Multiple Linear Regression - Estimated Regression Equation
Org[t] = + 15.5287004980391 -0.0536894023314702concern[t] + 0.199935118355062doubts[t] -0.147908652466377Par_Crit[t] -0.232432985498191Par_Stan[t] + 0.379676563293621Pers_Stan[t] + 0.249702635338725Days[t] -0.035096925566633t + e[t]


Multiple Linear Regression - Ordinary Least Squares
VariableParameterS.D.T-STAT
H0: parameter = 0
2-tail p-value1-tail p-value
(Intercept)15.52870049803912.3474016.615300
concern-0.05368940233147020.062701-0.85630.3932570.196629
doubts0.1999351183550620.1116621.79050.0754540.037727
Par_Crit-0.1479086524663770.106237-1.39230.1659760.082988
Par_Stan-0.2324329854981910.131255-1.77090.0786860.039343
Pers_Stan0.3796765632936210.0765364.96072e-061e-06
Days0.2497026353387250.142651.75050.0821550.041078
t-0.0350969255666330.013229-2.65310.0088640.004432


Multiple Linear Regression - Regression Statistics
Multiple R0.514236415207976
R-squared0.26443909072595
Adjusted R-squared0.228929253726513
F-TEST (value)7.44692493885971
F-TEST (DF numerator)7
F-TEST (DF denominator)145
p-value1.20832214567379e-07
Multiple Linear Regression - Residual Statistics
Residual Standard Deviation3.43911727777500
Sum Squared Residuals1714.99150929212


Multiple Linear Regression - Actuals, Interpolation, and Residuals
Time or IndexActualsInterpolation
Forecast
Residuals
Prediction Error
12523.60405630795011.39594369204993
22121.8469707203285-0.846970720328523
32221.20793449163890.792065508361099
42521.84735161267533.15264838732472
52419.82056180328544.17943819671463
61819.6284552444457-1.62845524444574
72218.39028067093653.60971932906345
81520.4158224172039-5.4158224172039
92223.3510911415430-1.35109114154303
102824.18402281512583.81597718487415
112022.4923010311905-2.49230103119049
121219.7283112108128-7.72831121081281
132421.80716085063772.19283914936228
142022.5801437368723-2.58014373687232
152124.56176006012-3.56176006012
162022.3408954070786-2.3408954070786
172120.97163039561750.0283696043824669
182322.77343801257430.226561987425655
192823.39425303404104.60574696595896
202423.23538105492080.764618945079206
212424.6421137214652-0.642113721465157
222421.87378636224352.12621363775649
232323.2396568934144-0.239656893414380
242323.8546787668116-0.854678766811559
252925.37435544302613.62564455697393
262423.20934866137270.790651338627347
271825.8166792720602-7.8166792720602
282526.7970820274426-1.79708202744260
292123.5292902624992-2.52929026249918
302627.487672559846-1.48767255984600
312226.0195340768790-4.01953407687896
322223.6701656215863-1.67016562158627
332223.4771889612457-1.47718896124569
342326.2472112575822-3.24721125758219
353023.67344639822616.3265536017739
362323.4588907292745-0.458890729274526
371719.7465686681908-2.74656866819082
382324.2910585268586-1.29105852685862
392325.1143606695887-2.11436066958867
402523.32161296016141.67838703983859
412421.74999420466482.25000579533521
422428.0016821392244-4.00168213922439
432323.8152744781125-0.815274478112536
442124.3949441631213-3.39494416312127
452426.3114989267742-2.31149892677421
462422.58192575552931.41807424447074
472822.25970858036115.74029141963887
481621.8268768426804-5.8268768426804
492020.5927952512274-0.592795251227375
502923.95079299791215.04920700208792
512724.53970408853212.46029591146789
522223.7828794773891-1.78287947738909
532824.55716785679853.44283214320148
541621.1595767102694-5.15957671026945
552523.47604216748241.52395783251757
562423.97551305497320.0244869450268235
572824.06732353281503.93267646718496
582424.7084370717368-0.708437071736818
592323.0906731778823-0.0906731778822884
603027.0873487908292.91265120917101
612421.93486237446432.06513762553568
622124.3465389067657-3.34653890676574
632523.51925589998061.48074410001940
642524.15899006835660.841009931643362
652221.28071408563680.719285914363234
662322.75215942010120.247840579898821
672623.05222056285552.94777943714454
682321.84312556818071.15687443181934
692523.13473015095541.8652698490446
702121.7908163560116-0.79081635601161
712523.78898780900361.21101219099645
722422.45897438240771.54102561759230
732923.73500042016135.26499957983867
742223.7972568954409-1.7972568954409
752723.70068039460403.29931960539596
762620.05782030343445.94217969656557
772221.52480170265820.475198297341756
782422.11312115736911.88687884263095
792723.43364413773733.56635586226266
802421.63766203433472.36233796566531
812424.885098603503-0.885098603502989
822924.43136722390274.56863277609726
832222.3871856042376-0.387185604237574
842120.85732293836070.142677061639320
852420.71789037946313.28210962053694
862421.85407883838632.14592116161372
872322.02162741540580.978372584594233
882022.2429568736669-2.24295687366690
892721.45121914131875.54878085868125
902623.20427420669922.79572579330079
912521.92500531879233.07499468120767
922120.10854827646340.891451723536632
932120.97089468853830.0291053114617316
941920.5943230363677-1.59432303636772
952121.6432362490086-0.643236249008586
962121.2926008332459-0.29260083324594
971619.8035111867683-3.8035111867683
982220.64716912066871.35283087933133
992921.75519394014697.24480605985306
1001521.6358534475275-6.63585344752746
1011720.6786226659200-3.67862266591996
1021519.9210443011139-4.92104430111389
1032121.442712964441-0.442712964441015
1042120.78528619936090.214713800639119
1051919.1532266241979-0.153226624197947
1062418.07769537947735.92230462052272
1072021.9642772027555-1.9642772027555
1081724.3597518735404-7.35975187354037
1092324.1847774118242-1.18477741182424
1102421.79136705095572.20863294904428
1111421.4251043684990-7.42510436849896
1121922.2468142136299-3.24681421362987
1132421.55660967977112.44339032022893
1141319.9705908359096-6.9705908359096
1152224.5359932646432-2.53599326464319
1161620.4523060855796-4.45230608557956
1171922.3993625558498-3.39936255584980
1182521.98753206722703.01246793277304
1192523.22897209887061.77102790112938
1202320.78621461000732.21378538999266
1212422.76452841358391.2354715864161
1222622.74250236355323.25749763644680
1232620.79966049151635.20033950848374
1242523.33350476376331.66649523623675
1251821.5367165207630-3.53671652076304
1262119.23168087508711.76831912491292
1272622.64583809920533.35416190079472
1282321.09436293157791.90563706842211
1292319.05787820508493.94212179491511
1302221.50277006513490.497229934865092
1312021.3524535768885-1.35245357688847
1321321.0315670505931-8.03156705059306
1332420.39832770640403.60167229359597
1341520.5444039822562-5.54440398225622
1351422.0328614190784-8.0328614190784
1362222.7560687362669-0.756068736266917
1371016.7500582278710-6.75005822787096
1382423.07690650205510.923093497944933
1392220.52760802871261.47239197128736
1402424.2311243350231-0.231124335023130
1411920.3449987784280-1.34499877842805
1422020.7340969111277-0.734096911127747
1431316.1245407751944-3.1245407751944
1442018.83588765978921.16411234021085
1452221.66245274318940.337547256810550
1462421.73079326074572.26920673925433
1472921.55039925972347.44960074027656
1481219.6951930899155-7.69519308991555
1492019.55124520890450.448754791095511
1502120.0413549029060.958645097093987
1512422.1446842938731.85531570612701
1522220.66563759182971.33436240817029
1532017.1122286963612.887771303639


Goldfeld-Quandt test for Heteroskedasticity
p-valuesAlternative Hypothesis
breakpoint indexgreater2-sidedless
110.7168931983471540.5662136033056920.283106801652846
120.7857747313107450.4284505373785110.214225268689255
130.680614920829090.638770158341820.31938507917091
140.598244989168990.803510021662020.40175501083101
150.6026775489741360.7946449020517270.397322451025864
160.5007963030240030.9984073939519940.499203696975997
170.4646685762596710.9293371525193410.535331423740329
180.6165229258985720.7669541482028560.383477074101428
190.792053963549580.4158920729008410.207946036450421
200.727000451636630.545999096726740.27299954836337
210.6753254015948350.649349196810330.324674598405165
220.6254271016173980.7491457967652040.374572898382602
230.5681907574291350.863618485141730.431809242570865
240.4980769282645130.9961538565290250.501923071735487
250.4695119604277480.9390239208554970.530488039572252
260.3973649719798720.7947299439597450.602635028020128
270.6981750230925890.6036499538148220.301824976907411
280.6535523655867990.6928952688264030.346447634413202
290.6006286110350430.7987427779299140.399371388964957
300.5460341681062650.907931663787470.453965831893735
310.5148476359577210.9703047280845580.485152364042279
320.4659897304395570.9319794608791140.534010269560443
330.410988567008670.821977134017340.58901143299133
340.3682038942215640.7364077884431270.631796105778436
350.6080406572098100.7839186855803790.391959342790190
360.5491386009507370.9017227980985260.450861399049263
370.5088846712894710.9822306574210580.491115328710529
380.4523948198009840.9047896396019680.547605180199016
390.405437743116310.810875486232620.59456225688369
400.3815456554143740.7630913108287470.618454344585626
410.3588055619608840.7176111239217680.641194438039116
420.3483298888646180.6966597777292360.651670111135382
430.3033347035379160.6066694070758320.696665296462084
440.292378083913360.584756167826720.70762191608664
450.2658356386223240.5316712772446490.734164361377676
460.2320719753676750.464143950735350.767928024632325
470.310516735160360.621033470320720.68948326483964
480.4000468838777380.8000937677554760.599953116122262
490.3786435184859820.7572870369719650.621356481514018
500.4549072810103780.9098145620207550.545092718989622
510.4281069445369170.8562138890738330.571893055463083
520.3952100146240350.790420029248070.604789985375965
530.392644287987670.785288575975340.60735571201233
540.4685955106516200.9371910213032410.53140448934838
550.4218118753078680.8436237506157360.578188124692132
560.3757827044544710.7515654089089410.62421729554553
570.380771956905370.761543913810740.61922804309463
580.3414978210100630.6829956420201260.658502178989937
590.2977999791165480.5955999582330960.702200020883452
600.2777809321351280.5555618642702560.722219067864872
610.2421073851976130.4842147703952270.757892614802387
620.2653864219358490.5307728438716980.734613578064151
630.2301400794235310.4602801588470620.769859920576469
640.1941883307907710.3883766615815430.805811669209229
650.1619316151121550.3238632302243090.838068384887845
660.1342263722098610.2684527444197230.865773627790139
670.1160025131605060.2320050263210130.883997486839494
680.09368808709517850.1873761741903570.906311912904821
690.07572537678853980.1514507535770800.92427462321146
700.06356437071775570.1271287414355110.936435629282244
710.05021943719385010.1004388743877000.94978056280615
720.03891939835548410.07783879671096820.961080601644516
730.04464889598994250.0892977919798850.955351104010058
740.04126284930711500.08252569861423010.958737150692885
750.03478423839564380.06956847679128770.965215761604356
760.04655883608928190.09311767217856390.953441163910718
770.03644556386707820.07289112773415630.963554436132922
780.02940144520246080.05880289040492170.97059855479754
790.02623449450095010.05246898900190020.97376550549905
800.02046581167448540.04093162334897070.979534188325515
810.01702034955395740.03404069910791490.982979650446043
820.01720937688222580.03441875376445160.982790623117774
830.01475263402528260.02950526805056520.985247365974717
840.01128492992646200.02256985985292400.988715070073538
850.009586869190487070.01917373838097410.990413130809513
860.007875404442599520.01575080888519900.9921245955574
870.005852465984012240.01170493196802450.994147534015988
880.00565147883893030.01130295767786060.99434852116107
890.00885524334109720.01771048668219440.991144756658903
900.007424806587963880.01484961317592780.992575193412036
910.006733812874661560.01346762574932310.993266187125338
920.005720934278232660.01144186855646530.994279065721767
930.004321301016200420.008642602032400830.9956786989838
940.003755630417443140.007511260834886280.996244369582557
950.002979872575290940.005959745150581880.99702012742471
960.002192749827678440.004385499655356890.997807250172322
970.002841218634119390.005682437268238780.99715878136588
980.002132035496851430.004264070993702870.997867964503149
990.007941808607115970.01588361721423190.992058191392884
1000.02129785135316160.04259570270632320.978702148646838
1010.02384456853992190.04768913707984370.976155431460078
1020.03371714014086960.06743428028173930.96628285985913
1030.02643026676419750.05286053352839510.973569733235802
1040.01949296382177220.03898592764354440.980507036178228
1050.01431778795800130.02863557591600250.985682212041999
1060.04008536643100510.08017073286201030.959914633568995
1070.03989446841479130.07978893682958260.960105531585209
1080.09692977018685540.1938595403737110.903070229813145
1090.0822847380702990.1645694761405980.917715261929701
1100.07006006945963190.1401201389192640.929939930540368
1110.1711716198831920.3423432397663830.828828380116808
1120.1611064559538120.3222129119076230.838893544046188
1130.1528022498460120.3056044996920250.847197750153988
1140.2284537560300110.4569075120600230.771546243969988
1150.2259508395386950.4519016790773900.774049160461305
1160.2544085407273790.5088170814547580.745591459272621
1170.239026139681810.478052279363620.76097386031819
1180.2420379258281970.4840758516563940.757962074171803
1190.2478272348671090.4956544697342180.752172765132891
1200.2086913681001520.4173827362003030.791308631899848
1210.1820202858663760.3640405717327510.817979714133624
1220.16217567968190.32435135936380.8378243203181
1230.1945572875864390.3891145751728770.805442712413561
1240.1611574415972220.3223148831944450.838842558402778
1250.1428945717697770.2857891435395530.857105428230223
1260.1217877297568780.2435754595137560.878212270243122
1270.1052617091290990.2105234182581980.8947382908709
1280.08511558400053050.1702311680010610.91488441599947
1290.1753784699958830.3507569399917670.824621530004117
1300.1369080045148510.2738160090297030.863091995485149
1310.1123108902184990.2246217804369970.887689109781501
1320.1665913549763650.333182709952730.833408645023635
1330.4291726233100880.8583452466201750.570827376689912
1340.3711830562495610.7423661124991220.628816943750439
1350.5016638184342070.9966723631315870.498336181565793
1360.404778494978150.80955698995630.59522150502185
1370.6154987241799080.7690025516401840.384501275820092
1380.6229094856773710.7541810286452580.377090514322629
1390.5572246981530650.8855506036938710.442775301846935
1400.4397547715966660.8795095431933320.560245228403334
1410.3354822090879720.6709644181759450.664517790912028
1420.2927339652409290.5854679304818590.70726603475907


Meta Analysis of Goldfeld-Quandt test for Heteroskedasticity
Description# significant tests% significant testsOK/NOK
1% type I error level60.0454545454545455NOK
5% type I error level240.181818181818182NOK
10% type I error level360.272727272727273NOK