Multiple Linear Regression - Estimated Regression Equation
PStandards[t] = + 8.79625012815889 -0.351026313258319Week[t] + 0.33286081953713Consern[t] -0.359233719372249Doubts[t] + 0.192857556338692PExpect[t] + 0.0149952339047622PCritisism[t] + 0.386464059692392Organisation[t] + e[t]


Multiple Linear Regression - Ordinary Least Squares
VariableParameterS.D.T-STAT
H0: parameter = 0
2-tail p-value1-tail p-value
(Intercept)8.796250128158892.5899943.39620.0008720.000436
Week-0.3510263132583190.338223-1.03790.3009860.150493
Consern0.332860819537130.0557155.974400
Doubts-0.3592337193722490.107145-3.35280.001010.000505
PExpect0.1928575563386920.1012961.90390.0588130.029406
PCritisism0.01499523390476220.1288420.11640.9075010.453751
Organisation0.3864640596923920.0731595.282500


Multiple Linear Regression - Regression Statistics
Multiple R0.609523247377143
R-squared0.371518589093178
Adjusted R-squared0.346710112346856
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
12423.75405289116520.245947108834804
22523.1738115287681.82618847123195
33025.0085972521044.99140274789604
41921.063124741652-2.06312474165196
52221.35491372695350.645086273046462
62223.8053747782492-1.80537477824918
72523.35311855957511.64688144042485
82320.22155196061822.77844803938185
91719.6104456832432-2.6104456832432
102122.0749768827249-1.07497688272486
111923.2350440273733-4.23504402737326
121923.9612437702189-4.96124377021892
131523.6497213680241-8.64972136802412
141617.6203859508545-1.62038595085451
152319.87914318580083.1208568141992
162724.42543041068522.57456958931477
172221.45112754361070.548872456389325
181417.0922037469936-3.09220374699363
192224.5362266651154-2.53622666511537
202324.2053917473815-1.20539174738147
212321.71404300371141.28595699628858
222124.6783643235871-3.67836432358706
231922.5108340073573-3.51083400735726
241823.9697953303735-5.96979533037352
252023.1783445088454-3.17834450884536
262322.49803242884070.501967571159324
272523.42525628590271.57474371409734
281923.4173876944767-4.4173876944767
292423.94235712333750.0576428766624927
302221.65449465492150.345505345078505
312525.1726408051087-0.172640805108743
322623.30344935604632.69655064395373
332922.94874684133796.0512531586621
343225.27168072754166.72831927245836
352521.69798246260583.30201753739424
362924.52073286609514.47926713390489
372825.10390604372392.89609395627608
381717.2140984912314-0.214098491231388
392826.23750091529131.76249908470866
402923.06181773066795.93818226933214
412627.5821730276651-1.58217302766507
422523.55664201066011.44335798933988
431419.7250429774189-5.72504297741893
442522.21807209003282.78192790996719
452621.74526119295414.25473880704591
462020.3282753322474-0.328275332247415
471821.4962110683218-3.49621106832177
483224.7991330049927.20086699500804
492525.1267236814656-0.126723681465639
502521.86898831515783.13101168484222
512320.94921913632332.05078086367674
522122.2109524456218-1.21095244562185
532024.0632966040934-4.06329660409343
541516.6497891157883-1.64978911578835
553026.84717160451733.15282839548272
562425.3692244228919-1.36922442289186
572624.34255418347531.6574458165247
582421.820121870942.17987812905996
592221.45384248860060.546157511399372
601415.8252519300394-1.82525193003939
612422.27955091968191.72044908031813
622423.01316827339020.986831726609842
632423.38268822458440.617311775415576
642420.01758257668283.98241742331715
651918.56452485220720.43547514779281
663126.84918000920984.15081999079023
672226.7045192626381-4.7045192626381
682721.57727864242055.42272135757951
691917.74902867150421.25097132849583
702522.35181314930532.64818685069469
712025.1108710070759-5.11087100707585
722121.5637813025457-0.563781302545749
732727.571778302373-0.571778302373032
742324.5326861243508-1.53268612435083
752525.8088852628178-0.808885262817834
762022.3566306448581-2.35663064485807
772119.29981089929651.70018910070348
782222.5325440926986-0.53254409269864
792323.0127172928268-0.0127172928268112
802524.2110321713930.788967828606964
812523.46132814967171.53867185032835
821723.8687241667847-6.86872416678469
831921.5517631830704-2.5517631830704
842524.03732849723270.96267150276735
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
921919.8325537603912-0.832553760391193
931719.465714624122-2.46571462412202
942221.83486165357680.165138346423215
952123.1893120424487-2.18931204244867
963228.3965101290263.60348987097397
972124.459655157015-3.45965515701502
982124.142194364357-3.14219436435699
991821.0183995389187-3.01839953891872
1001821.0926729490165-3.09267294901653
1012322.61416746842540.385832531574644
1021920.3904284656099-1.39042846560994
1032020.813928656079-0.813928656079022
1042122.0547948691766-1.0547948691766
1052023.4975148431207-3.49751484312073
1061718.6777634769777-1.67776347697769
1071820.1117835459183-2.11178354591828
1081920.601762536503-1.601762536503
1092221.85794946391540.142050536084617
1101518.5415140690785-3.54151406907846
1111418.6075402216834-4.60754022168341
1121826.3791792080809-8.3791792080809
1132421.13829910427582.86170089572419
1143523.405301929767611.5946980702324
1152918.828971331313210.1710286686868
1162121.7013100672859-0.701310067285925
1172520.37013529478694.62986470521306
1182018.26771443879431.73228556120566
1192222.987351175183-0.987351175183036
1201316.7246645151032-3.72466451510316
1212623.00573087183022.99426912816983
1221716.70330770402660.296692295973386
1232519.89358132958055.10641867041948
1242020.4199056469751-0.419905646975106
1251917.84125463923881.15874536076121
1262122.3850040546944-1.38500405469436
1272220.7748813448281.22511865517204
1282422.38725089573941.61274910426061
1292122.6743308789582-1.67433087895821
1302625.25027633191290.749723668087062
1312420.39196087166623.60803912833382
1321620.0348123142121-4.03481231421209
1332322.06215017415820.937849825841793
1341820.528420548334-2.528420548334
1351622.1128108119103-6.11281081191028
1362623.88580061030592.11419938969415
1371918.84714454829540.152855451704557
1382116.73897310787394.26102689212608
1392121.9012942661034-0.901294266103412
1402218.35123416531533.64876583468466
1412319.62986933791263.37013066208739
1422924.61218982613324.38781017386684
1432119.1446590999531.85534090004697
1442119.69383279133371.30616720866632
1452321.65791907750891.34208092249111
1462722.7839110875184.216088912482
1472525.2340795034825-0.234079503482482
1482120.77193874242480.228061257575233
1491016.9580950705777-6.95809507057772
1502022.4204524716016-2.42045247160164
1512622.29332476836363.70667523163643
1522423.44532851748390.554671482516141
1532931.4517181559671-2.45171815596706
1541918.90952533907120.0904746609287969
1552421.87916071415712.12083928584293
1561920.5305402222784-1.53054022227839
1572423.19950817453490.800491825465104
1582221.59006955046390.409930449536128
1591723.5965892775799-6.59658927757985


Goldfeld-Quandt test for Heteroskedasticity
p-valuesAlternative Hypothesis
breakpoint indexgreater2-sidedless
100.2987668953450170.5975337906900350.701233104654983
110.2928628180359110.5857256360718220.707137181964089
120.2341140810603440.4682281621206880.765885918939656
130.5177280428969510.9645439142060990.482271957103049
140.4897198947014810.9794397894029630.510280105298519
150.6334259894914120.7331480210171760.366574010508588
160.5464103632237410.9071792735525170.453589636776259
170.4985852709318460.9971705418636930.501414729068154
180.4803763251443490.9607526502886990.519623674855651
190.4016519420046910.8033038840093820.598348057995309
200.5216489561170260.9567020877659480.478351043882974
210.5661607774229240.8676784451541520.433839222577076
220.5017664430357560.9964671139284880.498233556964244
230.4439057855899360.8878115711798710.556094214410064
240.4607503497816920.9215006995633840.539249650218308
250.4104802479364780.8209604958729550.589519752063522
260.3601731619903260.7203463239806520.639826838009674
270.3339410031579580.6678820063159160.666058996842042
280.3214987475074560.6429974950149120.678501252492544
290.2795245986458460.5590491972916910.720475401354154
300.2296420226222370.4592840452444740.770357977377763
310.191881958068730.3837639161374610.80811804193127
320.2332844391096250.466568878219250.766715560890375
330.3940103604572760.7880207209145520.605989639542724
340.6476910598066130.7046178803867750.352308940193387
350.6270732249371070.7458535501257870.372926775062893
360.688354503873270.623290992253460.31164549612673
370.6772726944055010.6454546111889990.322727305594499
380.6302051678039260.7395896643921480.369794832196074
390.5959672748489360.8080654503021270.404032725151064
400.6762139815860860.6475720368278270.323786018413914
410.6467504199512920.7064991600974170.353249580048708
420.6017851294667130.7964297410665740.398214870533287
430.6880238235936550.623952352812690.311976176406345
440.6570904664245980.6858190671508040.342909533575402
450.6798458671476570.6403082657046850.320154132852343
460.631908490000370.7361830199992610.368091509999631
470.6263027034215360.7473945931569270.373697296578463
480.7239180609049450.5521638781901110.276081939095055
490.6833970025457570.6332059949084860.316602997454243
500.6673939374884420.6652121250231170.332606062511558
510.6263748026757450.7472503946485110.373625197324256
520.5851905775185240.8296188449629520.414809422481476
530.6185553893621710.7628892212756580.381444610637829
540.5832571415486870.8334857169026270.416742858451313
550.6356015774652870.7287968450694260.364398422534713
560.6022531963397690.7954936073204620.397746803660231
570.56152332240080.87695335519840.4384766775992
580.5274930917497060.9450138165005880.472506908250294
590.4792401866774940.9584803733549890.520759813322506
600.4419762573436370.8839525146872730.558023742656363
610.4086038096755740.8172076193511480.591396190324426
620.3653701822784660.7307403645569310.634629817721534
630.3221854846470840.6443709692941690.677814515352916
640.3555337782272170.7110675564544340.644466221772783
650.3124121432399990.6248242864799980.687587856760001
660.3234457364220250.646891472844050.676554263577975
670.3863802273594530.7727604547189060.613619772640547
680.4609988065993890.9219976131987780.539001193400611
690.4224431610134770.8448863220269550.577556838986523
700.4078596719740920.8157193439481840.592140328025908
710.4712010330943740.9424020661887470.528798966905626
720.4253583247180320.8507166494360640.574641675281968
730.3837523358769740.7675046717539480.616247664123026
740.3476750700030180.6953501400060360.652324929996982
750.3151383857619260.6302767715238520.684861614238074
760.2909155259126850.581831051825370.709084474087315
770.2681117102486640.5362234204973280.731888289751336
780.2319803140909940.4639606281819880.768019685909006
790.2000184280486240.4000368560972480.799981571951376
800.1771562607681990.3543125215363980.8228437392318
810.1659928259620230.3319856519240450.834007174037977
820.2412164462382050.482432892476410.758783553761795
830.2250203972319720.4500407944639440.774979602768028
840.193184778802020.3863695576040390.80681522119798
850.1902490783610910.3804981567221820.809750921638909
860.180429490739650.36085898147930.81957050926035
870.1914645084361940.3829290168723880.808535491563806
880.1811383208223210.3622766416446430.818861679177678
890.1720343284510830.3440686569021660.827965671548917
900.1732033784272110.3464067568544230.826796621572789
910.2403784288795440.4807568577590870.759621571120456
920.2057086524689810.4114173049379620.79429134753102
930.1853052406363980.3706104812727960.814694759363602
940.1562300688658590.3124601377317180.84376993113414
950.1394893664937410.2789787329874820.86051063350626
960.1456349748461410.2912699496922820.85436502515386
970.1433650047641370.2867300095282730.856634995235863
980.1362770022869120.2725540045738250.863722997713088
990.1257313932111460.2514627864222930.874268606788854
1000.1175628916646960.2351257833293930.882437108335304
1010.0965543002104030.1931086004208060.903445699789597
1020.07855383126478150.1571076625295630.921446168735218
1030.06247881987643270.1249576397528650.937521180123567
1040.04970549459452360.09941098918904720.950294505405476
1050.05086416117556940.1017283223511390.94913583882443
1060.04064118506267950.0812823701253590.95935881493732
1070.03492124508483550.06984249016967110.965078754915164
1080.03019077902191470.06038155804382930.969809220978085
1090.02303473235497330.04606946470994670.976965267645027
1100.02161852773705450.04323705547410910.978381472262945
1110.02614662104965860.05229324209931730.973853378950341
1120.1149111072557180.2298222145114370.885088892744281
1130.1110594276646520.2221188553293040.888940572335348
1140.5250466506977660.9499066986044670.474953349302234
1150.8454343937733540.3091312124532920.154565606226646
1160.8105306393388560.3789387213222870.189469360661144
1170.868966110477750.2620677790444990.13103388952225
1180.8444716368526030.3110567262947930.155528363147397
1190.815063462239050.3698730755218990.18493653776095
1200.8477646849759450.304470630048110.152235315024055
1210.8254629351155770.3490741297688460.174537064884423
1220.7849334902857340.4301330194285320.215066509714266
1230.818847720195260.362304559609480.18115227980474
1240.7757365486661780.4485269026676430.224263451333822
1250.7369489540165540.5261020919668910.263051045983446
1260.6872133158899040.6255733682201910.312786684110096
1270.650566920403330.6988661591933390.349433079596669
1280.6088790431323540.7822419137352920.391120956867646
1290.5489801987195460.9020396025609080.451019801280454
1300.4861335365800890.9722670731601780.513866463419911
1310.4851286483369690.9702572966739380.514871351663031
1320.4814960701947770.9629921403895550.518503929805223
1330.4312329645811450.862465929162290.568767035418855
1340.3820073780772930.7640147561545860.617992621922707
1350.5273207091994740.9453585816010520.472679290800526
1360.4890789326011860.9781578652023710.510921067398814
1370.4158281162725040.8316562325450080.584171883727496
1380.4267416556098680.8534833112197350.573258344390132
1390.3549492479801260.7098984959602520.645050752019874
1400.3195809303135840.6391618606271680.680419069686416
1410.2857656816791470.5715313633582950.714234318320853
1420.3372863850840110.6745727701680230.662713614915989
1430.4789833186222880.9579666372445750.521016681377713
1440.4021025236620420.8042050473240830.597897476337959
1450.3210487689393530.6420975378787070.678951231060647
1460.3096415230739770.6192830461479550.690358476926023
1470.2561318554651730.5122637109303450.743868144534827
1480.1601092463216490.3202184926432980.839890753678351
1490.3048112848837580.6096225697675150.695188715116242


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