Multiple Linear Regression - Estimated Regression Equation
Variable[t] = + 17.4557480017071 -0.0596220828042757Parameter[t] + 0.218935765813514S.D.[t] -0.136852917502793`T-STAT`[t] -0.247202455609299`2-tail`[t] + 0.396808017049338`1-tail`[t] -0.0151046024523753t + e[t]


Multiple Linear Regression - Ordinary Least Squares
VariableParameterS.D.T-STAT
H0: parameter = 0
2-tail p-value1-tail p-value
(Intercept)17.45574800170712.0449858.535900
Parameter-0.05962208280427570.062157-0.95920.3389690.169485
S.D.0.2189357658135140.1109491.97330.0502740.025137
`T-STAT`-0.1368529175027930.102916-1.32970.1855930.092796
`2-tail`-0.2472024556092990.128476-1.92410.0562080.028104
`1-tail`0.3968080170493380.0752825.27100
t-0.01510460245237530.006042-2.49990.0134860.006743


Multiple Linear Regression - Regression Statistics
Multiple R0.502833009131382
R-squared0.252841035072121
Adjusted R-squared0.223347918035494
F-TEST (value)8.57288277661948
F-TEST (DF numerator)6
F-TEST (DF denominator)152
p-value4.9650928590772e-08
Multiple Linear Regression - Residual Statistics
Residual Standard Deviation3.44732602810375
Sum Squared Residuals1806.37662509432


Multiple Linear Regression - Actuals, Interpolation, and Residuals
Time or IndexActualsInterpolation
Forecast
Residuals
Prediction Error
12724.12639498268312.87360501731687
22325.3278905094837-2.32789050948365
32525.3105946506167-0.310594650616672
42323.1425647952179-0.142564795217939
51922.9212328900446-3.92123289004464
62923.95764889604645.04235110395356
72525.7729402978557-0.772940297855665
82123.6912265690701-2.69122656907014
92223.1226654327152-1.12266543271515
102523.5228832346941.47711676530596
112421.42143643739512.57856356260492
121820.9907405657123-2.99074056571227
132219.61427999895242.38572000104762
141521.8010947195462-6.80109471954617
152224.3867238015357-2.38672380153568
162825.04656530742492.95343469257509
172023.1906059305252-3.1906059305252
181220.113330543294-8.11333054329397
192422.40066461380751.59933538619254
202022.4513298900013-2.45132989000128
212124.2091718008149-3.20917180081488
222021.7496570167093-1.74965701670926
232120.23647985471180.763520145288229
242322.10644918429250.89355081570746
252822.80676539464685.19323460535319
262422.70952966869431.29047033130573
272424.2100959017649-0.210095901764875
282421.28661958238992.71338041761012
292322.78537422987150.214625770128455
302323.4269301266781-0.426930126678148
312924.95124243156854.04875756843146
322422.88323754462421.11676245537582
331825.6234830931503-7.62348309315027
342526.5283299210078-1.5283299210078
352123.2528121287252-2.25281212872522
362627.2995894199509-1.2995894199509
372225.7333758885773-3.73337588857734
382223.4771472868362-1.47714728683625
392223.2668335411094-1.26683354110945
402326.1230213183996-3.12302131839959
413023.55415099336456.44584900663553
422323.2595282500456-0.25952825004559
431719.4473090951876-2.44730909518762
442324.2425334465938-1.24253344659383
452324.7438165167803-1.74381651678034
462522.94699284017752.05300715982245
472421.37306965750522.62693034249483
482427.8112646272391-3.81126462723911
492323.4762855096774-0.476285509677433
502124.2575943354001-3.2575943354001
512426.0917213589247-2.09172135892466
522422.28064677915651.71935322084353
532821.96842575985976.03157424014028
541621.440064081599-5.44006408159904
552020.382784054042-0.382784054042012
562923.80941882131485.19058117868516
572724.16961128673772.8303887132623
582223.441828608794-1.44182860879401
592824.1646579541893.83534204581103
601620.7974038487875-4.7974038487875
612523.14754903542811.85245096457191
622423.71764631689720.282353683102773
632823.87560203856834.12439796143166
642424.4657678785319-0.465767878531913
652322.86504362575530.134956374244671
663026.97145725543293.02854274456713
672421.59371583465392.40628416534612
682124.2233462419074-3.22334624190743
692523.41070505808411.58929494191586
702524.05147628673230.94852371326766
712221.0288971772650.971102822734967
722322.57669385542240.423306144577629
732622.97107202818363.02892797181637
742321.83700837149231.16299162850771
752523.12734248722521.87265751277479
762121.4421536550423-0.442153655042264
772523.65337295465181.34662704534815
782422.24176789085691.75823210914312
792923.53732959668295.46267040331713
802223.6441526759874-1.64415267598739
812723.59515596255973.40484403744026
822619.72032225745016.27967774254989
832221.35987620055910.640123799440915
842422.0045350562261.99546494377402
852723.07416631601473.92583368398533
862421.32907834753872.6709216524613
872424.6545555803014-0.654555580301407
882924.21460095495844.78539904504158
892222.1325846564454-0.132584656445435
902120.52595595638740.474044043612602
912420.44833154694433.55166845305574
922421.52589682737272.47410317262729
932321.78340782698361.21659217301641
942022.1073550865127-2.10735508651268
952721.21397479718435.78602520281575
962623.20429506819032.79570493180972
972521.83749466242373.16250533757629
982119.99580789130031.00419210869972
992120.56788678555180.432113214448156
1001920.2087963273881-1.20879632738806
1012121.3499989811539-0.349998981153919
1022120.96720025044340.0327997495565692
1031619.5418845376893-3.54188453768929
1042220.37130802209251.62869197790753
1052921.52231125346167.47768874653837
1061521.4335507122992-6.43355071229919
1071720.3825758695164-3.38257586951636
1081519.6521826821777-4.65218268217773
1092121.3416505865218-0.341650586521784
1102120.67243755771310.327562442286877
1111918.93819621893810.0618037810618711
1122417.83256849456136.1674315054387
1132021.8208394521637-1.82083945216374
1141724.4815226826983-7.48152268269833
1152324.1891167120328-1.18911671203275
1162421.81901507132462.1809849286754
1171421.4853857201907-7.48538572019065
1181922.2893922784086-3.28939227840865
1192421.68500947321662.31499052678337
1201319.9339185344671-6.9339185344671
1212224.6775723259204-2.67757232592043
1221620.5596548577463-4.55965485774628
1231922.6363293692522-3.63632936925217
1242522.07176028437082.92823971562922
1252523.52768023279931.47231976720075
1262320.79726897618522.20273102381479
1272422.76705575231981.23294424768024
1282622.77860132744523.22139867255476
1292620.81561986552225.1843801344778
1302523.42372837762411.57627162237588
1311821.5987301526461-3.59873015264608
1322119.20748266332831.79251733667169
1332622.78887238174773.21112761825228
1342321.15132230165431.8486776983457
1352319.08299420776333.91700579223668
1362221.80543840798250.194561592017452
1372021.5732875110786-1.57328751107855
1381321.2544028925807-8.25440289258065
1392420.56003022718133.43996977281871
1401520.7494922343872-5.74949223438724
1411422.2725233273091-8.2725233273091
1422223.1320753348997-1.13207533489966
1431017.0344098108871-7.03440981088713
1442423.45164365434810.548356345651932
1452220.94053964568361.05946035431638
1462424.7496275294982-0.749627529498184
1471920.7263874947993-1.72638749479933
1482021.095416151232-1.09541615123199
1491316.3226538637326-3.32265386373261
1502019.17805287851960.821947121480443
1512222.1018659862759-0.101865986275926
1522422.34952844770761.65047155229237
1532922.1905021414876.80949785851305
1541219.9285720399114-7.92857203991143
1552019.90308852565950.0969114743405294
1562120.33332616653080.66667383346915
1572422.52039849133271.47960150866731
1582220.8086580045641.19134199543599
1592016.89909546543.10090453459997


Goldfeld-Quandt test for Heteroskedasticity
p-valuesAlternative Hypothesis
breakpoint indexgreater2-sidedless
100.7186199108279950.562760178344010.281380089172005
110.6600194150133520.6799611699732960.339980584986648
120.5996068511600850.800786297679830.400393148839915
130.6255776213900010.7488447572199980.374422378609999
140.7513029834540270.4973940330919460.248697016545973
150.6751443341942060.6497113316115870.324855665805794
160.689095192109560.621809615780880.31090480789044
170.6067502023855190.7864995952289630.393249797614481
180.7290590554751750.5418818890496510.270940944524825
190.6707032937680160.6585934124639680.329296706231984
200.6211441516709950.757711696658010.378855848329005
210.5527790972945160.8944418054109680.447220902705484
220.4797215180119310.9594430360238620.520278481988069
230.4658683285768820.9317366571537650.534131671423118
240.5189900538701130.9620198922597740.481009946129887
250.6879959554737410.6240080890525180.312004044526259
260.6261218604605430.7477562790789140.373878139539457
270.5627128638193260.8745742723613480.437287136180674
280.5442866218351850.9114267563296310.455713378164815
290.4798324487856960.9596648975713920.520167551214304
300.4172624225995920.8345248451991840.582737577400408
310.4178517282417440.8357034564834890.582148271758256
320.3568293999505810.7136587999011630.643170600049419
330.618502441044590.762995117910820.38149755895541
340.578211751402320.843576497195360.42178824859768
350.5473024857698620.9053950284602760.452697514230138
360.4921190048475730.9842380096951460.507880995152427
370.4777482997756680.9554965995513350.522251700224332
380.4257702585132730.8515405170265470.574229741486727
390.3768871436878020.7537742873756050.623112856312198
400.3539181783426440.7078363566852880.646081821657356
410.5186758949460840.9626482101078330.481324105053916
420.4647950961917450.929590192383490.535204903808255
430.4351177449755450.870235489951090.564882255024455
440.387983839706830.775967679413660.61201616029317
450.3486089145507640.6972178291015280.651391085449236
460.321786707684390.6435734153687810.67821329231561
470.2976348227898120.5952696455796230.702365177210188
480.2942300509372830.5884601018745660.705769949062717
490.256853152301420.5137063046028390.74314684769858
500.256757177901530.5135143558030590.74324282209847
510.2366690752837490.4733381505674970.763330924716251
520.2065534150842970.4131068301685940.793446584915703
530.2768400598578890.5536801197157780.723159940142111
540.3550390810004390.7100781620008780.644960918999561
550.3400317152602090.6800634305204170.659968284739791
560.4007557585166330.8015115170332650.599244241483367
570.3774430003414630.7548860006829260.622556999658537
580.346348089446170.6926961788923410.65365191055383
590.3468410836019470.6936821672038930.653158916398053
600.4278762810348030.8557525620696050.572123718965197
610.3837405564306130.7674811128612260.616259443569387
620.3415489900662720.6830979801325450.658451009933728
630.3433016298784870.6866032597569730.656698370121513
640.3096327656362880.6192655312725760.690367234363712
650.2704146898923040.5408293797846080.729585310107696
660.2539917671825070.5079835343650150.746008232817493
670.2258332666433050.451666533286610.774166733356695
680.248782084906630.4975641698132590.75121791509337
690.2150165177325110.4300330354650210.78498348226749
700.1820937341758950.364187468351790.817906265824105
710.1531393823205020.3062787646410030.846860617679498
720.1277265266781270.2554530533562530.872273473321873
730.1115302323103140.2230604646206270.888469767689686
740.09100350751550110.1820070150310020.908996492484499
750.07444390556507190.1488878111301440.925556094434928
760.0623755378787910.1247510757575820.937624462121209
770.04961724208239740.0992344841647950.950382757917603
780.03882973140844080.07765946281688160.961170268591559
790.04411768162213110.08823536324426220.955882318377869
800.04046375875493210.08092751750986430.959536241245068
810.03396472280680690.06792944561361380.966035277193193
820.04504896975408230.09009793950816450.954951030245918
830.03529589428664280.07059178857328560.964704105713357
840.02772374331052750.05544748662105510.972276256689472
850.02550629200706670.05101258401413350.974493707992933
860.02029345535535480.04058691071070960.979706544644645
870.01653619585135850.03307239170271710.983463804148641
880.01694849614609450.03389699229218890.983051503853905
890.01431085404708690.02862170809417380.985689145952913
900.01083819328286050.0216763865657210.98916180671714
910.009292071293622060.01858414258724410.990707928706378
920.00760871173837320.01521742347674640.992391288261627
930.005622981697617360.01124596339523470.994377018302383
940.005316713315786490.0106334266315730.994683286684213
950.007886377530229280.01577275506045860.99211362246977
960.006454362154878410.01290872430975680.993545637845122
970.005531670832827570.01106334166565510.994468329167172
980.004248575726899450.00849715145379890.9957514242731
990.003212600628338870.006425201256677740.996787399371661
1000.002667847364548830.005335694729097660.997332152635451
1010.002103406987817010.004206813975634030.997896593012183
1020.001547178954356290.003094357908712590.998452821045644
1030.001883756615409670.003767513230819340.99811624338459
1040.001475768016740010.002951536033480010.99852423198326
1050.006374876189270630.01274975237854130.99362512381073
1060.01521242438782290.03042484877564590.984787575612177
1070.01600733120153970.03201466240307940.98399266879846
1080.02168842070743230.04337684141486460.978311579292568
1090.01700165860417110.03400331720834210.982998341395829
1100.01241894063536340.02483788127072680.987581059364637
1110.009034571816756850.01806914363351370.990965428183243
1120.02589348251335090.05178696502670170.974106517486649
1130.02607726166907350.05215452333814690.973922738330927
1140.06371830275631070.1274366055126210.93628169724369
1150.05494996546086430.1098999309217290.945050034539136
1160.04649721765091360.09299443530182730.953502782349086
1170.1184641576630750.2369283153261510.881535842336925
1180.1121862051485250.2243724102970510.887813794851475
1190.100826087401450.20165217480290.89917391259855
1200.1726539781023360.3453079562046710.827346021897664
1210.1701254179984840.3402508359969680.829874582001516
1220.214658122624510.4293162452490210.78534187737549
1230.2149436411664040.4298872823328070.785056358833596
1240.2049061985176870.4098123970353730.795093801482313
1250.1793550657003050.3587101314006090.820644934299695
1260.1458731824007850.291746364801570.854126817599215
1270.1159763657875240.2319527315750480.884023634212476
1280.1137430664352530.2274861328705060.886256933564747
1290.1580697073999530.3161394147999060.841930292600047
1300.1384746153267920.2769492306535830.861525384673208
1310.1178057816927860.2356115633855720.882194218307214
1320.105936269992990.211872539985980.89406373000701
1330.1046215139517030.2092430279034060.895378486048297
1340.09447347430754630.1889469486150930.905526525692454
1350.2126124780564310.4252249561128620.78738752194357
1360.1735167437927450.347033487585490.826483256207255
1370.148414592975740.296829185951480.85158540702426
1380.2065790742505370.4131581485010740.793420925749463
1390.4667712297550110.9335424595100230.533228770244988
1400.4129678295775620.8259356591551230.587032170422438
1410.5678396632406230.8643206735187540.432160336759377
1420.4791970818706730.9583941637413470.520802918129327
1430.6504885884651450.6990228230697090.349511411534855
1440.605555081070250.78888983785950.39444491892975
1450.5157944529676790.9684110940646420.484205547032321
1460.4117691749345620.8235383498691250.588230825065438
1470.4170306879965470.8340613759930940.582969312003453
1480.2869840211298870.5739680422597730.713015978870113
1490.2000209444922560.4000418889845130.799979055507744


Meta Analysis of Goldfeld-Quandt test for Heteroskedasticity
Description# significant tests% significant testsOK/NOK
1% type I error level70.05NOK
5% type I error level260.185714285714286NOK
10% type I error level380.271428571428571NOK