Multiple Linear Regression - Estimated Regression Equation
Depression[t] = + 9.24355550579304 + 0.493286378792209Month[t] -0.00260207016403223Expect[t] -0.0557478262810437Criticism[t] -0.214965647664329Concerns[t] + e[t]


Multiple Linear Regression - Ordinary Least Squares
VariableParameterS.D.T-STAT
H0: parameter = 0
2-tail p-value1-tail p-value
(Intercept)9.243555505793043.3058742.79610.0058320.002916
Month0.4932863787922090.309081.5960.1125420.056271
Expect-0.002602070164032230.183669-0.01420.9887150.494357
Criticism-0.05574782628104370.232612-0.23970.8109120.405456
Concerns-0.2149656476643290.210983-1.01890.309860.15493


Multiple Linear Regression - Regression Statistics
Multiple R0.161389265252687
R-squared0.0260464949388022
Adjusted R-squared0.000749001300848984
F-TEST (value)1.02960772761003
F-TEST (DF numerator)4
F-TEST (DF denominator)154
p-value0.393886977846912
Multiple Linear Regression - Residual Statistics
Residual Standard Deviation3.1442247281482
Sum Squared Residuals1522.46696772919


Multiple Linear Regression - Actuals, Interpolation, and Residuals
Time or IndexActualsInterpolation
Forecast
Residuals
Prediction Error
11212.1885676692836-0.188567669283605
21112.2558253632110-1.25582536321096
31412.62545386523331.37454613476669
41212.5872686683213-0.587268668321266
52112.55679268501678.44320731498329
61212.7071253962701-0.70712539627006
72212.60287840082909.39712159917097
81112.59693077879-1.59693077878999
91012.6125405112978-2.61254051129776
101312.65853191870190.341468081298108
111012.2319570065237-2.23195700652371
12811.9497563522844-3.94975635228437
131512.29160793805082.7083920619492
141412.58726866832131.41273133167873
151012.7299946171744-2.72999461717435
161412.97816345686681.02183654313317
171412.41666880632771.58333119367234
181112.7299946171744-1.72999461717435
191012.5114504509154-2.51145045091537
201311.87328896157571.12671103842432
21712.1281624247701-5.12816242477007
221411.72796094255862.27203905744144
231212.2986679783555-0.298667978355491
241411.96601794657142.03398205342865
251112.5386751907531-1.53867519075310
26912.6474744647430-3.64747446474297
271112.5419264342199-1.54192643421992
281512.41146466599962.58853533400041
291412.36026911826741.63973088173261
301312.68640583184240.313594168157586
31912.3584132182908-3.35841321829077
321512.01852267218462.98147732781539
331012.2778432742442-2.27784327424420
341112.2771941009414-1.27719410094140
351312.59757995209280.402420047907216
36811.9757743654483-3.97577436544826
372011.92848192296218.0715180770379
381212.9069002064862-0.906900206486205
391011.7968215708670-1.79682157086698
401012.2771941009414-2.2771941009414
41911.9965963810831-2.99659638108313
421412.36287118843141.63712881156857
43812.5807634929112-4.58076349291118
441412.71037663973691.28962336026311
451112.4926837833490-1.49268378334896
461312.72999461717440.27000538282565
47912.4317318167399-3.43173181673985
481111.9284819229621-0.928481922962108
491512.06015041785632.93984958214373
501112.3674234669803-1.36742346698027
511012.3226306434509-2.32263064345093
521412.58466659815721.41533340184277
531812.49008171318495.50991828681507
541413.53260125036000.46739874964002
551112.2506298604642-1.25062986046418
561212.6953141241069-0.695314124106936
571312.88663355052820.113366449471811
58913.1783911755526-4.17839117555261
591013.4818581163152-3.48185811631517
601513.26797136828871.73202863171132
612013.09737150629516.90262849370493
621212.9883727842134-0.98837278421337
631213.0559323774398-1.05593237743978
641413.05528320413700.944716795863015
651313.5455146042955-0.545514604295531
661112.6409616413161-1.64096164131609
671712.45800329028154.54199670971845
681213.0293594993813-1.02935949938127
691313.5662341687232-0.566234168723177
701412.98466912705921.01533087294085
711312.62860315227520.371396847724847
721513.06243755284991.93756244715014
731312.47221767929910.527782320700887
741012.4620088467348-2.46200884673482
751112.7471588451419-1.74715884514193
761912.83934110804206.16065889195796
771313.3710116370559-0.371011637055876
781712.90345000970984.09654999029021
791313.0332626046273-0.0332626046273222
80912.6551760303337-3.65517603033366
811112.7822922466790-1.78229224667898
821013.0792540120315-3.07925401203146
83912.9326249579323-3.93262495793233
841212.9224161253680-0.92241612536803
851212.9281669877917-0.928166987791667
861312.95659576582680.0434042341732009
871313.0188487675179-0.0188487675179233
881213.2258830661306-1.22588306613059
891512.42828161996342.57171838003656
902213.05853444760388.94146555239619
911312.69271205394290.307287946057096
921513.52154379640111.47845620359894
931313.2600627065894-0.260062706589361
941512.93847827156322.06152172843681
951012.9762137432643-2.97621374326426
961112.3334972868993-1.33349728689930
971612.42622627189503.57377372810502
981112.4341349335943-1.43413493359429
991113.0585344476038-2.05853444760381
1001012.8853325154462-2.88533251544617
1011012.7796901765149-2.77969017651495
1021613.27772778716562.72227221283441
1031212.9185130201220-0.918513020121981
1041113.0183020454224-2.01830204542235
1051612.7848943168433.21510568315699
1061912.82752934109676.17247065890333
1071112.9644019763189-1.96440197631890
1081612.73499980419283.26500019580718
1091513.14836810071771.85163189928232
1102413.674279624508810.3257203754912
1111413.83772513778960.162274862210421
1121512.97731582503672.02268417496331
1131113.3474937376310-2.34749373763103
1141513.14446499547161.85553500452836
1151213.9227530519768-1.92275305197681
1161013.7481449450535-3.74814494505351
1171413.51744173784540.482558262154581
1181313.6781827297549-0.678182729754896
119913.2041159269987-4.20411592699873
1201513.59335426365951.4066457363405
1211513.16472400341291.83527599658714
1221413.79043269530340.209567304696573
1231113.2936961197348-2.2936961197348
124813.7788203764499-5.77882037644989
1251113.5570249667241-2.55702496672408
1261113.4701492953593-2.47014929535927
127813.8293640624029-5.82936406240287
1281013.4779555058514-3.47795550585136
1291113.5407633724371-2.54076337243710
1301312.85670478410150.143295215898550
1311113.2949971548168-2.29499715481682
1322013.66582424071406.33417575928604
1331013.7034545727314-3.70345457273139
1341513.78122299852211.21877700147791
1351213.4272123718066-1.42721237180655
1361413.12244439596200.877555604038027
1372313.62698718202279.3730128179773
1381413.54206440751910.457935592480886
1391613.59065788508732.40934211491272
1401113.2405503636178-2.24055036361779
1411212.9733102685834-0.973310268583418
1421012.9376301449508-2.9376301449508
1431412.93523566567761.06476433432236
1441213.5173392866382-1.51733928663820
1451213.3370854569749-1.33708545697490
1461113.1037720368037-2.10377203680375
1471212.9156095454411-0.915609545441137
1481313.5058294189919-0.505829418991884
1491113.6379503275734-2.63795032757343
1501913.32157003287535.67842996712468
1511213.4500815927108-1.45008159271084
1521713.08881147759883.91118852240122
153912.6329564775144-3.63295647751441
1541213.4330656854374-1.43306568543741
1551913.32687662441065.67312337558939
1561813.67297858942684.32702141057317
1571513.09531665300891.90468334699114
1581413.32026899779330.679731002206694
1591112.7178900832935-1.71789008329345


Goldfeld-Quandt test for Heteroskedasticity
p-valuesAlternative Hypothesis
breakpoint indexgreater2-sidedless
80.9807716383459180.0384567233081650.0192283616540825
90.9876951778288520.02460964434229560.0123048221711478
100.9778016105866470.04439677882670520.0221983894133526
110.9635699942173620.07286001156527570.0364300057826378
120.9599843397747890.08003132045042260.0400156602252113
130.9545700212468070.09085995750638680.0454299787531934
140.9282524517589520.1434950964820950.0717475482410476
150.935662134448090.1286757311038180.0643378655519092
160.9151309118196630.1697381763606740.084869088180337
170.881399655300350.2372006893993000.118600344699650
180.8582284338356110.2835431323287780.141771566164389
190.8390598112450350.3218803775099290.160940188754965
200.8141401528493970.3717196943012060.185859847150603
210.8853711198333430.2292577603333130.114628880166657
220.8790513587899270.2418972824201450.120948641210073
230.8475878881764070.3048242236471870.152412111823593
240.8087671076349880.3824657847300240.191232892365012
250.7758530448392570.4482939103214860.224146955160743
260.7710377619932260.4579244760135470.228962238006774
270.7441055469952020.5117889060095960.255894453004798
280.7272512801673630.5454974396652730.272748719832637
290.6902397295644820.6195205408710360.309760270435518
300.6343534358742150.731293128251570.365646564125785
310.679448959670990.6411020806580210.320551040329010
320.6930707669845240.6138584660309530.306929233015476
330.673004362116430.653991275767140.32699563788357
340.6265872120021580.7468255759956840.373412787997842
350.5708137319116160.8583725361767680.429186268088384
360.5800830531465850.839833893706830.419916946853415
370.8267861086969560.3464277826060890.173213891303044
380.7914599186394520.4170801627210970.208540081360548
390.7631646649401060.4736706701197890.236835335059894
400.7433170491990770.5133659016018450.256682950800922
410.7318401769883170.5363196460233650.268159823011683
420.698858865101050.6022822697978990.301141134898949
430.7371771127665460.5256457744669080.262822887233454
440.7023696000463590.5952607999072830.297630399953641
450.6676597189870270.6646805620259460.332340281012973
460.6196048896622890.7607902206754220.380395110337711
470.6241591265217680.7516817469564640.375840873478232
480.5831529493392760.8336941013214480.416847050660724
490.5703328558749960.8593342882500080.429667144125004
500.5300257721002590.9399484557994810.469974227899741
510.5184820201821860.9630359596356280.481517979817814
520.4777777140880250.955555428176050.522222285911975
530.5687725113746070.8624549772507860.431227488625393
540.5198159218780110.9603681562439780.480184078121989
550.4762570491930740.9525140983861470.523742950806926
560.4291544808916070.8583089617832130.570845519108394
570.3819696050850210.7639392101700430.618030394914978
580.4020609659036140.8041219318072270.597939034096386
590.3947948139025350.789589627805070.605205186097465
600.3792359081131090.7584718162262170.620764091886891
610.5672474077670170.8655051844659660.432752592232983
620.5241341308126790.9517317383746420.475865869187321
630.4815029330962190.9630058661924380.518497066903781
640.4374482691155260.8748965382310520.562551730884474
650.3930252376919860.7860504753839710.606974762308014
660.3582296756746720.7164593513493430.641770324325328
670.4063858407895080.8127716815790150.593614159210492
680.3668276224861750.7336552449723490.633172377513825
690.3259031839900470.6518063679800930.674096816009953
700.2878654901090790.5757309802181580.712134509890921
710.249472451953720.498944903907440.75052754804628
720.2246873857564750.449374771512950.775312614243525
730.1917934314762970.3835868629525940.808206568523703
740.1797489423967550.359497884793510.820251057603245
750.1597421070433930.3194842140867860.840257892956607
760.2465074287461440.4930148574922890.753492571253856
770.2130075854384180.4260151708768360.786992414561582
780.2312021944911930.4624043889823860.768797805508807
790.1981860953099010.3963721906198020.801813904690099
800.2110563808012440.4221127616024870.788943619198756
810.1905084304535580.3810168609071160.809491569546442
820.1920851887905090.3841703775810180.807914811209491
830.2137014145578440.4274028291156880.786298585442156
840.1861521737129030.3723043474258070.813847826287097
850.1598148332348880.3196296664697760.840185166765112
860.1356540477582870.2713080955165730.864345952241714
870.1127559338048640.2255118676097270.887244066195136
880.09649273969806050.1929854793961210.90350726030194
890.08864493804555490.1772898760911100.911355061954445
900.275190743214180.550381486428360.72480925678582
910.2375852288597890.4751704577195780.762414771140211
920.2082641119203280.4165282238406560.791735888079672
930.1766616229648740.3533232459297470.823338377035126
940.1572889635776900.3145779271553790.84271103642231
950.1544766001748840.3089532003497690.845523399825115
960.1349953016279340.2699906032558680.865004698372066
970.1395561212244310.2791122424488610.86044387877557
980.1204140156380870.2408280312761740.879585984361913
990.1096297052819640.2192594105639290.890370294718036
1000.1111586581380690.2223173162761380.88884134186193
1010.1157947648702870.2315895297405730.884205235129713
1020.1020180433639880.2040360867279750.897981956636012
1030.09556489326963740.1911297865392750.904435106730363
1040.1074628010119490.2149256020238980.89253719898805
1050.09413347971981060.1882669594396210.90586652028019
1060.1281709350623230.2563418701246450.871829064937677
1070.1274085407518610.2548170815037220.872591459248139
1080.1108365602335730.2216731204671450.889163439766427
1090.09570103419226420.1914020683845280.904298965807736
1100.4169827505309480.8339655010618950.583017249469052
1110.3694246301781390.7388492603562780.630575369821861
1120.3407676554119770.6815353108239540.659232344588023
1130.3184310281573050.636862056314610.681568971842695
1140.2834845215059190.5669690430118380.716515478494081
1150.2558027075852520.5116054151705050.744197292414748
1160.2844719433736890.5689438867473770.715528056626311
1170.2414561597015190.4829123194030380.758543840298481
1180.2041497160248030.4082994320496060.795850283975197
1190.232114698683130.464229397366260.76788530131687
1200.2052185562413900.4104371124827810.79478144375861
1210.2103392721451490.4206785442902980.789660727854851
1220.1727325644310270.3454651288620540.827267435568973
1230.1545213003184960.3090426006369910.845478699681504
1240.2148148670895280.4296297341790550.785185132910472
1250.1926994449136500.3853988898273010.80730055508635
1260.1923518751613540.3847037503227090.807648124838646
1270.350040814255520.700081628511040.64995918574448
1280.3705989715922710.7411979431845430.629401028407729
1290.3968293662848670.7936587325697350.603170633715133
1300.3783597175768740.7567194351537490.621640282423126
1310.3515852092433460.7031704184866920.648414790756654
1320.4391215502277460.8782431004554930.560878449772254
1330.563410023230290.873179953539420.43658997676971
1340.503483738048520.993032523902960.49651626195148
1350.4684680292223880.9369360584447750.531531970777612
1360.4026585868725250.8053171737450510.597341413127475
1370.768458119523340.4630837609533210.231541880476660
1380.7097308434636070.5805383130727870.290269156536393
1390.6531012998362270.6937974003275460.346898700163773
1400.6100718837923120.7798562324153750.389928116207688
1410.546308465474530.907383069050940.45369153452547
1420.4920270839530530.9840541679061060.507972916046947
1430.4181325241619460.8362650483238920.581867475838054
1440.3372767735418770.6745535470837530.662723226458123
1450.3303527112221660.6607054224443320.669647288777834
1460.2483972161023460.4967944322046930.751602783897654
1470.1750156400064780.3500312800129550.824984359993522
1480.1207472820106730.2414945640213460.879252717989327
1490.2253276506243110.4506553012486210.77467234937569
1500.2508217649231870.5016435298463740.749178235076813
1510.2570209650744540.5140419301489080.742979034925546


Meta Analysis of Goldfeld-Quandt test for Heteroskedasticity
Description# significant tests% significant testsOK/NOK
1% type I error level00OK
5% type I error level30.0208333333333333OK
10% type I error level60.0416666666666667OK