.4199056469751-0.419905646975105
1251917.84125463923881.15874536076121
1262122.3850040546944-1.38500405469436
1272220.77488134482801.22511865517205
1282422.38725089573941.61274910426061
1292122.6743308789582-1.67433087895821
1302625.25027633191290.749723668087063
1312420.39196087166623.60803912833382
1321620.0348123142121-4.03481231421209
1332322.06215017415820.937849825841796
1341820.528420548334-2.52842054833400
1351622.1128108119103-6.11281081191028
1362623.88580061030592.11419938969415
1371918.84714454829540.152855451704559
1382116.73897310787394.26102689212608
1392121.9012942661034-0.901294266103412
1402218.35123416531533.64876583468466
1412319.62986933791263.37013066208739
1422924.61218982613324.38781017386684
1432119.14465909995301.85534090004697
1442119.69383279133371.30616720866632
1452321.65791907750891.34208092249111
1462722.7839110875184.216088912482
1472525.2340795034825-0.234079503482477
1482120.77193874242480.228061257575235
1491016.9580950705777-6.95809507057771
1502022.4204524716016-2.42045247160164
1512622.29332476836363.70667523163643
1522423.44532851748390.554671482516143
1532931.4517181559671-2.45171815596705
1541918.90952533907120.0904746609288042
1552421.87916071415712.12083928584293
1561920.5305402222784-1.53054022227839
1572423.19950817453490.800491825465104
1582221.59006955046390.409930449536128
1591723.5965892775799-6.59658927757986


Goldfeld-Quandt test for Heteroskedasticity
p-valuesAlternative Hypothesis
breakpoint indexgreater2-sidedless
100.2987668953450180.5975337906900360.701233104654982
110.2928628180359120.5857256360718230.707137181964088
120.2341140810603440.4682281621206890.765885918939656
130.517728042896950.96454391420610.48227195710305
140.489719894701480.979439789402960.51028010529852
150.6334259894914120.7331480210171760.366574010508588
160.5464103632237410.9071792735525170.453589636776259
170.4985852709318470.9971705418636940.501414729068153
180.480376325144350.960752650288700.51962367485565
190.4016519420046920.8033038840093840.598348057995308
200.5216489561170270.9567020877659460.478351043882973
210.5661607774229260.8676784451541490.433839222577074
220.5017664430357570.9964671139284850.498233556964243
230.4439057855899360.8878115711798710.556094214410064
240.4607503497816930.9215006995633870.539249650218307
250.4104802479364760.8209604958729530.589519752063524
260.3601731619903250.720346323980650.639826838009675
270.333941003157960.667882006315920.66605899684204
280.3214987475074560.6429974950149120.678501252492544
290.2795245986458470.5590491972916940.720475401354153
300.2296420226222370.4592840452444740.770357977377763
310.1918819580687300.3837639161374610.80811804193127
320.2332844391096240.4665688782192480.766715560890376
330.3940103604572780.7880207209145570.605989639542722
340.6476910598066090.7046178803867820.352308940193391
350.6270732249371050.745853550125790.372926775062895
360.688354503873270.6232909922534610.311645496126730
370.6772726944055010.6454546111889980.322727305594499
380.6302051678039260.7395896643921470.369794832196074
390.5959672748489360.8080654503021290.404032725151064
400.6762139815860870.6475720368278260.323786018413913
410.646750419951290.706499160097420.35324958004871
420.6017851294667130.7964297410665730.398214870533287
430.6880238235936580.6239523528126840.311976176406342
440.65709046642460.6858190671508010.342909533575400
450.6798458671476570.6403082657046850.320154132852343
460.631908490000370.7361830199992610.368091509999630
470.6263027034215330.7473945931569330.373697296578467
480.7239180609049440.5521638781901110.276081939095056
490.6833970025457570.6332059949084870.316602997454243
500.667393937488440.6652121250231190.332606062511560
510.6263748026757460.7472503946485080.373625197324254
520.5851905775185280.8296188449629440.414809422481472
530.618555389362170.7628892212756590.381444610637829
540.583257141548690.833485716902620.41674285845131
550.6356015774652870.7287968450694250.364398422534713
560.602253196339770.7954936073204590.397746803660229
570.5615233224007970.8769533551984070.438476677599203
580.5274930917497080.9450138165005830.472506908250292
590.4792401866774940.9584803733549880.520759813322506
600.4419762573436370.8839525146872740.558023742656363
610.4086038096755750.817207619351150.591396190324425
620.3653701822784640.7307403645569280.634629817721536
630.3221854846470860.6443709692941710.677814515352914
640.3555337782272180.7110675564544360.644466221772782
650.3124121432399980.6248242864799960.687587856760002
660.3234457364220260.6468914728440520.676554263577974
670.3863802273594540.7727604547189080.613619772640546
680.4609988065993890.9219976131987780.539001193400611
690.4224431610134770.8448863220269540.577556838986523
700.4078596719740910.8157193439481810.592140328025909
710.4712010330943740.9424020661887470.528798966905626
720.4253583247180320.8507166494360630.574641675281968
730.3837523358769750.7675046717539510.616247664123025
740.3476750700030150.695350140006030.652324929996985
750.3151383857619270.6302767715238530.684861614238073
760.2909155259126830.5818310518253650.709084474087317
770.2681117102486650.536223420497330.731888289751335
780.2319803140909940.4639606281819870.768019685909006
790.2000184280486240.4000368560972480.799981571951376
800.1771562607681990.3543125215363980.8228437392318
810.1659928259620230.3319856519240450.834007174037977
820.2412164462382050.4824328924764090.758783553761795
830.2250203972319710.4500407944639420.774979602768029
840.1931847788020200.3863695576040410.80681522119798
850.1902490783610900.3804981567221810.80975092163891
860.1804294907396490.3608589814792980.819570509260351
870.1914645084361940.3829290168723870.808535491563806
880.1811383208223220.3622766416446450.818861679177678
890.1720343284510830.3440686569021670.827965671548917
900.1732033784272120.3464067568544250.826796621572788
910.2403784288795440.4807568577590890.759621571120455
920.2057086524689820.4114173049379640.794291347531018
930.1853052406363980.3706104812727960.814694759363602
940.1562300688658600.3124601377317190.84376993113414
950.1394893664937430.2789787329874850.860510633506257
960.1456349748461410.2912699496922830.854365025153859
970.1433650047641360.2867300095282720.856634995235864
980.1362770022869130.2725540045738270.863722997713087
990.1257313932111470.2514627864222940.874268606788853
1000.1175628916646970.2351257833293940.882437108335303
1010.09655430021040320.1931086004208060.903445699789597
1020.07855383126478140.1571076625295630.921446168735219
1030.06247881987643250.1249576397528650.937521180123568
1040.0497054945945230.0994109891890460.950294505405477
1050.05086416117556940.1017283223511390.94913583882443
1060.04064118506267960.08128237012535920.95935881493732
1070.03492124508483570.06984249016967130.965078754915164
1080.03019077902191460.06038155804382930.969809220978085
1090.02303473235497350.04606946470994690.976965267645027
1100.02161852773705440.04323705547410870.978381472262946
1110.02614662104965920.05229324209931830.97385337895034
1120.1149111072557180.2298222145114360.885088892744282
1130.1110594276646530.2221188553293050.888940572335347
1140.525046650697770.949906698604460.47495334930223
1150.8454343937733540.3091312124532920.154565606226646
1160.8105306393388560.3789387213222880.189469360661144
1170.8689661104777510.2620677790444990.131033889522249
1180.8444716368526040.3110567262947920.155528363147396
1190.8150634622390490.3698730755219020.184936537760951
1200.8477646849759450.3044706300481110.152235315024055
1210.8254629351155770.3490741297688460.174537064884423
1220.7849334902857330.4301330194285340.215066509714267
1230.818847720195260.362304559609480.18115227980474
1240.7757365486661790.4485269026676430.224263451333821
1250.7369489540165550.526102091966890.263051045983445
1260.6872133158899050.625573368220190.312786684110095
1270.650566920403330.6988661591933390.349433079596669
1280.6088790431323540.7822419137352930.391120956867646
1290.5489801987195460.9020396025609090.451019801280454
1300.4861335365800890.9722670731601790.513866463419911
1310.485128648336970.970257296673940.51487135166303
1320.4814960701947770.9629921403895550.518503929805223
1330.4312329645811460.8624659291622920.568767035418854
1340.3820073780772920.7640147561545840.617992621922708
1350.5273207091994740.9453585816010520.472679290800526
1360.4890789326011860.9781578652023730.510921067398814
1370.4158281162725020.8316562325450040.584171883727498
1380.4267416556098680.8534833112197360.573258344390132
1390.3549492479801260.7098984959602530.645050752019874
1400.3195809303135840.6391618606271680.680419069686416
1410.2857656816791470.5715313633582940.714234318320853
1420.3372863850840110.6745727701680210.66271361491599
1430.478983318622290.957966637244580.52101668137771
1440.4021025236620420.8042050473240840.597897476337958
1450.3210487689393530.6420975378787050.678951231060647
1460.3096415230739780.6192830461479560.690358476926022
1470.2561318554651720.5122637109303440.743868144534828
1480.1601092463216490.3202184926432970.839890753678351
1490.3048112848837570.6096225697675140.695188715116243


Meta Analysis of Goldfeld-Quandt test for Heteroskedasticity
Description# significant tests% significant testsOK/NOK
1% type I error level00OK
5% type I error level20.0142857142857143OK
10% type I error level70.05OK