Multiple Linear Regression - Estimated Regression Equation
D[t] = + 7.28981769944956 + 0.881039528223467Gender[t] + 0.247509655175127CM[t] -0.088425700420726PE[t] + 0.151038276304408PC[t] -0.175896134084292PS[t] + 0.0764167144019203O[t] + e[t]


Multiple Linear Regression - Ordinary Least Squares
VariableParameterS.D.T-STAT
H0: parameter = 0
2-tail p-value1-tail p-value
(Intercept)7.289817699449561.5690544.6467e-064e-06
Gender0.8810395282234670.4282772.05720.0413790.020689
CM0.2475096551751270.0396266.246100
PE-0.0884257004207260.073669-1.20030.2318840.115942
PC0.1510382763044080.0919261.6430.102440.05122
PS-0.1758961340842920.056729-3.10060.0023020.001151
O0.07641671440192030.0583491.30970.1922890.096144


Multiple Linear Regression - Regression Statistics
Multiple R0.510045197445894
R-squared0.260146103437621
Adjusted R-squared0.23094134436279
F-TEST (value)8.90766134283299
F-TEST (DF numerator)6
F-TEST (DF denominator)152
p-value2.48383622558634e-08
Multiple Linear Regression - Residual Statistics
Residual Standard Deviation2.45594595312024
Sum Squared Residuals916.81391974645


Multiple Linear Regression - Actuals, Interpolation, and Residuals
Time or IndexActualsInterpolation
Forecast
Residuals
Prediction Error
11111.4270664654548-0.427066465454784
267.8360849782289-1.83608497822890
389.62543019807488-1.62543019807488
4109.5925014791350.407498520864995
5109.384495711482460.615504288517541
6119.497850435473711.50214956452629
71610.43208445909335.56791554090673
8119.621814710366021.37818528963398
91212.8441532226489-0.844153222648853
10812.5629655324714-4.56296553247144
111210.40095326951001.59904673049001
12910.7096529792644-1.70965297926435
131412.60352434617431.39647565382566
141511.91838008979133.08161991020871
15911.4757826990331-2.47578269903315
1689.07132122438775-1.07132122438775
1799.25645274800645-0.256452748006450
1899.14204687117348-0.142046871173476
191611.56321055157974.43678944842031
20119.163110478741941.83688952125806
2189.75546017726055-1.75546017726055
2298.560937067347080.439062932652920
231212.1869993356155-0.186999335615527
24910.2165958732887-1.21659587328873
2598.198043091354010.801956908645985
261411.18030449223482.81969550776515
271011.9749765840517-1.97497658405167
28149.743918445789024.25608155421097
291011.0089539299066-1.00895392990658
3068.67024822823558-2.67024822823558
311311.86684403902211.13315596097790
321010.3721797213492-0.372179721349167
33159.57384653011785.4261534698822
34129.729970061248432.27002993875157
35119.98864881670011.01135118329991
36812.3794926085917-4.37949260859167
37910.3177033935953-1.31770339359533
38911.9857052893062-2.9857052893062
391512.24932947860912.75067052139088
40910.8179273934591-1.81792739345913
411011.2165658946185-1.21656589461852
421210.57319133476841.42680866523160
431111.2605479614451-0.260547961445076
441411.00923636279672.99076363720333
45610.9772152934261-4.97721529342609
4689.77218015280336-1.77218015280336
47109.530730794475780.469269205524219
481211.85178480244960.148215197550421
4958.45571290370601-3.45571290370601
50109.97349360300190.0265063969981023
511011.2762949004487-1.27629490044874
521312.59932659427830.400673405721733
531011.0795893783874-1.07958937838741
541010.7256769437123-0.725676943712285
5599.77505000674727-0.775050006747274
5689.91633765040715-1.91633765040715
571411.41608419231762.58391580768237
58810.7934851193662-2.79348511936621
59911.3951222496545-2.39512224965451
601411.54763066445122.45236933554876
6189.49297444226475-1.49297444226476
62813.2856068854032-5.28560688540323
6378.69003696248559-1.69003696248559
6467.12801657480809-1.12801657480809
6588.99581178818015-0.995811788180153
6668.37000110057948-2.37000110057948
671111.5606391324515-0.560639132451452
68118.983545551981252.01645444801875
691410.21300556828993.78699443171013
7089.77063316074073-1.77063316074073
7188.6866448238785-0.686644823878504
721110.24096166518630.759038334813698
731010.1593919321312-0.159391932131153
741413.03037819989240.969621800107553
751110.40091068839300.599089311607034
76910.1875828447298-1.1875828447298
7789.6497480014096-1.64974800140960
78139.776420485816443.22357951418356
79129.254400345326922.74559965467308
801310.91395506638532.08604493361467
811412.30284345534471.69715654465532
821211.47928443983430.520715560165656
831411.19894646789242.80105353210758
841310.28126122322692.71873877677309
851611.48595017809694.51404982190309
86911.8732388109950-2.87323881099502
87910.1591115047232-1.15911150472325
88910.7826642103246-1.78266421032460
89811.0178646768088-3.01786467680884
9079.73454081571445-2.73454081571445
911611.62607697567984.37392302432015
921113.0106096506112-2.01060965061122
9399.97827399046014-0.978273990460137
94119.741821456510291.25817854348971
9599.51690184462251-0.516901844622511
961310.73048013702342.26951986297663
971614.23724113136071.76275886863933
981412.71619291932791.28380708067209
991211.36563811069590.634361889304061
1001312.93005340450820.0699465954917786
101119.754682194010751.24531780598925
10247.80921307165918-3.80921307165918
103810.5735802567502-2.57358025675017
104810.6393675539457-2.63936755394575
1051614.49045940767101.50954059232896
1061414.7591597620569-0.75915976205688
1071111.7309095033756-0.730909503375649
108912.0703449656655-3.07034496566547
109911.0966801347550-2.09668013475504
1101012.0401686714644-2.04016867146438
1111613.08741123332252.91258876667753
1121113.2051501649742-2.20515016497421
113169.77349915883236.22650084116771
1141211.01135467893310.98864532106695
1151412.98655932908871.01344067091126
1161011.3444899926022-1.34448999260225
1171010.6293844824562-0.629384482456151
1181210.51162073946941.48837926053062
1191412.65439905744091.34560094255912
1201612.55652292704773.44347707295229
121910.9134111560878-1.91341115608782
122812.2511265540770-4.25112655407697
12389.50645171640571-1.50645171640571
12479.39609934544645-2.39609934544645
125910.3656680893661-1.36566808936615
1261010.7377494663308-0.737749466330787
1271310.89046383182232.10953616817774
128108.844020339960971.15597966003903
1291112.1477185809318-1.14771858093178
130814.0435662397009-6.04356623970091
13199.78786816313071-0.787868163130714
132138.988808090314824.01119190968518
133149.361777341584574.63822265841543
1341211.36806351594540.63193648405458
1351211.76647326055720.233526739442779
1361412.63258981610751.36741018389252
1371111.3270951777102-0.327095177710184
1381410.46645059566563.53354940433436
1391011.4842169280899-1.48421692808995
1401413.42022153298460.579778467015447
1411110.85772194002180.142278059978229
142911.7806732074983-2.78067320749825
1431614.18164026322931.81835973677065
144911.3083207940057-2.30832079400566
14579.99134776291645-2.99134776291645
1461413.09944139108690.900558608913107
1471411.18995160960392.81004839039613
148811.5409767919281-3.54097679192805
1491110.42291461164070.577085388359251
1501412.35584378327171.64415621672835
1511111.7245653771566-0.72456537715656
1522011.79179431921208.20820568078805
1531110.88988524993250.110114750067473
154910.1022535330555-1.10225353305546
1551012.4590040776327-2.45900407763274
1561311.45584524750651.54415475249345
157810.8169397772171-2.81693977721710
1581511.64495379480363.35504620519639
1591412.94924500600691.05075499399306


Goldfeld-Quandt test for Heteroskedasticity
p-valuesAlternative Hypothesis
breakpoint indexgreater2-sidedless
100.9205602925596030.1588794148807930.0794397074403965
110.8707660571918310.2584678856163380.129233942808169
120.8055347223320770.3889305553358460.194465277667923
130.8496446309161830.3007107381676350.150355369083817
140.880675736751220.2386485264975580.119324263248779
150.830288806096170.339422387807660.16971119390383
160.7673439770269040.4653120459461920.232656022973096
170.7091964123738520.5816071752522960.290803587626148
180.6423968214854370.7152063570291250.357603178514563
190.8413893137333520.3172213725332970.158610686266648
200.794020235184690.4119595296306180.205979764815309
210.7684750544613980.4630498910772040.231524945538602
220.706202242771730.5875955144565410.293797757228270
230.6440661046362990.7118677907274020.355933895363701
240.59285945063320.8142810987335990.407140549366799
250.5226037760118090.9547924479763820.477396223988191
260.5147459064320830.9705081871358340.485254093567917
270.4795602564896320.9591205129792640.520439743510368
280.5461056126961360.9077887746077270.453894387303864
290.4896889722601350.979377944520270.510311027739865
300.4790352406351180.9580704812702370.520964759364882
310.430313892418460.860627784836920.56968610758154
320.3688243535465520.7376487070931040.631175646453448
330.5105257620991010.9789484758017970.489474237900899
340.4863537365342360.9727074730684730.513646263465763
350.4471434214024570.8942868428049150.552856578597543
360.5685523864573430.8628952270853150.431447613542657
370.5167344212470390.9665311575059220.483265578752961
380.5258620759315960.9482758481368080.474137924068404
390.5086062116817890.9827875766364230.491393788318211
400.4812010185410670.9624020370821340.518798981458933
410.4371244331370840.8742488662741680.562875566862916
420.3931667645018180.7863335290036350.606833235498182
430.3436064573386320.6872129146772640.656393542661368
440.3755521563423350.751104312684670.624447843657665
450.5407775783028840.9184448433942310.459222421697116
460.5477087827329240.9045824345341530.452291217267076
470.5049234920571370.9901530158857270.495076507942863
480.4538006297307590.9076012594615180.546199370269241
490.4846101596322740.9692203192645490.515389840367726
500.4357078093699820.8714156187399630.564292190630018
510.4251590771017310.8503181542034620.574840922898269
520.3782338541249270.7564677082498530.621766145875073
530.3432112306811680.6864224613623350.656788769318832
540.3063921298268630.6127842596537260.693607870173137
550.2983081908172820.5966163816345630.701691809182718
560.2935320336458060.5870640672916130.706467966354194
570.3025376160588570.6050752321177150.697462383941143
580.3108102624653210.6216205249306420.689189737534679
590.3110650694117160.6221301388234320.688934930588284
600.3069571667045420.6139143334090840.693042833295458
610.2842103907022370.5684207814044730.715789609297763
620.4533691110983780.9067382221967570.546630888901621
630.4448783085905820.8897566171811640.555121691409418
640.4080617742729040.8161235485458080.591938225727096
650.3724360862985740.7448721725971490.627563913701426
660.3801965657026110.7603931314052230.619803434297388
670.3434325225228030.6868650450456060.656567477477197
680.3262304202879630.6524608405759250.673769579712037
690.3827670242643640.7655340485287270.617232975735636
700.3683298036917180.7366596073834360.631670196308282
710.3316094757262110.6632189514524230.668390524273789
720.2971017831833510.5942035663667010.702898216816649
730.260829431491970.521658862983940.73917056850803
740.2351834723200160.4703669446400320.764816527679984
750.2019764955278280.4039529910556560.798023504472172
760.1845160074440630.3690320148881270.815483992555937
770.1802217662918060.3604435325836110.819778233708194
780.1935283076303990.3870566152607980.806471692369601
790.1938807079230500.3877614158460990.80611929207695
800.1787501468398930.3575002936797870.821249853160107
810.1615967993278690.3231935986557390.83840320067213
820.134880576151160.269761152302320.86511942384884
830.1588863752717340.3177727505434670.841113624728266
840.1627502059619030.3255004119238050.837249794038097
850.2435990385720920.4871980771441840.756400961427908
860.2547973499817710.5095946999635420.745202650018229
870.2269225194040620.4538450388081230.773077480595939
880.2136767457171850.4273534914343710.786323254282815
890.2421093048525230.4842186097050460.757890695147477
900.2739899104574880.5479798209149750.726010089542512
910.334887350748030.669774701496060.66511264925197
920.3355163797177690.6710327594355390.66448362028223
930.3065322290778060.6130644581556110.693467770922194
940.2715423830930730.5430847661861450.728457616906927
950.2621153933028980.5242307866057960.737884606697102
960.2369843633523170.4739687267046330.763015636647683
970.2053905339024470.4107810678048940.794609466097553
980.180148530455130.360297060910260.81985146954487
990.1507466934425470.3014933868850950.849253306557453
1000.1266260585000740.2532521170001480.873373941499926
1010.1096400335445460.2192800670890930.890359966455454
1020.1660192149871340.3320384299742670.833980785012866
1030.1526238388175850.3052476776351710.847376161182415
1040.1561417829226640.3122835658453270.843858217077336
1050.1634753111889260.3269506223778520.836524688811074
1060.1346779895228810.2693559790457630.865322010477119
1070.1148004916265550.2296009832531100.885199508373445
1080.1202922852950070.2405845705900130.879707714704993
1090.1056962624996090.2113925249992190.89430373750039
1100.11132842719490.22265685438980.8886715728051
1110.1263627034644120.2527254069288250.873637296535588
1120.1117090952232640.2234181904465290.888290904776736
1130.2809408111394480.5618816222788970.719059188860552
1140.2498811691661680.4997623383323370.750118830833832
1150.2147242475563290.4294484951126580.785275752443671
1160.1808723636776950.361744727355390.819127636322305
1170.1480457450481860.2960914900963720.851954254951814
1180.1270743537051620.2541487074103240.872925646294838
1190.1140704123240930.2281408246481870.885929587675907
1200.1385587604500070.2771175209000150.861441239549993
1210.1273885694666930.2547771389333860.872611430533307
1220.1284550582540280.2569101165080560.871544941745972
1230.1073593602935240.2147187205870480.892640639706476
1240.1571055395552020.3142110791104040.842894460444798
1250.1355789334784340.2711578669568680.864421066521566
1260.1101420384054050.2202840768108090.889857961594595
1270.1074792844760830.2149585689521660.892520715523917
1280.08709769431398080.1741953886279620.91290230568602
1290.08460982674348060.1692196534869610.91539017325652
1300.2600846169870870.5201692339741740.739915383012913
1310.2123695511793170.4247391023586350.787630448820683
1320.2552910388081770.5105820776163550.744708961191823
1330.3692011457371460.7384022914742930.630798854262854
1340.3125118703973020.6250237407946040.687488129602698
1350.2562844125869730.5125688251739460.743715587413027
1360.2511762366373390.5023524732746770.748823763362661
1370.2004283685626230.4008567371252450.799571631437377
1380.2214225296435320.4428450592870640.778577470356468
1390.1741110076678180.3482220153356370.825888992332181
1400.1343160099155650.2686320198311300.865683990084435
1410.09664952069900350.1932990413980070.903350479300997
1420.08438950941803790.1687790188360760.915610490581962
1430.06212770849460320.1242554169892060.937872291505397
1440.05084769422427180.1016953884485440.949152305775728
1450.04408957964370440.08817915928740880.955910420356296
1460.02741643516182640.05483287032365280.972583564838174
1470.02152127422189390.04304254844378780.978478725778106
1480.01759349240840130.03518698481680260.982406507591599
1490.007448389024958380.01489677804991680.992551610975042


Meta Analysis of Goldfeld-Quandt test for Heteroskedasticity
Description# significant tests% significant testsOK/NOK
1% type I error level00OK
5% type I error level30.0214285714285714OK
10% type I error level50.0357142857142857OK