Multiple Linear Regression - Estimated Regression Equation
standards[t] = + 7.46043060983698 + 0.328154021465218Mistakes[t] -0.362736672389799doubts[t] + 0.186560236681879`p-expactations`[t] + 0.0233844134026164`p-criticism`[t] + 0.401270321441297organisation[t] + e[t]


Multiple Linear Regression - Ordinary Least Squares
VariableParameterS.D.T-STAT
H0: parameter = 0
2-tail p-value1-tail p-value
(Intercept)7.460430609836982.2481093.31850.0011310.000565
Mistakes0.3281540214652180.0555445.90800
doubts-0.3627366723897990.107118-3.38639e-040.00045
`p-expactations`0.1865602366818790.101141.84460.0670320.033516
`p-criticism`0.02338441340261640.1286210.18180.8559730.427987
organisation0.4012703214412970.0717735.590800


Multiple Linear Regression - Regression Statistics
Multiple R0.605858798778077
R-squared0.367064884056814
Adjusted R-squared0.346380729941024
F-TEST (value)17.7461878306445
F-TEST (DF numerator)5
F-TEST (DF denominator)153
p-value7.54951656745106e-14
Multiple Linear Regression - Residual Statistics
Residual Standard Deviation3.40927289715423
Sum Squared Residuals1778.34067815237


Multiple Linear Regression - Actuals, Interpolation, and Residuals
Time or IndexActualsInterpolation
Forecast
Residuals
Prediction Error
12423.02361763335070.976382366649325
22522.39639210732352.60360789267648
33024.25298630725225.74701369274783
41920.2962579947228-1.29625799472284
52220.53862828528321.46137171471677
62223.1227812851809-1.12278128518095
72522.57360260838692.42639739161312
82319.45685945818933.54314054181066
91718.7937770436835-1.79377704368349
102121.6696775851730-0.669677585173036
111922.8153403514384-3.81534035143841
121923.3938848919955-4.39388489199547
131523.2200335336539-8.22003353365394
141617.0860954231925-1.08609542319247
152319.45982251795763.54017748204243
162724.07484238205532.92515761794466
172221.00194328868470.99805671131526
181416.535329320714-2.53532932071399
192224.0873202920243-2.08732029202430
202324.0090508616482-1.00905086164818
212321.56883817794231.43116182205770
222124.4545998179461-3.45459981794611
231922.4295524471459-3.42955244714590
241823.8367869289911-5.83678692899107
252023.1800605324662-3.18006053246622
262322.44835255960490.55164744039509
272523.32807873286811.67192126713187
281923.3532655211774-4.35326552117744
292423.8398299312470.160170068753002
302221.56922587366740.430774126332576
312525.1649483334544-0.164948333454417
322623.22321697753742.77678302246257
332922.70020388487516.29979611512493
343225.19655953738236.8034404626177
352521.58307941772023.41692058227981
362924.40994950651354.59005049348653
372824.94670560416253.05329439583750
381717.1062381095522-0.106238109552165
392826.07516352086011.92483647913991
402922.94307220494056.05692779505949
412627.5286218564100-1.52862185640998
422523.46670945788321.53329054211676
431419.5469105942640-5.54691059426405
442522.10552217031042.89447782968956
452621.67803938243294.32196061756712
462020.3008968098917-0.300896809891661
471821.4213727878477-3.42137278784772
483224.66103622987577.3389637701243
492525.0045460489836-0.00454604898359189
502521.69155135775733.30844864224273
512320.84547496130682.15452503869318
522122.1588588066973-1.15885880669729
532024.0575114630031-4.05751146300312
541516.5269290283781-1.52692902837805
553026.71739020898803.28260979101198
562425.3394958960663-1.33949589606632
572624.31254918449231.68745081550774
582421.71725246129782.28274753870220
592221.49415047143090.505849528569084
601415.6462203516491-1.64622035164913
612422.2553595200761.74464047992401
622422.92037560857981.07962439142021
632423.35362015671940.646379843280558
642419.98505558381324.0149444161868
651918.51290616425470.487093835745273
663126.82086767642944.17913232357061
672226.6010375214530-4.60103752145305
682721.46976210052055.5302378994795
691917.73590694522341.26409305477656
702522.30440358960752.69559641039245
712024.9772106374541-4.97721063745406
722121.5026773832730-0.502677383272962
732727.4823128306108-0.482312830610753
742324.3803773473337-1.38037734733372
752525.6982731831007-0.698273183100734
762022.2330812773097-2.23308127730969
772119.24546706874021.75453293125985
782222.4516157406899-0.451615740689923
792323.0320339448358-0.0320339448358424
802524.05217644356390.947823556436078
812523.42308557988541.57691442011461
821723.8630492300674-6.86304923006741
831921.4391304477228-2.43913044772283
842523.97091329555031.02908670444972
851922.3733623294629-3.37336232946291
862023.1407040596382-3.14070405963825
872622.52387072181343.47612927818658
882320.80738427751352.19261572248651
892724.43619578844072.56380421155931
901720.8970807780462-3.8970807780462
911723.3435280898338-6.3435280898338
921920.191563551002-1.19156355100200
931719.7459731472925-2.74597314729248
942222.0165688176436-0.0165688176435780
952123.5510323826098-2.55103238260976
963228.63724483998533.36275516001471
972124.6834795872242-3.6834795872242
982124.3266944626333-3.32669446263334
991821.259817450436-3.259817450436
1001821.2889468496438-3.28894684964376
1012322.83953081416060.160469185839440
1021920.6492902959521-1.64929029595211
1032020.9576947616757-0.957694761675735
1042122.3255043730554-1.32550437305537
1052023.8525057494042-3.85250574940423
1061718.7741072251434-1.77410722514342
1071820.3006604066273-2.30066040662729
1081920.7496791060040-1.74967910600404
1092222.0682765809344-0.0682765809344147
1101518.7664416321540-3.76644163215395
1111418.8510893511519-4.8510893511519
1121826.6429142940773-8.64291429407725
1132421.41144878787982.58855121212023
1143523.562032711943511.4379672880565
1152919.21632460271889.78367539728123
1162121.9816944326307-0.981694432630686
1172520.49532081432834.50467918567167
1182018.49243029639511.50756970360488
1192223.2253187184531-1.22531871845307
1201316.8359413686559-3.83594136865588
1212623.21420021813262.78579978186736
1221716.88722239112380.112777608876169
1232520.09471363697434.90528636302571
1242020.7722734892362-0.772273489236233
1251918.12855439318590.871445606814115
1262122.6212243668162-1.62122436681623
1272221.07047528771720.929524712282783
1282422.70567391104881.29432608895115
1292122.9951676639565-1.99516766395646
1302625.4821958514860.517804148514019
1312420.59509309602053.40490690397949
1321620.2987397994430-4.29873979944297
1332322.37653195122490.623468048775058
1341820.8107987510593-2.81079875105926
1351622.3793138772619-6.37931387726185
1362624.06985436623751.93014563376249
1371919.0560620045677-0.0560620045676737
1382116.86661990375814.13338009624188
1392122.2168258710245-1.21682587102449
1402218.52601737704043.47398262295962
1412319.73402419127493.26597580872508
1422924.81240594107884.18759405892122
1432119.21565087437541.78434912562462
1442119.96394641313691.03605358686309
1452321.89278796226841.10721203773160
1462722.9960672725994.00393272740102
1472525.3746950753506-0.374695075350646
1482121.0001409137780-0.00014091377804544
1491017.1119616413152-7.1119616413152
1502022.6490195793518-2.64901957935177
1512622.57492372824553.42507627175453
1522423.64748326134840.352516738651611
1532931.6584752151628-2.65847521516282
1541918.98258268182110.0174173181788779
1552422.09401617955111.90598382044895
1561920.7666852307848-1.76668523078483
1572423.44015542271860.559844577281405
1582221.82443709696720.175562903032759
1591723.7736200572454-6.77362005724542


Goldfeld-Quandt test for Heteroskedasticity
p-valuesAlternative Hypothesis
breakpoint indexgreater2-sidedless
90.3031671748716900.6063343497433800.69683282512831
100.1832719061613780.3665438123227560.816728093838622
110.3389657526651670.6779315053303340.661034247334833
120.2896088181375340.5792176362750670.710391181862466
130.8660476345142660.2679047309714680.133952365485734
140.8049343753023450.3901312493953090.195065624697655
150.7599021021059230.4801957957881550.240097897894077
160.697170058283160.6056598834336810.302829941716841
170.6192827515251920.7614344969496160.380717248474808
180.5910386873954520.8179226252090950.408961312604548
190.5240253891279160.9519492217441680.475974610872084
200.5182040233470290.9635919533059430.481795976652971
210.4978243196694580.9956486393389170.502175680330541
220.4308793698654340.8617587397308680.569120630134566
230.3858946773320650.771789354664130.614105322667935
240.4349945103799110.8699890207598220.565005489620089
250.4477210430820560.8954420861641110.552278956917944
260.3796057155477910.7592114310955820.620394284452209
270.3292817477595960.6585634955191920.670718252240404
280.3452913229534790.6905826459069590.65470867704652
290.2916634513073060.5833269026146130.708336548692694
300.2385028724348370.4770057448696740.761497127565163
310.1919525543454290.3839051086908580.808047445654571
320.2121741136405940.4243482272811880.787825886359406
330.3620847025213490.7241694050426980.637915297478651
340.5966832722808610.8066334554382780.403316727719139
350.5738366538928480.8523266922143050.426163346107152
360.6339974668983360.7320050662033280.366002533101664
370.6250464751355160.7499070497289680.374953524864484
380.5812071018714420.8375857962571150.418792898128558
390.5492650394891880.9014699210216240.450734960510812
400.6340149807260270.7319700385479470.365985019273973
410.60269680699440.7946063860112010.397303193005600
420.5574937840280780.8850124319438440.442506215971922
430.6440455231616680.7119089536766640.355954476838332
440.616000997208380.767998005583240.38399900279162
450.6392042044274120.7215915911451760.360795795572588
460.5897039664504020.8205920670991950.410296033549598
470.5804433493207140.8391133013585720.419556650679286
480.6916894681453150.616621063709370.308310531854685
490.6504936064723940.6990127870552110.349506393527606
500.6396856720783830.7206286558432330.360314327921617
510.6011762085280530.7976475829438930.398823791471947
520.5602233061220160.8795533877559680.439776693877984
530.5965480101363380.8069039797273240.403451989863662
540.5634095600235080.8731808799529840.436590439976492
550.61489342470360.77021315059280.3851065752964
560.5818554444291540.8362891111416910.418144555570846
570.542133076835250.91573384632950.45786692316475
580.5110416534641830.9779166930716350.488958346535817
590.4639671439414380.9279342878828760.536032856058562
600.4227622766070280.8455245532140570.577237723392972
610.3898561495725360.7797122991450730.610143850427464
620.350053587354270.700107174708540.64994641264573
630.3092759614041240.6185519228082470.690724038595876
640.3422148706163030.6844297412326050.657785129383697
650.3007893406111990.6015786812223980.699210659388801
660.3146221898098270.6292443796196540.685377810190173
670.3767222998931590.7534445997863170.623277700106841
680.453735810270280.907471620540560.54626418972972
690.4151735985958460.8303471971916920.584826401404154
700.398962430900140.797924861800280.60103756909986
710.4658051335482980.9316102670965960.534194866451702
720.4205472185147670.8410944370295340.579452781485233
730.379420083615660.758840167231320.62057991638434
740.3439879474214340.6879758948428680.656012052578566
750.3119416427304130.6238832854608260.688058357269587
760.2883223227826750.576644645565350.711677677217325
770.2657600541081590.5315201082163180.734239945891841
780.2299636642113300.4599273284226600.77003633578867
790.1976096247202450.3952192494404910.802390375279755
800.1708897029030080.3417794058060160.829110297096992
810.1499277119968970.2998554239937930.850072288003104
820.24395879877380.48791759754760.7560412012262
830.2257696281323710.4515392562647430.774230371867629
840.1966305245031690.3932610490063380.803369475496831
850.1986355252872070.3972710505744140.801364474712793
860.1941090879224530.3882181758449060.805890912077547
870.2015667567121550.4031335134243090.798433243287845
880.1884416088080550.376883217616110.811558391191945
890.1762940990469140.3525881980938290.823705900953086
900.1813085945202810.3626171890405620.818691405479719
910.2585526515285150.5171053030570290.741447348471485
920.2242277450197670.4484554900395340.775772254980233
930.2074727718990590.4149455437981180.79252722810094
940.1766470053708150.3532940107416290.823352994629185
950.1618605312911050.323721062582210.838139468708895
960.1655959476425460.3311918952850930.834404052357454
970.1673739261214730.3347478522429460.832626073878527
980.1634576383143210.3269152766286420.836542361685679
990.1563495215565740.3126990431131480.843650478443426
1000.151198669338710.302397338677420.84880133066129
1010.1248112791346940.2496225582693880.875188720865306
1020.1046907682744890.2093815365489770.895309231725511
1030.08483471781537450.1696694356307490.915165282184625
1040.06916769519316770.1383353903863350.930832304806832
1050.07399200919051770.1479840183810350.926007990809482
1060.06100521051733430.1220104210346690.938994789482666
1070.05390697383997750.1078139476799550.946093026160022
1080.04722096954841660.09444193909683310.952779030451583
1090.03639850899195810.07279701798391630.963601491008042
1100.0358992577967030.0717985155934060.964100742203297
1110.04521251733502350.0904250346700470.954787482664976
1120.180955683183650.36191136636730.81904431681635
1130.1650544506177980.3301089012355970.834945549382202
1140.5973072309482420.8053855381035160.402692769051758
1150.8745101486783290.2509797026433430.125489851321671
1160.8449794584935530.3100410830128940.155020541506447
1170.8946327136175360.2107345727649290.105367286382464
1180.872794438000040.254411123999920.12720556199996
1190.8476895587960540.3046208824078920.152310441203946
1200.8779717084798710.2440565830402580.122028291520129
1210.8576716573844740.2846566852310530.142328342615526
1220.8219494008906320.3561011982187370.178050599109368
1230.8504007252332230.2991985495335530.149599274766777
1240.8127759558628560.3744480882742870.187224044137144
1250.777274978352170.445450043295660.22272502164783
1260.7328483037800990.5343033924398020.267151696219901
1270.6990319788557960.6019360422884080.300968021144204
1280.6596255452167960.6807489095664080.340374454783204
1290.6039978115214530.7920043769570940.396002188478547
1300.5426180058472160.9147639883055690.457381994152784
1310.5413969713934640.9172060572130710.458603028606536
1320.5415073068328980.9169853863342040.458492693167102
1330.4920184220027190.9840368440054390.507981577997281
1340.4442985071129750.888597014225950.555701492887025
1350.5968431137570330.8063137724859350.403156886242967
1360.5602255371199120.8795489257601770.439774462880088
1370.4880603972503460.9761207945006920.511939602749654
1380.5004657470716310.9990685058567390.499534252928369
1390.4286773557970480.8573547115940960.571322644202952
1400.3923947448995880.7847894897991760.607605255100412
1410.3578991219123240.7157982438246470.642100878087676
1420.4175660577931260.8351321155862520.582433942206874
1430.5709504908183470.8580990183633060.429049509181653
1440.4976619352808620.9953238705617240.502338064719138
1450.416814948413820.833629896827640.58318505158618
1460.4119343683938630.8238687367877270.588065631606137
1470.3604609236692450.720921847338490.639539076330755
1480.2510712087408650.502142417481730.748928791259135
1490.4565674196640460.9131348393280930.543432580335954
1500.3855213410646060.7710426821292120.614478658935394


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 level40.0281690140845070OK