Multiple Linear Regression - Estimated Regression Equation
populariteit[t] = + 12.9387027347946 + 0.195517891544743handgebruik[t] + 0.0494195249964288ontmoeting[t] -0.163771214544565extravert[t] -0.316901171073527blozen[t] + e[t]


Multiple Linear Regression - Ordinary Least Squares
VariableParameterS.D.T-STAT
H0: parameter = 0
2-tail p-value1-tail p-value
(Intercept)12.93870273479461.7538197.377400
handgebruik0.1955178915447430.2254750.86710.3872430.193621
ontmoeting0.04941952499642880.1562310.31630.7521940.376097
extravert-0.1637712145445650.179181-0.9140.3621750.181087
blozen-0.3169011710735270.200636-1.57950.1163180.058159


Multiple Linear Regression - Regression Statistics
Multiple R0.152437878229750
R-squared0.023237306719188
Adjusted R-squared-0.00263720171209170
F-TEST (value)0.898077224574297
F-TEST (DF numerator)4
F-TEST (DF denominator)151
p-value0.466771085548897
Multiple Linear Regression - Residual Statistics
Residual Standard Deviation2.96929238748901
Sum Squared Residuals1331.32128964243


Multiple Linear Regression - Actuals, Interpolation, and Residuals
Time or IndexActualsInterpolation
Forecast
Residuals
Prediction Error
11111.1756450722595-0.175645072259478
21112.3480097255529-1.34800972555294
31511.84119409140663.15880590859341
4912.0698974705029-3.06989747050287
51112.2773183335679-1.27731833356793
61712.50331053956554.4966894604345
71612.12634858547993.87365141452006
8912.2830882100439-3.28308821004386
91412.00496530595121.99503469404884
101212.0226381539474-0.0226381539474106
11612.1970506265076-6.19705062650758
12411.546837149869-7.546837149869
131312.54479997964500.455200020354968
141211.64567619986190.354323800138148
151012.1912807500317-2.19128075003165
161411.47487339533662.52512660466336
171211.95554578095470.0444542190452687
18911.6245707808773-2.62457078087728
191611.71060836441364.28939163558644
201312.92392214217160.0760778578284378
211212.2949911815642-0.294991181564185
221111.6929355164173-0.69293551641731
231211.77066914742560.229330852574408
241212.3148348870440-0.314834887044039
251112.2724469520283-1.27244695202826
261612.11931699549933.8806830045007
27911.9555457809547-2.95554578095473
28811.6435159914209-3.64351599142088
291111.2863870937725-0.286387093772544
30912.0332794119630-3.03327941196301
311611.65415724943654.34584275056352
321410.98499856225433.01500143774570
331011.4925462433329-1.49254624333289
341412.07692906048351.92307093951648
351312.17576811047640.824231889523628
361212.6210948001020-0.621094800101963
371612.03671198295133.96328801704866
381612.29372946805953.70627053194053
391512.53289700812472.46710299187529
40512.2287973035078-7.22879730350776
411212.7213726606462-0.721372660646172
421113.0700205087199-2.07002050871988
431511.61392952286173.38607047713833
441511.971058420513.02894157948999
451011.6718300974327-1.67183009743273
461212.4856376915693-0.485637691569252
47512.5244159585501-7.52441595855008
481612.55760144610163.44239855389839
491612.22302742703183.77697257296817
501211.97321862895100.0267813710490179
51612.1757681104764-6.17576811047637
52712.0818004420232-5.08180044202319
531411.96041716249442.03958283750559
54812.2879595915835-4.28795959158354
551212.2407002750281-0.240700275028080
561012.4728362251127-2.47283622511268
571111.8024158244258-0.80241582442577
581712.30076105804014.69923894195989
591311.44799809987611.55200190012386
601511.58922508488483.41077491511522
611011.3287750287883-1.32877502878833
62911.8637383209425-2.86373832094252
631611.85670673096194.14329326903813
641112.1736079020354-1.1736079020354
65810.9532518852541-2.95325188525412
661411.80944741440642.19055258559358
671112.1369898434955-1.13698984349555
681212.1193169954993-0.119316995499296
691412.31627369759541.68372630240461
701512.61189235263772.38810764736229
711411.90756506650972.09243493349034
721111.4974176248726-0.497417624872566
731111.6611888394171-0.661188839417131
741512.61549137163002.38450862836996
75711.3760343453438-4.37603434534378
761212.2724469520283-0.272446952028258
771011.9604171624944-1.96041716249441
781311.96618703897031.03381296102967
791511.65631745787753.34368254212254
801312.29011980002450.709880199975491
811513.07002050871991.92997949128012
82812.0924417000388-4.09244170003879
831411.80944741440642.19055258559358
841111.9118961324342-0.91189613243423
851211.06273219326260.937267806737421
861611.95554578095474.04445421904527
87811.0569623167867-3.05696231678665
881211.76002788941000.239972110590012
891611.96257737093544.03742262906462
901111.9661870389703-0.966187038970335
911311.92379910395461.07620089604545
92612.3867986415764-6.3867986415764
93411.9661870389703-7.96618703897033
941112.3867986415764-1.38679864157639
95712.1418612250352-5.14186122503522
961211.86030574995420.139694250045802
971212.2031837215520-0.203183721551975
981612.33034752659933.66965247340068
991511.90612625595833.09387374404170
1001311.85670673096191.14329326903813
1011211.44312671833650.556873281663538
102911.5645099978652-2.56450999786525
1031612.28795959158353.71204040841646
1041112.4468594245884-1.44685942458843
1051411.80728720596542.19271279403455
1061012.1369898434955-2.13698984349555
1071011.6435159914209-1.64351599142088
1081111.9109976374980-0.910997637497979
1091613.14558328224462.85441671775544
110811.4797447768763-3.47974477687631
1111612.29499118156423.70500881843581
1121211.59625667486540.403743325134577
1131111.1558013667795-0.155801366779509
1141611.03441808725074.96558191274928
115912.3325077350403-3.33250773504029
1161311.76489927094971.23510072905034
1171411.40994123078492.59005876921507
1181012.2031837215520-2.20318372155198
1191212.9062492941753-0.906249294175312
1201111.7825721189459-0.782572118945915
1211010.9532518852541-0.953251885254119
1221211.95554578095470.0444542190452687
1231312.24070027502810.75929972497192
1241412.26541536204761.73458463795239
1251211.69293551641730.307064483582691
1261411.64351599142092.35648400857912
1271312.29011980002450.709880199975491
128812.2349303985522-4.23493039855215
1291311.23353499778781.76646500221221
1301011.9732186289510-1.97321862895098
131912.0289483460384-3.02894834603844
132812.1193169954993-4.1193169954993
1331511.97321862895103.02678137104902
1341512.08757031849912.91242968150088
1351212.1525024830508-0.152502483050827
136810.9554120936951-2.95541209369509
1371512.71073140263062.28926859736943
138912.1912807500317-3.19128075003165
1391411.15797222426312.84202777573689
1401612.49050907310893.50949092689107
1411413.21755768581950.782442314180456
1421411.760027889412.23997211059001
1431412.39383023155701.60616976844296
1441411.80728720596542.19271279403455
1451411.53980555988832.46019444011165
1461312.44108954811250.558910451887501
1471212.1687365204957-0.168736520495725
1481311.67742287686201.32257712313797
1491912.63660743965726.36339256034276
150812.3267378585644-4.32673785856436
1511012.2336686850474-2.23366868504743
152711.6880641348776-4.68806413487763
1531211.83903388296560.160966117034377
1541611.41497906032864.58502093967139
1551512.27731833356792.72268166643207
156911.7755405289653-2.77554052896527


Goldfeld-Quandt test for Heteroskedasticity
p-valuesAlternative Hypothesis
breakpoint indexgreater2-sidedless
80.093762116546650.18752423309330.90623788345335
90.039773569615470.079547139230940.96022643038453
100.07517033045666760.1503406609133350.924829669543332
110.0634080004266550.126816000853310.936591999573345
120.4348220091691510.8696440183383020.565177990830849
130.3783178085606530.7566356171213060.621682191439347
140.3053151909847520.6106303819695030.694684809015248
150.2264274023576630.4528548047153270.773572597642337
160.3080200761263720.6160401522527440.691979923873628
170.2312111387898520.4624222775797030.768788861210148
180.2096768687826320.4193537375652640.790323131217368
190.5555143063661450.888971387267710.444485693633855
200.5675811727919940.8648376544160120.432418827208006
210.4932746951900340.9865493903800680.506725304809966
220.4198357032978950.839671406595790.580164296702105
230.444550796526760.889101593053520.55544920347324
240.3744607631594490.7489215263188970.625539236840551
250.3435582605477160.6871165210954330.656441739452284
260.436121117893690.872242235787380.56387888210631
270.4488808450490460.8977616900980920.551119154950954
280.4157920269863860.8315840539727730.584207973013614
290.3779003160058790.7558006320117580.622099683994121
300.3432921424105950.686584284821190.656707857589405
310.6235956444208570.7528087111582860.376404355579143
320.6509425742642990.6981148514714030.349057425735701
330.6091846176761060.7816307646477880.390815382323894
340.5722420719547050.855515856090590.427757928045295
350.5151231259320450.969753748135910.484876874067955
360.4712132493800180.9424264987600360.528786750619982
370.4796958738490380.9593917476980770.520304126150962
380.5704278054967550.8591443890064910.429572194503245
390.5466690521218230.9066618957563540.453330947878177
400.754946447705960.4901071045880820.245053552294041
410.7115703376835430.5768593246329140.288429662316457
420.687104348324910.625791303350180.31289565167509
430.6994754957276260.6010490085447480.300524504272374
440.703215755969190.5935684880616190.296784244030809
450.6659343878587750.6681312242824510.334065612141225
460.6180906855890810.7638186288218390.381909314410919
470.8352749346321270.3294501307357470.164725065367873
480.849062906053090.3018741878938190.150937093946909
490.8604759979112120.2790480041775760.139524002088788
500.8310695079688710.3378609840622570.168930492031129
510.9060340024083460.1879319951833070.0939659975916537
520.9427741029314830.1144517941370340.0572258970685172
530.9330201648806350.1339596702387300.0669798351193652
540.9476302344403230.1047395311193530.0523697655596767
550.9337049232110490.1325901535779020.0662950767889511
560.929101616503370.1417967669932590.0708983834966297
570.9127116804923950.1745766390152100.0872883195076049
580.9397482801892560.1205034396214870.0602517198107435
590.9281150743687050.1437698512625900.0718849256312951
600.9304977817857320.1390044364285370.0695022182142684
610.9176511629030120.1646976741939770.0823488370969885
620.9159183819218330.1681632361563330.0840816180781666
630.9296728693358050.1406542613283910.0703271306641953
640.9151969008010560.1696061983978880.0848030991989441
650.9129739328612620.1740521342774750.0870260671387377
660.9037099692904150.1925800614191690.0962900307095847
670.8855458394353120.2289083211293750.114454160564688
680.8611895431115710.2776209137768580.138810456888429
690.844202783433710.3115944331325790.155797216566289
700.8361537167797950.3276925664404090.163846283220205
710.8237203851970050.352559229605990.176279614802995
720.7927078091893810.4145843816212380.207292190810619
730.7593619497933310.4812761004133380.240638050206669
740.7488759496200520.5022481007598950.251124050379948
750.7885808882796440.4228382234407120.211419111720356
760.7542391539053190.4915216921893620.245760846094681
770.7326531679340470.5346936641319060.267346832065953
780.6972029234397530.6055941531204940.302797076560247
790.7051914681877330.5896170636245330.294808531812267
800.6655974539296880.6688050921406240.334402546070312
810.637561647489230.7248767050215390.362438352510769
820.6726815984878950.654636803024210.327318401512105
830.6507493993770840.6985012012458310.349250600622916
840.6105944460906340.7788111078187310.389405553909366
850.5700997452439080.8598005095121850.429900254756092
860.6042951365123490.7914097269753020.395704863487651
870.6048121247754970.7903757504490070.395187875224503
880.5587679505912790.8824640988174430.441232049408721
890.5933383270495340.8133233459009320.406661672950466
900.550753845607760.8984923087844790.449246154392240
910.5095655213463040.9808689573073920.490434478653696
920.669907006685310.6601859866293790.330092993314690
930.8865709717061980.2268580565876030.113429028293802
940.869264303361490.2614713932770190.130735696638509
950.919160871812360.1616782563752800.0808391281876398
960.8993240806475490.2013518387049020.100675919352451
970.8758999538859880.2482000922280250.124100046114012
980.8835232728777150.2329534542445710.116476727122285
990.8832957767342850.2334084465314300.116704223265715
1000.8602585670576460.2794828658847080.139741432942354
1010.8311594167377670.3376811665244660.168840583262233
1020.826060318559840.347879362880320.17393968144016
1030.8419485379743650.3161029240512690.158051462025635
1040.820368629645780.3592627407084390.179631370354219
1050.8043651148563240.3912697702873530.195634885143676
1060.7948891571995690.4102216856008620.205110842800431
1070.768249099064960.463501801870080.23175090093504
1080.7303844845416480.5392310309167050.269615515458352
1090.7224408082771240.5551183834457520.277559191722876
1100.7524689217018450.495062156596310.247531078298155
1110.775438746254080.4491225074918410.224561253745920
1120.7336006792176060.5327986415647890.266399320782394
1130.6882261877277370.6235476245445270.311773812272263
1140.756728397829450.4865432043411010.243271602170551
1150.7918857744734270.4162284510531470.208114225526573
1160.760714471705970.4785710565880620.239285528294031
1170.7414359004554880.5171281990890230.258564099544512
1180.7079693496649230.5840613006701540.292030650335077
1190.6658461391512050.668307721697590.334153860848795
1200.6138829652578630.7722340694842740.386117034742137
1210.5596857870410660.8806284259178690.440314212958934
1220.5023374282663890.9953251434672230.497662571733611
1230.4444320664788550.8888641329577090.555567933521145
1240.3940438992703720.7880877985407440.605956100729628
1250.3371068517035650.674213703407130.662893148296435
1260.3145068429613470.6290136859226940.685493157038653
1270.2620885613073380.5241771226146760.737911438692662
1280.3232316624766620.6464633249533240.676768337523338
1290.2857889389128700.5715778778257390.71421106108713
1300.2594105508015410.5188211016030810.74058944919846
1310.2780725783929220.5561451567858450.721927421607077
1320.3434915979152630.6869831958305260.656508402084737
1330.3231524906848060.6463049813696130.676847509315194
1340.3039150571474130.6078301142948260.696084942852587
1350.2457230448476350.491446089695270.754276955152365
1360.2947672663103330.5895345326206660.705232733689667
1370.2404221196700880.4808442393401770.759577880329912
1380.2896539356067370.5793078712134740.710346064393263
1390.2814098691100140.5628197382200280.718590130889986
1400.2552215452798720.5104430905597440.744778454720128
1410.1949147598297610.3898295196595210.80508524017024
1420.1523805283804660.3047610567609310.847619471619534
1430.1038134555951780.2076269111903570.896186544404822
1440.0746224499609490.1492448999218980.925377550039051
1450.08350101935338340.1670020387067670.916498980646617
1460.05085436789765380.1017087357953080.949145632102346
1470.02585647496928310.05171294993856630.974143525030717
1480.02570907380641440.05141814761282870.974290926193586


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 level30.0212765957446809OK