Multiple Linear Regression - Estimated Regression Equation
PS[t] = + 9.56730396906726 + 0.137042226462313CM[t] -0.132584963543833D[t] + 0.0273702108583212PE[t] + 0.93014119644806Organization[t] + 2.54347193311708Goals[t] + e[t]


Multiple Linear Regression - Ordinary Least Squares
VariableParameterS.D.T-STAT
H0: parameter = 0
2-tail p-value1-tail p-value
(Intercept)9.567303969067261.5348746.233300
CM0.1370422264623130.0483492.83440.0052150.002608
D-0.1325849635438330.086392-1.53470.1269390.06347
PE0.02737021085832120.0667470.41010.682340.34117
Organization0.930141196448060.259643.58240.0004580.000229
Goals2.543471933117080.24149310.532300


Multiple Linear Regression - Regression Statistics
Multiple R0.783062592768742
R-squared0.613187024193705
Adjusted R-squared0.600462913147445
F-TEST (value)48.190951962334
F-TEST (DF numerator)5
F-TEST (DF denominator)152
p-value0
Multiple Linear Regression - Residual Statistics
Residual Standard Deviation2.66923088196573
Sum Squared Residuals1082.96861218841


Multiple Linear Regression - Actuals, Interpolation, and Residuals
Time or IndexActualsInterpolation
Forecast
Residuals
Prediction Error
12423.58232201558220.417677984417778
22520.53402515967764.46597484032243
33025.46125814051564.53874185948438
41919.5242552434725-0.524255243472516
52223.3359969927025-1.33599699270254
62220.50022233580031.49977766419974
72523.56449296390831.43550703609173
82324.4970698311842-1.49706983118421
91715.57504268144871.42495731855131
102119.6019086131291.398091386871
111920.1863622556735-1.18636225567353
121923.8370352443697-4.83703524436967
131515.0506421139074-0.0506421139073731
141612.27308373848773.72691626151227
152321.91661771002311.08338228997686
162725.30576660263261.69423339736737
172225.8105562362231-3.81055623622311
181415.0637429596978-1.0637429596978
192220.23222573640321.76777426359684
202322.93072253497720.069277465022762
212323.4055526995608-0.405552699560756
222124.9860895900413-3.98608959004132
231922.0406342603949-3.04063426039491
241821.2948657739021-3.29486577390213
252019.46083363213190.539166367868087
262323.4198895075544-0.419889507554415
272526.4152474460659-1.41524744606592
281920.7213441713374-1.72134417133736
292424.4105504733337-0.41055047333375
302222.6712521847099-0.671252184709905
312521.7156445945173.28435540548297
322621.19880117891954.80119882108053
332923.15557497083485.84442502916515
343229.5200313167672.47996868323297
352525.4456933447106-0.445693344710555
362928.70218845577490.297811544225055
372829.3634446787023-1.36344467870227
381714.81861077059762.18138922940243
392824.62523511665953.37476488334048
402932.5460684901362-3.54606849013617
412626.6666037496207-0.666603749620719
422530.9262762248518-5.92627622485179
431414.9662742354739-0.966274235473857
442524.1504534897190.849546510281025
452623.52716803827492.47283196172513
462021.6426506127428-1.64265061274276
471814.91776430181253.08223569818753
483233.4385739495964-1.43857394959643
492519.20574672825665.7942532717434
502524.49687407982120.503125920178834
512327.0636944220548-4.06369442205483
522121.1182500452014-0.118250045201449
532019.84723427005280.152765729947164
541510.96500298407364.03499701592642
553027.47288970979192.52711029020812
562423.47927836436020.520721635639757
572622.02703371461883.97296628538118
582424.756429199408-0.756429199407985
592225.7303008831187-3.73030088311867
601413.31332145892350.686678541076512
612420.28266248252213.71733751747792
622420.70091950981623.29908049018383
632421.88040179132912.11959820867087
642421.17698563660292.82301436339708
651917.69749148304281.30250851695722
663135.9504581187504-4.9504581187504
672220.22810685937551.77189314062454
682724.54495950509882.45504049490115
691913.95829487079935.0417051292007
702525.5496165875396-0.549616587539556
712019.0316821497080.968317850291995
722121.7204529686256-0.7204529686256
732725.78306772724111.21693227275892
742322.62881212965930.371187870340736
752525.5293767245884-0.529376724588386
762017.65598481664832.34401518335175
772119.97500396274081.0249960372592
782224.6783825326171-2.67838253261706
792321.65284503733151.34715496266848
802523.50002021083651.49997978916348
812527.4169940391458-2.41699403914577
821718.0174925554344-1.01749255543442
831917.03637274883951.96362725116052
842525.8895560269798-0.889556026979772
851919.2321881515532-0.232188151553213
862016.77139399392253.22860600607748
872627.8376734888218-1.83767348882182
882322.14584263947970.854157360520261
892729.9812078187391-2.98120781873914
901720.4649039715166-3.46490397151663
911718.2314129513123-1.23141295131226
921920.4252443467853-1.42524434678534
931717.0877758673701-0.0877758673700634
942222.0165637678727-0.0165637678727072
952119.43260342981111.56739657018891
963231.88494517674050.115054823259466
972126.2050403241149-5.20504032411486
982125.6572647154001-4.65726471540005
991822.9631766421015-4.96317664210148
1001818.1549592902804-0.154959290280435
1012323.8307938035214-0.830793803521384
1021921.9858984178706-2.98589841787061
1032019.19144615193950.808553848060547
1042121.9018078560028-0.901807856002795
1052018.84199678646621.15800321353384
1061719.4657217770348-2.46572177703478
1071817.96609173255670.0339082674432657
1081919.8987038890297-0.89870388902973
1092227.1069247080872-5.10692470808724
1101519.4939831906049-4.49398319060487
1111417.5892386274209-3.5892386274209
1121813.50821036972844.4917896302716
1132417.99585313264576.00414686735431
1143530.11858843109224.88141156890777
1152930.4060932104153-1.40609321041527
1162119.87506020054411.12493979945588
1172521.70200418035153.29799581964846
1182018.35523195591261.64476804408736
1192225.4025711086592-3.40257110865919
1201313.169137931761-0.169137931760993
1212627.2332705264357-1.23327052643568
1221716.07353773545350.926462264546504
1232522.92065683815862.0793431618414
1242019.54587733986750.454122660132474
1251919.7358468726182-0.735846872618248
1262118.64346841826092.35653158173909
1272220.50176680391641.49823319608362
1282422.89890601399351.10109398600653
1292121.429032790412-0.429032790412031
1302623.90045048210962.09954951789041
1312427.702666102896-3.70266610289603
1321617.8992819847342-1.89928198473419
1332327.296612366982-4.29661236698198
1341822.2552922716638-4.25529227166376
1351615.84865406644460.151345933555434
1362622.97279757208023.02720242791982
1371917.60636587604751.39363412395252
1382117.42882135978513.57117864021491
1392117.13429721459853.86570278540154
1402220.55941136329521.44058863670475
1412320.3925568815462.60744311845396
1422931.6911831005133-2.69118310051328
1432124.5424602658872-3.54246026588716
1442119.60771917199291.3922808280071
1452321.61569395747511.38430604252489
1462728.0519532239084-1.05195322390844
1472524.90665433810790.0933456618920731
1482126.2989117768828-5.29891177688283
1491010.7122448469304-0.712244846930381
1502018.64543739476071.35456260523926
1512625.07203085218730.927969147812676
1522425.3291728550554-1.32917285505539
1532931.2628494236075-2.26284942360752
1541921.2217118312064-2.22171183120641
1552424.8670785402167-0.867078540216665
1561920.7438216581005-1.74382165810047
1572424.6201621731866-0.620162173186625
1582227.6351269677012-5.63512696770117
15917NANA


Goldfeld-Quandt test for Heteroskedasticity
p-valuesAlternative Hypothesis
breakpoint indexgreater2-sidedless
90.2572667867366880.5145335734733760.742733213263312
100.1405099435866650.2810198871733290.859490056413335
110.3514783964319820.7029567928639640.648521603568018
120.8020396452023830.3959207095952350.197960354797617
130.7153703219368270.5692593561263470.284629678063173
140.690002613234770.6199947735304590.30999738676523
150.630372665755190.739254668489620.36962733424481
160.5490540592574290.9018918814851430.450945940742571
170.5449408576245980.9101182847508040.455059142375402
180.4739539096646880.9479078193293770.526046090335312
190.4202588771033960.8405177542067920.579741122896604
200.3428737093355680.6857474186711370.657126290664432
210.2767299893769570.5534599787539130.723270010623043
220.3901096222935390.7802192445870780.609890377706461
230.3977572588247830.7955145176495660.602242741175217
240.5286989029886430.9426021940227150.471301097011357
250.4579467045603990.9158934091207990.542053295439601
260.389025355752880.7780507115057610.61097464424712
270.3430203637127080.6860407274254160.656979636287292
280.2940476832710150.588095366542030.705952316728985
290.2404021258352730.4808042516705460.759597874164727
300.1945142675370450.3890285350740910.805485732462955
310.2000879160544440.4001758321088880.799912083945556
320.3838389267787120.7676778535574250.616161073221288
330.6300332263595960.7399335472808080.369966773640404
340.599841403843490.800317192313020.40015859615651
350.5528956312821650.894208737435670.447104368717835
360.4959966534815390.9919933069630780.504003346518461
370.4603434252108020.9206868504216040.539656574789198
380.4180922797283210.8361845594566420.581907720271679
390.4302906527803770.8605813055607540.569709347219623
400.5494562808679230.9010874382641530.450543719132077
410.5022446022751490.9955107954497020.497755397724851
420.6993888918466840.6012222163066320.300611108153316
430.6591505998542390.6816988002915220.340849400145761
440.612616578666310.7747668426673810.38738342133369
450.6143606407189430.7712787185621140.385639359281057
460.5817123593316630.8365752813366730.418287640668337
470.5798889385732670.8402221228534650.420111061426733
480.5499163817881820.9001672364236350.450083618211818
490.6999273559960210.6001452880079580.300072644003979
500.6554513347912760.6890973304174490.344548665208724
510.7106426460970360.5787147078059280.289357353902964
520.6660381301188690.6679237397622630.333961869881131
530.621348642000920.757302715998160.37865135799908
540.6473511194873620.7052977610252750.352648880512638
550.6391622311534730.7216755376930540.360837768846527
560.5933015907335490.8133968185329020.406698409266451
570.6432160609544890.7135678780910230.356783939045511
580.5997385798705290.8005228402589420.400261420129471
590.6363693789045170.7272612421909660.363630621095483
600.5931410793936050.813717841212790.406858920606395
610.6247824927614790.7504350144770430.375217507238521
620.6421534568309410.7156930863381180.357846543169059
630.6332673756053320.7334652487893350.366732624394668
640.6392890598293170.7214218803413660.360710940170683
650.6038299163897990.7923401672204030.396170083610201
660.7213664824216320.5572670351567360.278633517578368
670.6977365955726460.6045268088547080.302263404427354
680.6934098020298250.613180395940350.306590197970175
690.78690951323080.4261809735384010.213090486769201
700.7543299886276150.491340022744770.245670011372385
710.7210794581327920.5578410837344170.278920541867208
720.6864237919467480.6271524161065040.313576208053252
730.6626508419265020.6746983161469960.337349158073498
740.6228153186030460.7543693627939080.377184681396954
750.5812223420389260.8375553159221480.418777657961074
760.58055603525850.8388879294830.4194439647415
770.5523534563819060.8952930872361870.447646543618094
780.550804108586020.898391782827960.44919589141398
790.5157223574730930.9685552850538140.484277642526907
800.493134379796470.986268759592940.50686562020353
810.4882633437548960.9765266875097930.511736656245104
820.4514924002471720.9029848004943440.548507599752828
830.4351066824627370.8702133649254740.564893317537263
840.3936552507686240.7873105015372480.606344749231376
850.3579103043022510.7158206086045010.642089695697749
860.3830847373603080.7661694747206160.616915262639692
870.3549662545957920.7099325091915830.645033745404208
880.3186464994650670.6372929989301340.681353500534933
890.3247838348526990.6495676697053980.675216165147301
900.3495790192180220.6991580384360430.650420980781978
910.3117974710764380.6235949421528760.688202528923562
920.2813136890327690.5626273780655370.718686310967231
930.243236452371370.4864729047427390.75676354762863
940.2096389538939320.4192779077878630.790361046106068
950.1997938458070430.3995876916140860.800206154192957
960.1737002909733470.3474005819466940.826299709026653
970.2597659253943970.5195318507887950.740234074605603
980.3368541791983920.6737083583967840.663145820801608
990.4394893251065150.878978650213030.560510674893485
1000.3930371160866450.786074232173290.606962883913355
1010.3495095728998130.6990191457996260.650490427100187
1020.3479331936375210.6958663872750430.652066806362479
1030.3136183309546730.6272366619093460.686381669045327
1040.2745760283150410.5491520566300810.72542397168496
1050.2454561102019530.4909122204039060.754543889798047
1060.2354429176235590.4708858352471180.76455708237644
1070.1985811268143630.3971622536287250.801418873185637
1080.1678261591061070.3356523182122150.832173840893893
1090.2345184009227860.4690368018455710.765481599077214
1100.3119520780021790.6239041560043570.688047921997821
1110.3326080067422470.6652160134844940.667391993257753
1120.4024070333493360.8048140666986720.597592966650664
1130.6155120879333510.7689758241332990.384487912066649
1140.72866460893350.5426707821330010.271335391066501
1150.6881925492536610.6236149014926790.311807450746339
1160.665655341708410.668689316583180.33434465829159
1170.6935750093673020.6128499812653960.306424990632698
1180.6591062830477560.6817874339044890.340893716952244
1190.7183098336695820.5633803326608360.281690166330418
1200.668957983405880.6620840331882410.33104201659412
1210.6226152560403710.7547694879192570.377384743959629
1220.5918855433961110.8162289132077780.408114456603889
1230.5525171439786120.8949657120427750.447482856021388
1240.4936241810321760.9872483620643530.506375818967824
1250.4364581860101490.8729163720202980.563541813989851
1260.4346155062707840.8692310125415680.565384493729216
1270.4072730712915430.8145461425830850.592726928708457
1280.3695639495937860.7391278991875720.630436050406214
1290.3146149272217580.6292298544435170.685385072778242
1300.3112781763326140.6225563526652290.688721823667386
1310.324475366811930.648950733623860.67552463318807
1320.2720632408232790.5441264816465580.727936759176721
1330.3237177572164350.647435514432870.676282242783565
1340.4557480795148340.9114961590296690.544251920485166
1350.406037308635050.81207461727010.59396269136495
1360.4024388815012970.8048777630025930.597561118498703
1370.3533442619914110.7066885239828220.646655738008589
1380.4162657637624430.8325315275248860.583734236237557
1390.6330989650001260.7338020699997480.366901034999874
1400.6246982033314070.7506035933371860.375301796668593
1410.6600698814594650.679860237081070.339930118540535
1420.5806507063313050.838698587337390.419349293668695
1430.762946751413470.4741064971730610.23705324858653
1440.882112358804540.2357752823909190.11788764119546
1450.8178385716831450.3643228566337090.182161428316855
1460.7244532480531030.5510935038937940.275546751946897
1470.6683277470061150.663344505987770.331672252993885
1480.6315749425475540.7368501149048920.368425057452446
1490.4695419571419550.939083914283910.530458042858045
1500.3433301487503390.6866602975006780.65666985124966


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