Multiple Linear Regression - Estimated Regression Equation
Expectations[t] = -10.8320565427915 + 1.68568675733013Month[t] + 0.0840562331438496Concern[t] -0.127108617518687Doubts[t] + 0.675069637385821Criticisim[t] + 0.122866330775621Standards[t] -0.081037211004229Organization[t] + e[t]


Multiple Linear Regression - Ordinary Least Squares
VariableParameterS.D.T-STAT
H0: parameter = 0
2-tail p-value1-tail p-value
(Intercept)-10.832056542791511.553534-0.93760.3499610.174981
Month1.685686757330131.1321271.4890.1385710.069285
Concern0.08405623314384960.0481441.74590.0828440.041422
Doubts-0.1271086175186870.086888-1.46290.1455590.072779
Criticisim0.6750696373858210.0862077.830800
Standards0.1228663307756210.0631071.94690.0533850.026693
Organization-0.0810372110042290.061812-1.3110.1918230.095912


Multiple Linear Regression - Regression Statistics
Multiple R0.644906763989631
R-squared0.415904734239578
Adjusted R-squared0.392848342170087
F-TEST (value)18.0385869994781
F-TEST (DF numerator)6
F-TEST (DF denominator)152
p-value9.9920072216264e-16
Multiple Linear Regression - Residual Statistics
Residual Standard Deviation2.68471758499523
Sum Squared Residuals1095.57169369976


Multiple Linear Regression - Actuals, Interpolation, and Residuals
Time or IndexActualsInterpolation
Forecast
Residuals
Prediction Error
11113.5196133245052-2.51961332450524
2711.6506948244502-4.65069482445017
31712.06604527876254.93395472123755
41010.1979945902708-0.197994590270813
51212.0742465340752-0.0742465340751619
6129.491405447936152.50859455206385
71110.1808560620280.819143937972007
81114.5214261561003-3.52142615610033
91210.53548178959341.46451821040664
101311.33532233413271.66467766586726
111414.7960952343406-0.796095234340558
121614.64768147511991.35231852488008
131113.7521081460683-2.75210814606832
141012.1633800433079-2.16338004330791
151112.3311237997948-1.33112379979479
161510.27367893052794.72632106947213
17913.8039561623139-4.80395616231392
181112.4170247854126-1.41702478541256
191712.17272042790024.8272795720998
201715.48198101170621.51801898829376
211113.5874709758363-2.58747097583629
221815.23419981454922.76580018545082
231416.0545985085261-2.05459850852611
241012.599328812658-2.59932881265799
251111.8125264740180-0.812526474017952
261513.30950110087211.69049889912794
271511.73914116532263.26085883467745
281313.1112083259701-0.111208325970142
291613.89063342399632.10936657600368
301311.19941068456841.80058931543163
31911.5430714253581-2.54307142535812
321818.1432247130448-0.143224713044827
331812.29188028089035.70811971910969
341213.7406276903714-1.74062769037142
351713.75529301106123.24470698893885
36912.1874465415120-3.18744654151196
37913.1083283754905-4.10832837549054
38128.765061349102473.23493865089753
391816.94758134914291.05241865085707
401213.0256686499783-1.02566864997827
411814.19702579031733.80297420968270
421414.0134997547719-0.0134997547719437
431512.00979019478562.99020980521441
441610.89294003950945.10705996049059
451013.1660753643554-3.16607536435536
461111.5923045569366-0.592304556936554
471412.94381231184311.05618768815694
48913.0563934240285-4.05639342402851
491213.7997151318744-1.79971513187438
501712.27394804755924.72605195244082
5159.75784630523196-4.75784630523196
521212.429702650704-0.429702650704013
531212.0236913246805-0.0236913246804886
5469.43345602508995-3.43345602508995
552422.92815506928861.07184493071145
561212.5571309830858-0.557130983085779
571213.0100389866261-1.01003898662614
581411.65328917464252.34671082535747
5979.2780214240937-2.27802142409371
601311.11905938562101.88094061437902
611213.3082778362686-1.30827783626862
621311.57322245017211.42677754982791
631411.50181354221592.49818645778407
64812.9649368103419-4.96493681034195
65119.440239805330051.55976019466995
66911.8173351098224-2.81733510982235
671113.7724086298684-2.77240862986836
681313.4940685015143-0.494068501514273
69109.48785293500750.512147064992493
701112.7540259940526-1.75402599405259
711212.7615120535082-0.761512053508211
72911.9197264574663-2.91972645746627
731514.68857064846130.311429351538706
741814.94364829488723.05635170511283
751512.16244135318142.83755864681858
761212.8431205011416-0.84312050114164
77139.942701911615463.05729808838454
781413.09848146574090.901518534259057
791011.9729796378219-1.97297963782190
801312.31944821744440.680551782555568
811313.8129336936913-0.812933693691265
821112.1574887581491-1.15748875814913
831312.21688725803670.783112741963282
841614.56652833238451.43347166761548
8589.70038752210843-1.70038752210843
861611.62971814693674.37028185306325
871111.1438854743375-0.143885474337513
88911.3825374702091-2.38253747020913
891617.8386293605636-1.83862936056356
901211.46322693885360.536773061146441
911411.97514410515892.02485589484111
92810.6698153193051-2.66981531930508
9399.57173592512322-0.571735925123223
941511.73569486578163.26430513421838
951113.6207865256068-2.62078652560682
962117.28505883012203.71494116987798
971413.22670578532480.773294214675158
981815.78927692776762.21072307223242
991211.71320188714790.286798112852134
1001312.6754060284550.324593971544992
1011514.56185876824010.438141231759855
1021211.07899088299960.92100911700036
1031914.47338574902164.52661425097843
1041514.06902496500280.9309750349972
1051113.0365276178047-2.03652761780470
1061110.59521385889560.404786141104359
1071012.3325718149712-2.33257181497117
1081314.7677815618256-1.76778156182557
1091514.77374007106330.226259928936702
110129.865877703554052.13412229644595
1111211.00658220470940.993417795290568
1121615.72905315687760.270946843122381
113915.5269367161555-6.52693671615549
1141817.58491153779410.415088462205912
115815.1436991743321-7.14369917433208
1161310.36348988977752.63651011022246
1171714.19692216954872.80307783045130
118911.0236096319967-2.02360963199667
1191513.18048916327901.81951083672103
12089.5517980072526-1.55179800725261
121711.1762315065923-4.17623150659226
1221211.32102321063680.67897678936323
1231415.0522447859671-1.05224478596707
124610.7505997522397-4.75059975223966
125810.1137245812010-2.11372458120102
1261712.42463509295864.57536490704143
127109.727230350023490.272769649976514
1281112.5501224522727-1.55012245227274
1291412.81558924856271.18441075143731
1301113.5882975031422-2.58829750314220
1311315.3917415187517-2.39174151875174
1321211.89037016355090.109629836449102
1331110.40409574494550.595904255054518
13499.40085847106908-0.400858471069082
1351212.021468289743-0.0214682897430010
1362014.72026339643835.27973660356174
1371210.64954508832331.35045491167670
1381313.6148557565803-0.614855756580293
1391213.1478246724647-1.14782467246467
1401216.4850425299475-4.48504252994745
141914.5340087698161-5.53400876981613
1421515.5521959388592-0.552195938859213
1432421.53385356466272.46614643533726
14479.89401073286598-2.89401073286598
1451714.60645287577802.39354712422202
1461111.8516196025376-0.85161960253763
1471715.09415469708351.90584530291650
1481112.2468943236228-1.24689432362281
1491212.4765395043168-0.476539504316828
1501414.4444579888110-0.444457988811036
1511114.3035080653015-3.30350806530147
1521612.74910365183863.25089634816144
1532113.75928503234167.24071496765838
1541412.14250217900731.85749782099273
1552016.41169390522723.58830609477278
1561310.99288611425002.00711388575003
1571113.0033208868759-2.00332088687594
1581513.89257314076041.10742685923961
1591917.86591397894431.13408602105574


Goldfeld-Quandt test for Heteroskedasticity
p-valuesAlternative Hypothesis
breakpoint indexgreater2-sidedless
100.5492831109874540.9014337780250920.450716889012546
110.6375595665111530.7248808669776930.362440433488847
120.72516769814390.54966460371220.2748323018561
130.795813103682610.408373792634780.20418689631739
140.722643785997650.5547124280046990.277356214002349
150.654357373806280.6912852523874390.345642626193720
160.5821109371909870.8357781256180260.417889062809013
170.6757807762639190.6484384474721630.324219223736082
180.5954818230299390.8090363539401220.404518176970061
190.6694619328761040.6610761342477920.330538067123896
200.7111997993632490.5776004012735010.288800200636751
210.6740667332056460.6518665335887070.325933266794354
220.7331558987985780.5336882024028450.266844101201422
230.6735960289542960.6528079420914070.326403971045704
240.7061761797382580.5876476405234850.293823820261742
250.661049695439460.677900609121080.33895030456054
260.611900441927830.776199116144340.38809955807217
270.5733990232417470.8532019535165070.426600976758253
280.5061565707266070.9876868585467850.493843429273393
290.4587910380298440.9175820760596870.541208961970156
300.4012258451438090.8024516902876180.598774154856191
310.5320598686032240.9358802627935520.467940131396776
320.4835686483415420.9671372966830830.516431351658459
330.537534579334810.924930841330380.46246542066519
340.6385765543118870.7228468913762260.361423445688113
350.6375568247765020.7248863504469960.362443175223498
360.69809106139240.60381787721520.3019089386076
370.7653930348807540.4692139302384910.234606965119246
380.7565338818800280.4869322362399450.243466118119972
390.7345749778563170.5308500442873670.265425022143683
400.705282911641790.589434176716420.29471708835821
410.7593669311659050.4812661376681890.240633068834095
420.7159917273635470.5680165452729060.284008272636453
430.7318171029838630.5363657940322740.268182897016137
440.7903775264366050.419244947126790.209622473563395
450.8248313034859330.3503373930281330.175168696514067
460.7984095279981790.4031809440036420.201590472001821
470.7657586476953740.4684827046092520.234241352304626
480.8039875654256710.3920248691486580.196012434574329
490.7788336885216470.4423326229567060.221166311478353
500.8406515729628030.3186968540743940.159348427037197
510.8975140688504570.2049718622990870.102485931149543
520.8765875150394730.2468249699210550.123412484960527
530.8493633179674430.3012733640651140.150636682032557
540.8797624480085810.2404751039828370.120237551991419
550.8564424830919590.2871150338160820.143557516908041
560.8277970110634620.3444059778730760.172202988936538
570.802919510310360.3941609793792810.197080489689640
580.7904993026730210.4190013946539580.209500697326979
590.7969145390746660.4061709218506680.203085460925334
600.7740411449756050.4519177100487890.225958855024394
610.7529652874408350.4940694251183290.247034712559165
620.7248544944873120.5502910110253750.275145505512688
630.7159540937571270.5680918124857450.284045906242873
640.8186260515610850.3627478968778300.181373948438915
650.7984707329569710.4030585340860570.201529267043029
660.7961640121413290.4076719757173430.203835987858671
670.7954951274618710.4090097450762580.204504872538129
680.7652598933747380.4694802132505250.234740106625262
690.737845942446770.524308115106460.26215405755323
700.7156484381950150.5687031236099690.284351561804985
710.6843908894497430.6312182211005140.315609110550257
720.6904311951160990.6191376097678020.309568804883901
730.653874323631660.692251352736680.34612567636834
740.6722804176018850.6554391647962310.327719582398115
750.679451267519250.6410974649614990.320548732480749
760.6411136476948740.7177727046102530.358886352305126
770.6713288289030350.657342342193930.328671171096965
780.6337184462778790.7325631074442420.366281553722121
790.6103237430525020.7793525138949950.389676256947498
800.5691999275295260.8616001449409470.430800072470474
810.5256804526451120.9486390947097760.474319547354888
820.489655548103460.979311096206920.51034445189654
830.4475263239210680.8950526478421360.552473676078932
840.4143761226543860.8287522453087720.585623877345614
850.3860712023897170.7721424047794350.613928797610283
860.4664930882152150.932986176430430.533506911784785
870.4209416083814250.841883216762850.579058391618575
880.4042604095792880.8085208191585770.595739590420712
890.3843748628539310.7687497257078620.615625137146069
900.3415254006436020.6830508012872040.658474599356398
910.3246591335570720.6493182671141440.675340866442928
920.3206541293405310.6413082586810630.679345870659468
930.2803497300030190.5606994600060380.719650269996981
940.2988797623463530.5977595246927070.701120237653647
950.2973971745435060.5947943490870120.702602825456494
960.3258003503159210.6516007006318420.674199649684079
970.2897772250767450.579554450153490.710222774923255
980.2693144814347770.5386289628695540.730685518565223
990.2309864741102370.4619729482204730.769013525889763
1000.1957950746368550.3915901492737090.804204925363145
1010.1642594256762630.3285188513525250.835740574323737
1020.1404197318574870.2808394637149740.859580268142513
1030.1915150849949850.3830301699899690.808484915005015
1040.1641988429694080.3283976859388150.835801157030592
1050.1564948455749260.3129896911498520.843505154425074
1060.1289203319193530.2578406638387060.871079668080647
1070.1227556069952280.2455112139904550.877244393004772
1080.1116024325244080.2232048650488160.888397567475592
1090.0893886277549560.1787772555099120.910611372245044
1100.08287191507577080.1657438301515420.91712808492423
1110.06839768671997340.1367953734399470.931602313280027
1120.05901782943248430.1180356588649690.940982170567516
1130.1787065069141310.3574130138282630.821293493085869
1140.152544871084250.30508974216850.84745512891575
1150.3535763911120790.7071527822241570.646423608887921
1160.3509097011315340.7018194022630670.649090298868466
1170.3755514117236490.7511028234472980.624448588276351
1180.3384076359108270.6768152718216530.661592364089173
1190.3031766664547810.6063533329095610.69682333354522
1200.263875188596540.527750377193080.73612481140346
1210.310818777355760.621637554711520.68918122264424
1220.2868832563649670.5737665127299340.713116743635033
1230.2428518679538070.4857037359076150.757148132046193
1240.3519745653409020.7039491306818050.648025434659097
1250.3119164520246260.6238329040492510.688083547975374
1260.3925095976162870.7850191952325740.607490402383713
1270.3383023577399220.6766047154798450.661697642260078
1280.3125162538737460.6250325077474920.687483746126254
1290.2610272563742090.5220545127484180.738972743625791
1300.3064888322579230.6129776645158460.693511167742077
1310.2924038011235410.5848076022470820.707596198876459
1320.2377391972338990.4754783944677980.762260802766101
1330.1893734807834550.3787469615669090.810626519216545
1340.146571375540080.293142751080160.85342862445992
1350.1149151541283670.2298303082567340.885084845871633
1360.1888710306034860.3777420612069720.811128969396514
1370.1771762188924410.3543524377848820.822823781107559
1380.1538634442537710.3077268885075420.846136555746229
1390.1365271595446280.2730543190892560.863472840455372
1400.1697185930856830.3394371861713650.830281406914318
1410.3460769099443180.6921538198886370.653923090055682
1420.3313626743524430.6627253487048850.668637325647558
1430.2566125193305660.5132250386611310.743387480669434
1440.2315627302013440.4631254604026880.768437269798656
1450.1993142255095110.3986284510190220.800685774490489
1460.1860962848021190.3721925696042380.813903715197881
1470.1228556964040530.2457113928081060.877144303595947
1480.08146948699292690.1629389739858540.918530513007073
1490.04008110908523390.08016221817046790.959918890914766


Meta Analysis of Goldfeld-Quandt test for Heteroskedasticity
Description# significant tests% significant testsOK/NOK
1% type I error level00OK
5% type I error level00OK
10% type I error level10.00714285714285714OK