Multiple Linear Regression - Estimated Regression Equation
O[t] = + 15.1221163728982 + 1.88594086825902Gender[t] -0.0545464258288678CM[t] + 0.14601855026369D[t] -0.107909720696322PE[t] -0.222522303520102PC[t] + 0.419080093545205PS[t] + e[t]


Multiple Linear Regression - Ordinary Least Squares
VariableParameterS.D.T-STAT
H0: parameter = 0
2-tail p-value1-tail p-value
(Intercept)15.12211637289821.9666967.689100
Gender1.885940868259020.5803823.24950.0014230.000712
CM-0.05454642582886780.061246-0.89060.3745410.187271
D0.146018550263690.1114941.30970.1922890.096144
PE-0.1079097206963220.10194-1.05860.2914810.14574
PC-0.2225223035201020.126918-1.75330.081570.040785
PS0.4190800935452050.0733685.71200


Multiple Linear Regression - Regression Statistics
Multiple R0.522382553604487
R-squared0.272883532310344
Adjusted R-squared0.244181566480490
F-TEST (value)9.50748579132165
F-TEST (DF numerator)6
F-TEST (DF denominator)152
p-value7.26832949382583e-09
Multiple Linear Regression - Residual Statistics
Residual Standard Deviation3.39491293472217
Sum Squared Residuals1751.86594282028


Multiple Linear Regression - Actuals, Interpolation, and Residuals
Time or IndexActualsInterpolation
Forecast
Residuals
Prediction Error
12323.3061156456720-0.306115645672036
22524.02869756174740.97130243825255
31921.2305737880458-2.23057378804582
42922.07674834727116.92325165272886
52523.89127955584791.10872044415209
62121.8596674976960-0.859667497695954
72220.74836632946951.25163367053048
82521.64123065746443.35876934253556
91819.2486894122132-1.24868941221316
102217.90966842126134.09033157873873
111519.7385091727421-4.7385091727421
122021.5366822229119-1.53668222291188
132020.8320684368761-0.832068436876072
142122.2887756216734-1.28877562167337
152118.84980412471422.15019587528576
162421.43501757115982.5649824288402
172422.86857751575871.13142248424127
182321.99079595400241.00920404599763
192421.48810313471542.51189686528456
201824.4084495769249-6.40844957692486
212525.484594349736-0.484594349736
222122.1488304412924-1.14883044129239
232222.2504533540294-0.250453354029424
242322.1998274742370.800172525762988
252323.1468293760691-0.146829376069117
262419.88293011887674.11706988112334
272322.40236278861140.597637211388627
282122.9966892446778-1.99668924467783
292820.79788015334527.20211984665484
301620.1468708552825-4.14687085528253
312922.58497762334386.41502237665616
322723.20326786295873.79673213704135
331619.2328611776693-3.23286117766927
342822.82748691600975.17251308399031
352523.14720889203121.85279110796880
362220.29199394970691.70800605029306
372321.67173958806461.32826041193539
382622.49370653400023.50629346599984
392320.97927011810122.02072988189882
402522.54129896078552.45870103921447
412120.63424087585860.365759124141444
422421.43518927022132.56481072977866
432222.9400626510478-0.940062651047814
442722.76076121690284.23923878309718
452619.17356824400886.82643175599116
462421.72456003071832.27543996928169
472424.0332909200441-0.03329092004415
482221.82033379815210.179666201847870
492421.07085505659572.92914494340432
502021.6482629337291-1.64826293372907
512623.36555389142282.63444610857723
522119.62655052696331.37344947303672
531919.7427173939007-0.742717393900692
542121.122707387365-0.122707387365001
551619.451448951167-3.45144895116701
562220.26524222889161.73475777110845
571520.6274585758766-5.62745857587660
581720.0514781848112-3.05147818481125
591519.4616414784843-4.46164147848427
602120.95608633969670.0439136603032818
611918.59570977586870.404290224131271
622417.90958336223076.09041663776927
631725.0582685418496-8.05826854184958
642324.3496094505398-1.34960945053977
652421.70276603954242.29723396045756
661421.8242042423637-7.82420424236368
672224.3970992499823-2.39709924998229
681620.2364592814665-4.23645928146655
691922.4848756185153-3.48487561851526
702521.87107811318033.12892188681974
712422.72264402452561.27735597547442
722622.7281287984863.27187120151401
732620.88771135363545.11228864636464
742523.29524110059221.70475889940781
751821.7356495948753-3.73564959487531
762119.19372693221611.80627306778388
772321.09968694521221.90031305478778
782021.3709931692890-1.37099316928897
791321.2876581748591-8.28765817485906
801520.8523916219684-5.85239162196839
811422.1949372353157-8.19493723531572
822223.5474000683615-1.54740006836153
831017.6176644540326-7.61766445403256
842221.23151414490110.76848585509894
852424.6695886050205-0.66958860502045
861921.3851804796882-2.38518047968824
872021.4013737208431-1.4013737208431
881316.4567240674248-3.45672406742479
892019.73588615272720.264113847272804
902222.7596924810015-0.759692481001539
912422.48230153969191.51769846030811
922922.98511869784936.01488130215072
931220.3529138235261-8.3529138235261
942020.6443297946186-0.644329794618582
952120.73355567336680.266444326633248
962221.19622937043970.803770629560266
972017.28119401713912.71880598286093
982623.94385040014022.05614959985980
992322.88169032163670.118309678363270
1002421.43324864589042.56675135410962
1012224.4677217023441-2.46772170234414
1022825.74400183346092.25599816653914
1031220.2579452096462-8.25794520964623
1042422.91291780820571.08708219179430
1052021.9003372203891-1.90033722038913
1062322.04554379284360.954456207156377
1072822.99229571839315.00770428160695
1082421.733743927752.26625607225001
1092323.4508688075582-0.450868807558179
1102925.32980955514393.6701904448561
1112627.4458698242759-1.44586982427592
1122226.2421505535834-4.24215055358339
1132223.3520839339131-1.35208393391308
1142326.6973691384142-3.69736913841416
1153024.19895502025225.80104497974778
1161719.9547041499017-2.95470414990172
1172325.4141210242680-2.41412102426805
1182523.35649997197221.64350002802778
1192428.3565265785553-4.35652657855528
1202426.1353513078034-2.13535130780339
1212423.06597541654340.934024583456574
1222022.1810291593008-2.18102915930081
1232224.4609687383918-2.46096873839178
1242824.94993478209653.05006521790352
1252524.15523981948780.844760180512194
1262424.6427298563-0.64272985630001
1272425.116406477499-1.11640647749899
1282323.5856818176043-0.585681817604278
1293027.94009884105462.05990115894542
1302422.73784314474601.26215685525402
1312125.4179998312895-4.41799983128947
1322523.96367131140041.03632868859956
1332524.40593518335010.594064816649902
1342924.50346426998874.49653573001132
1352222.3943218820612-0.394321882061161
1362723.78438164497273.21561835502728
1372422.56617656677381.43382343322619
1382925.12159679452793.87840320547214
1392121.7036494703175-0.703649470317532
1402421.46755694565752.53244305434253
1412322.7820810671970.217918932803005
1422722.67429410437074.32570589562932
1432522.94065998770122.05934001229877
1442121.9767110135990-0.976711013599046
1452122.5444620134524-1.54446201345244
1462922.76712105882856.23287894117155
1472121.7811786394597-0.78117863945972
1482023.6697201209574-3.66972012095741
1491923.7622526184836-4.76225261848364
1502423.28707181499590.712928185004062
1511321.2180070139171-8.21800701391713
1522524.43363404283010.566365957169871
1532322.70937106193150.290628938068539
1542624.73415866071931.26584133928067
1552320.95295422159452.04704577840551
1562224.0007563060825-2.00075630608249
1572422.75198098858851.24801901141150
1582424.9855629546809-0.98556295468088
1592424.6157539109051-0.615753910905134


Goldfeld-Quandt test for Heteroskedasticity
p-valuesAlternative Hypothesis
breakpoint indexgreater2-sidedless
100.6673609779071460.6652780441857080.332639022092854
110.8826274316807660.2347451366384680.117372568319234
120.8150445576017170.3699108847965650.184955442398283
130.7279100989359210.5441798021281580.272089901064079
140.6264958029722720.7470083940554560.373504197027728
150.5661206073277060.8677587853445890.433879392672294
160.4681267312557510.9362534625115020.531873268744249
170.3779752725949610.7559505451899220.622024727405039
180.2990281108390560.5980562216781120.700971889160944
190.2711051347856590.5422102695713170.728894865214341
200.4311906668327060.8623813336654120.568809333167294
210.3604216408564110.7208432817128220.639578359143589
220.3266411724738480.6532823449476960.673358827526152
230.2650636049660920.5301272099321840.734936395033908
240.2067085309919290.4134170619838580.793291469008071
250.1565257297050420.3130514594100840.843474270294958
260.1534774779177750.3069549558355500.846522522082225
270.1263137904097790.2526275808195580.873686209590221
280.09841604144020370.1968320828804070.901583958559796
290.2157515349461840.4315030698923680.784248465053816
300.3186664755123780.6373329510247570.681333524487622
310.4955369560589780.9910739121179570.504463043941022
320.4978985253155040.9957970506310090.502101474684496
330.5185171333471390.9629657333057230.481482866652861
340.5809420274129140.8381159451741730.419057972587086
350.5291772578442290.9416454843115430.470822742155771
360.4869978889291620.9739957778583240.513002111070838
370.4326443247407720.8652886494815430.567355675259228
380.4196412263160250.839282452632050.580358773683975
390.3752715391428770.7505430782857550.624728460857123
400.3465235392969280.6930470785938560.653476460703072
410.2973477176646090.5946954353292180.702652282335391
420.2677782295989470.5355564591978940.732221770401053
430.2287134827077380.4574269654154750.771286517292262
440.2336346883490590.4672693766981190.76636531165094
450.3396711117462550.6793422234925090.660328888253745
460.3031593384305460.6063186768610920.696840661569454
470.2590266829623030.5180533659246060.740973317037697
480.2326656554323230.4653313108646470.767334344567677
490.2139190449383780.4278380898767560.786080955061622
500.1885722845288210.3771445690576410.81142771547118
510.1689687867249600.3379375734499210.83103121327504
520.1423725887127270.2847451774254540.857627411287273
530.1211467417493190.2422934834986380.878853258250681
540.1023023194418700.2046046388837410.89769768055813
550.1153205577427970.2306411154855940.884679442257203
560.09800115990961470.1960023198192290.901998840090385
570.1273531777241740.2547063554483480.872646822275826
580.1283057686469300.2566115372938610.87169423135307
590.1624001187388800.3248002374777590.83759988126112
600.1357094018812640.2714188037625280.864290598118736
610.111692882562940.223385765125880.88830711743706
620.1775690424470710.3551380848941410.822430957552929
630.4313621137981480.8627242275962970.568637886201852
640.41369082856480.82738165712960.5863091714352
650.3957689872379990.7915379744759980.604231012762001
660.5836164297677790.8327671404644420.416383570232221
670.5527169422085690.8945661155828620.447283057791431
680.5771288301839090.8457423396321820.422871169816091
690.5822579972237640.8354840055524730.417742002776236
700.588080043298380.823839913403240.41191995670162
710.5547012134089120.8905975731821760.445298786591088
720.5643982973796620.8712034052406760.435601702620338
730.643872890264250.7122542194714990.356127109735750
740.6223934514791820.7552130970416360.377606548520818
750.6284172711358540.7431654577282930.371582728864147
760.6171399529974450.7657200940051110.382860047002555
770.6162048933795550.767590213240890.383795106620445
780.5759711164583070.8480577670833850.424028883541693
790.7497019439664940.5005961120670130.250298056033506
800.8000461985601870.3999076028796250.199953801439813
810.9003569033627210.1992861932745580.0996430966372788
820.880546858361320.2389062832773610.119453141638680
830.9565601395256450.08687972094871050.0434398604743553
840.9454600843725170.1090798312549660.0545399156274828
850.9315386408229810.1369227183540370.0684613591770187
860.9218590366261760.1562819267476480.0781409633738238
870.9054007336080730.1891985327838550.0945992663919274
880.9013651289568140.1972697420863730.0986348710431864
890.8799372331217630.2401255337564740.120062766878237
900.8554098466107920.2891803067784170.144590153389208
910.8318637660072330.3362724679855340.168136233992767
920.9072450236471430.1855099527057150.0927549763528573
930.9644984323733110.07100313525337780.0355015676266889
940.9569999237505770.08600015249884580.0430000762494229
950.9445375956440480.1109248087119040.0554624043559522
960.930733509184270.1385329816314610.0692664908157305
970.9188362969345970.1623274061308070.0811637030654034
980.9003373457689440.1993253084621130.0996626542310564
990.8783680905414050.243263818917190.121631909458595
1000.8593038728207410.2813922543585180.140696127179259
1010.8544529430959280.2910941138081450.145547056904072
1020.8455240275760960.3089519448478070.154475972423904
1030.9562009498678770.08759810026424520.0437990501321226
1040.947482965465640.1050340690687180.0525170345343591
1050.9398796738278920.1202406523442160.0601203261721082
1060.9235817645429290.1528364709141430.0764182354570714
1070.9419924400877150.1160151198245700.0580075599122851
1080.9327322078236160.1345355843527680.0672677921763839
1090.9140143152221120.1719713695557760.085985684777888
1100.9294421486019350.1411157027961300.0705578513980652
1110.9125369979096180.1749260041807650.0874630020903823
1120.9135701821304010.1728596357391980.0864298178695991
1130.8993595275964990.2012809448070020.100640472403501
1140.9005107229891150.1989785540217700.0994892770108849
1150.9414246907813910.1171506184372170.0585753092186086
1160.939734319019220.1205313619615610.0602656809807805
1170.9301681011273970.1396637977452060.0698318988726032
1180.911589378498510.1768212430029820.0884106215014908
1190.9228302255564020.1543395488871960.077169774443598
1200.9219016363900810.1561967272198380.0780983636099188
1210.9011383554289820.1977232891420360.0988616445710179
1220.9016833788695230.1966332422609540.0983166211304771
1230.882258697161270.2354826056774600.117741302838730
1240.9057397010038770.1885205979922460.0942602989961232
1250.8773156230567370.2453687538865250.122684376943263
1260.841923538407850.3161529231843010.158076461592151
1270.8309167558249250.3381664883501490.169083244175075
1280.788117337017520.4237653259649600.211882662982480
1290.788629743846030.4227405123079390.211370256153970
1300.7782145213410990.4435709573178010.221785478658901
1310.8065598690882510.3868802618234970.193440130911749
1320.7563607007600650.487278598479870.243639299239935
1330.6999797679059740.6000404641880520.300020232094026
1340.7140640116117680.5718719767764640.285935988388232
1350.6534053008735770.6931893982528450.346594699126423
1360.7410574556355750.5178850887288510.258942544364425
1370.6937510573066320.6124978853867370.306248942693368
1380.6535962796102490.6928074407795020.346403720389751
1390.573743221811390.852513556377220.42625677818861
1400.5253797934884920.9492404130230170.474620206511508
1410.4710897043451620.9421794086903250.528910295654838
1420.4651040231581770.9302080463163550.534895976841823
1430.4029278381839140.8058556763678280.597072161816086
1440.3125011760142070.6250023520284140.687498823985793
1450.2286049617937620.4572099235875240.771395038206238
1460.3820103031736620.7640206063473230.617989696826338
1470.2694705044439290.5389410088878590.73052949555607
1480.3306400924506670.6612801849013340.669359907549333
1490.4255436638165750.851087327633150.574456336183425


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 level40.0285714285714286OK