Multiple Linear Regression - Estimated Regression Equation
Member[t] = + 1.04782670721478 + 0.0729570089347279Provison[t] + 0.0654005174473116Mother[t] + 0.00562364643803958Father[t] + 0.063112559403901Illness[t] -0.0432767813249698Tobacco[t] + e[t]


Multiple Linear Regression - Ordinary Least Squares
VariableParameterS.D.T-STAT
H0: parameter = 0
2-tail p-value1-tail p-value
(Intercept)1.047826707214780.2237464.68316e-063e-06
Provison0.07295700893472790.0278022.62420.0095780.004789
Mother0.06540051744731160.0539321.21270.2271560.113578
Father0.005623646438039580.0498860.11270.9103950.455197
Illness0.0631125594039010.117830.53560.5930060.296503
Tobacco-0.04327678132496980.04231-1.02290.3080120.154006


Multiple Linear Regression - Regression Statistics
Multiple R0.256259646347524
R-squared0.0656690063461582
Adjusted R-squared0.0347308939735144
F-TEST (value)2.12259253425637
F-TEST (DF numerator)5
F-TEST (DF denominator)151
p-value0.0657160719619755
Multiple Linear Regression - Residual Statistics
Residual Standard Deviation0.489914985929934
Sum Squared Residuals36.2425207092478


Multiple Linear Regression - Actuals, Interpolation, and Residuals
Time or IndexActualsInterpolation
Forecast
Residuals
Prediction Error
121.574495857738010.42550414226199
211.31193163381913-0.311931633819132
311.61832691419297-0.618326914192972
411.67713309428253-0.677133094282532
521.568872211300010.431127788699995
621.503471693852690.496528306147307
711.39848519646908-0.398485196469075
821.635675572092570.364324427907431
911.57642870278742-0.576428702787422
1021.503471693852690.496528306147306
1111.12509009546384-0.125090095463842
1221.503471693852690.496528306147306
1311.55902776176918-0.559027761769178
1421.707229737682040.292770262317955
1521.677133094282530.322866905717469
1621.661603695517940.338396304482057
1711.35000118449582-0.350001184495821
1811.57642870278742-0.576428702787422
1911.31428089465827-0.314280894658268
2021.489875140137480.510124859862518
2121.58767599566350.412324004336499
2211.50347169385269-0.503471693852694
2321.712853384120080.287146615879916
2421.504874537197950.495125462802054
2521.508194488956790.491805511043208
2621.430514684917970.569485315082034
2721.566584253256600.433415746743405
2821.639541262191320.360458737808677
2911.78158958996203-0.781589589962025
3011.43051468491797-0.430514684917966
3121.58767599566350.412324004336499
3211.57642870278742-0.576428702787422
3321.514718986728770.485281013271227
3421.707229737682040.292770262317955
3521.430514684917970.569485315082034
3611.57642870278742-0.576428702787422
3721.660633004598230.339366995401771
3811.58011950417608-0.580119504176085
3911.5876759956635-0.587675995663501
4021.639541262191320.360458737808677
4111.50777807316704-0.507778073167037
4221.726033522045540.273966477954459
4321.647452866672770.352547133327227
4411.22772733200833-0.227727332008328
4511.38723790359300-0.387237903592996
4621.536842722851120.463157277148885
4721.570275054645260.429724945354742
4811.35755767598324-0.357557675983238
4921.590995947422350.409004052577653
5021.503471693852690.496528306147306
5111.43613833135601-0.436138331356005
5211.50347169385269-0.503471693852694
5321.282667821999130.717332178000867
5421.347713226452410.652286773547589
5521.499606003753940.50039399624606
5611.45826206747835-0.458262067478347
5711.49960600375394-0.49960600375394
5811.64938571172215-0.64938571172215
5911.28460066704851-0.284600667048510
6011.51803893848762-0.518038938487619
6111.28460066704851-0.284600667048510
6221.460194912527720.539805087472276
6321.452222005250550.547777994749448
6421.582052349225460.417947650774538
6521.576428702787420.423571297212578
6611.64745286667277-0.647452866672773
6721.675200249233150.324799750766846
6821.489875140137480.510124859862518
6911.5876759956635-0.587675995663501
7011.50153884880332-0.501538848803317
7111.50153884880332-0.501538848803317
7221.645520021623400.354479978376604
7311.65307651311081-0.653076513110813
7411.57642870278742-0.576428702787422
7511.78581039305481-0.785810393054812
7611.65307651311081-0.653076513110813
7721.650788555067400.349211444932598
7811.53877556790049-0.538775567900492
7921.422958193430550.577041806569451
8021.580119504176080.419880495823915
8121.653076513110810.346923486889187
8221.507162495241360.492837504758643
8311.64552002162340-0.645520021623396
8421.712853384120080.287146615879916
8521.647452866672770.352547133327227
8611.36880496885932-0.368804968859317
8721.609799731785840.390200268214157
8821.503471693852690.496528306147306
8911.57642870278742-0.576428702787422
9011.43051468491797-0.430514684917966
9121.714786229169460.285213770830539
9221.574495857738050.425504142261955
9321.604176085347800.395823914652197
9411.64745286667277-0.647452866672773
9521.479969387810930.520030612189066
9611.71249827112605-0.712498271126051
9721.653076513110810.346923486889187
9811.64745286667277-0.647452866672773
9911.67520024923315-0.675200249233154
10021.576428702787420.423571297212578
10121.198047104398570.80195289560143
10211.43051468491797-0.430514684917966
10321.572563012688670.427436987311332
10421.653076513110810.346923486889187
10511.55896645897346-0.558966458973456
10611.70722973768204-0.707229737682045
10711.58205234922546-0.582052349225461
10811.34771322645241-0.347713226452411
10921.72040987560750.279590124392499
11011.21726730455182-0.217267304551821
11111.43051468491797-0.430514684917966
11211.24501468711220-0.245014687112202
11311.60417608534780-0.604176085347803
11421.517622522697860.482377477302136
11511.52324616913590-0.523246169135903
11621.72040987560750.279590124392499
11711.5876759956635-0.587675995663501
11821.430514684917970.569485315082034
11921.572563012688670.427436987311332
12011.44659835881251-0.446598358812513
12111.69738528815122-0.697385288151218
12221.649385711722150.35061428827785
12321.430514684917970.569485315082034
12411.50153884880332-0.501538848803317
12521.560899304022830.439100695977166
12621.780186746616770.219813253383227
12721.503471693852690.496528306147306
12821.712853384120080.287146615879916
12911.58073508210176-0.580735082101765
13021.588646686583210.411353313416785
13121.580119504176080.419880495823915
13221.606108930397180.39389106960282
13321.572563012688670.427436987311332
13411.59855243890976-0.598552438909764
13511.71847703055812-0.718477030558124
13621.633856312957560.366143687042438
13721.675200249233150.324799750766846
13821.675200249233150.324799750766846
13921.509095340290730.490904659709266
14011.56887221130001-0.568872211300005
14121.460194912527720.539805087472276
14221.653076513110810.346923486889187
14321.727065515760980.272934484239024
14411.68046878267716-0.68046878267716
14511.43613833135601-0.436138331356005
14621.647452866672770.352547133327227
14721.604176085347800.395823914652197
14821.649385711722150.35061428827785
14911.53315192146245-0.533151921462452
15021.655009358160190.34499064183981
15121.499250890759910.500749109240094
15221.582052349225460.417947650774538
15311.57256301268867-0.572563012688668
15411.43051468491797-0.430514684917966
15521.780186746616770.219813253383227
15611.43613833135601-0.436138331356005
15721.843299306020670.156700693979326


Goldfeld-Quandt test for Heteroskedasticity
p-valuesAlternative Hypothesis
breakpoint indexgreater2-sidedless
90.2594128849274120.5188257698548250.740587115072588
100.2047083239781470.4094166479562940.795291676021853
110.5251921103917270.9496157792165450.474807889608273
120.4771972147146610.9543944294293220.522802785285339
130.4712780755796620.9425561511593230.528721924420338
140.3832373049857930.7664746099715860.616762695014207
150.3871212383219160.7742424766438330.612878761678084
160.4368278995548170.8736557991096340.563172100445183
170.5551230021928420.8897539956143160.444876997807158
180.5808549727167020.8382900545665960.419145027283298
190.5052689209358580.9894621581282850.494731079064142
200.6222698496175790.7554603007648420.377730150382421
210.5745573168816480.8508853662367040.425442683118352
220.5842144036263720.8315711927472570.415785596373628
230.5133916371980330.9732167256039330.486608362801967
240.5132443578792640.9735112842414720.486755642120736
250.5130786705929970.9738426588140060.486921329407003
260.526493639362540.947012721274920.47350636063746
270.4841397468331410.9682794936662810.515860253166859
280.4283331886428140.8566663772856280.571666811357186
290.6063590565443490.7872818869113030.393640943455651
300.604465694016920.791068611966160.39553430598308
310.5744301717812970.8511396564374050.425569828218703
320.6117576162935920.7764847674128160.388242383706408
330.5908180509555620.8183638980888770.409181949044438
340.5462104769243430.9075790461513140.453789523075657
350.5489069955974580.9021860088050840.451093004402542
360.58014818671630.83970362656740.4198518132837
370.5375709412165980.9248581175668040.462429058783402
380.5831619505484870.8336760989030250.416838049451513
390.6108846100763040.7782307798473910.389115389923696
400.5745969401505160.8508061196989690.425403059849484
410.5627044276516940.8745911446966120.437295572348306
420.5215115852622340.9569768294755330.478488414737766
430.4883139020612530.9766278041225060.511686097938747
440.4417363549651110.8834727099302230.558263645034889
450.4179572943959240.8359145887918480.582042705604076
460.4129643441361130.8259286882722250.587035655863887
470.3896278791235960.7792557582471920.610372120876404
480.3702707052500820.7405414105001640.629729294749918
490.3524333998008320.7048667996016650.647566600199168
500.3487615647752140.6975231295504280.651238435224786
510.343837442048460.687674884096920.65616255795154
520.3503369781328390.7006739562656770.649663021867162
530.3836905056356220.7673810112712440.616309494364378
540.4153206763178150.830641352635630.584679323682185
550.3975590153761250.795118030752250.602440984623875
560.3975499392117650.795099878423530.602450060788235
570.429100907151810.858201814303620.57089909284819
580.4645087826787180.9290175653574350.535491217321282
590.4352816361781090.8705632723562170.564718363821891
600.4412587105672390.8825174211344790.558741289432761
610.4105753571425460.8211507142850930.589424642857454
620.4306867516857570.8613735033715150.569313248314243
630.4615449847981250.923089969596250.538455015201875
640.4457126947509680.8914253895019370.554287305249032
650.4312310979339320.8624621958678640.568768902066068
660.4695322784881210.9390645569762420.530467721511879
670.4418656250948520.8837312501897030.558134374905148
680.4470481199527990.8940962399055970.552951880047201
690.4688629605836240.9377259211672480.531137039416376
700.4691394694766040.9382789389532090.530860530523396
710.4686109860470830.9372219720941660.531389013952917
720.4466857593864980.8933715187729950.553314240613502
730.4801482880092080.9602965760184160.519851711990792
740.4984547216279560.9969094432559110.501545278372044
750.5671328973514890.8657342052970210.432867102648511
760.5989673171153610.8020653657692770.401032682884639
770.5890755766483320.8218488467033350.410924423351668
780.5988325509320680.8023348981358630.401167449067932
790.6180677185757990.7638645628484030.381932281424201
800.6084210397879130.7831579204241740.391578960212087
810.586815613077320.826368773845360.41318438692268
820.590999870331350.81800025933730.40900012966865
830.6195474794299090.7609050411401830.380452520570091
840.5901058176023810.8197883647952380.409894182397619
850.5674624223248380.8650751553503230.432537577675162
860.5433479700489330.9133040599021340.456652029951067
870.5259731097648320.9480537804703370.474026890235168
880.5256437124528770.9487125750942460.474356287547123
890.5461433865200180.9077132269599640.453856613479982
900.5357745019671530.9284509960656950.464225498032847
910.5014055566043640.9971888867912720.498594443395636
920.4890470744401370.9780941488802750.510952925559863
930.4698577106511450.939715421302290.530142289348855
940.5066303459024290.9867393081951430.493369654097571
950.5090727776059440.9818544447881130.490927222394056
960.5468586399193430.9062827201613140.453141360080657
970.5215847768388250.9568304463223510.478415223161175
980.5613450753706780.8773098492586430.438654924629322
990.604369893227560.791260213544880.39563010677244
1000.5861118369534290.8277763260931430.413888163046571
1010.6962876143299660.6074247713400680.303712385670034
1020.6819367712077280.6361264575845440.318063228792272
1030.6739166246791190.6521667506417630.326083375320881
1040.645433616254810.7091327674903790.354566383745190
1050.651739037342030.6965219253159390.348260962657970
1060.7246902005136030.5506195989727940.275309799486397
1070.7553800272565920.4892399454868150.244619972743408
1080.7255790815104490.5488418369791020.274420918489551
1090.6881215950397450.6237568099205090.311878404960254
1100.6443998346575390.7112003306849230.355600165342461
1110.6352552733576830.7294894532846330.364744726642317
1120.5891543400935020.8216913198129960.410845659906498
1130.6335962585479690.7328074829040630.366403741452031
1140.6367874469840130.7264251060319730.363212553015987
1150.6361477918203440.7277044163593130.363852208179656
1160.5900862722205640.8198274555588710.409913727779436
1170.6553627190652480.6892745618695030.344637280934752
1180.6777240016066670.6445519967866660.322275998393333
1190.6675990158195330.6648019683609350.332400984180467
1200.669480336899920.6610393262001610.330519663100081
1210.6778613383540920.6442773232918150.322138661645908
1220.6319307907735220.7361384184529570.368069209226478
1230.6644121863390450.671175627321910.335587813660955
1240.6570889632956670.6858220734086660.342911036704333
1250.6333154383199950.733369123360010.366684561680005
1260.5762968709649270.8474062580701470.423703129035073
1270.5754718486809090.8490563026381820.424528151319091
1280.5198377395918990.9603245208162020.480162260408101
1290.5436426065299410.9127147869401180.456357393470059
1300.4957660760183860.9915321520367710.504233923981614
1310.471646602964080.943293205928160.52835339703592
1320.4228875576199650.845775115239930.577112442380035
1330.4428549116456460.8857098232912930.557145088354354
1340.5104909871256350.979018025748730.489509012874365
1350.6189054145443880.7621891709112250.381094585455612
1360.5516682563417690.8966634873164620.448331743658231
1370.4900243825122770.9800487650245540.509975617487723
1380.4480300387208370.8960600774416750.551969961279163
1390.4521394555600860.9042789111201710.547860544439914
1400.49963472886230.99926945772460.5003652711377
1410.6087703950012380.7824592099975250.391229604998762
1420.5549406712413650.890118657517270.445059328758635
1430.5157614865210940.9684770269578110.484238513478906
1440.8516102378534370.2967795242931250.148389762146562
1450.7812672914700780.4374654170598450.218732708529922
1460.6997388649732730.6005222700534540.300261135026727
1470.8663632008466640.2672735983066730.133636799153336
1480.7363883560698540.5272232878602910.263611643930146


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 level00OK