Multiple Linear Regression - Estimated Regression Equation
a[t] = + 54.6896103726068 -31.4214447834521b[t] + 31.5139663075632c[t] + 0.384318238038688d[t] + e[t]


Multiple Linear Regression - Ordinary Least Squares
VariableParameterS.D.T-STAT
H0: parameter = 0
2-tail p-value1-tail p-value
(Intercept)54.68961037260689.8100495.574900
b-31.42144478345216.81932-4.60779e-064e-06
c31.51396630756326.7417984.67447e-063e-06
d0.3843182380386880.0294413.054500


Multiple Linear Regression - Regression Statistics
Multiple R0.871229340532814
R-squared0.759040563805242
Adjusted R-squared0.754156250909402
F-TEST (value)155.403754835561
F-TEST (DF numerator)3
F-TEST (DF denominator)148
p-value0
Multiple Linear Regression - Residual Statistics
Residual Standard Deviation6.70804072902335
Sum Squared Residuals6659.67594249095


Multiple Linear Regression - Actuals, Interpolation, and Residuals
Time or IndexActualsInterpolation
Forecast
Residuals
Prediction Error
193.788.41003885791055.28996114208951
2114.7107.0238297056017.67617029439873
3121.2110.52897257266510.6710274273351
498.696.3839332108892.21606678911099
5111.5106.8701307734574.62986922654309
6107.5100.2007848689517.29921513104851
769.170.4595281924414-1.35952819244142
888.398.8535324334527-10.5535324334527
9114.7109.2820576783685.41794232163222
10115.5107.1562217095868.34377829041392
11109.5102.8838835432646.61611645673599
1297.794.01680509039143.68319490960864
1310294.22035496418567.77964503581437
14107.5107.571116990855-0.071116990855209
15120.5106.56550181052213.934498189478
16101.994.91710778183826.98289221816184
17107.6101.2341769899276.36582301007292
18113.9108.3710846618495.52891533815063
1970.973.2059970825439-2.30599708254393
2093.494.9071686042948-1.5071686042948
21114.8103.75357042799811.0464295720021
22117.8113.1060150068164.6939849931842
23105.2102.5543549518262.64564504817371
2495.185.6372442869899.46275571301102
2597.595.17474483518972.32525516481034
26103.299.3801689318593.81983106814098
27111.6107.1291677193964.47083228060441
28105.4104.1286365136251.27136348637454
2997.8100.850556177433-3.05055617743273
30104.4111.801453637188-7.40145363718759
317571.79256140750693.20743859249312
3282.286.1575346256084-3.95753462560839
33116.2104.73573219814611.4642678018542
34115109.47635792055.52364207950009
3591.599.8000880072928-8.30008800729285
3689.582.19476380975967.30523619024034
3790.792.5713458363926-1.8713458363926
38100.1100.131726838023-0.0317268380231115
39100.1107.735537615301-7.63553761530083
4093.5101.481125755547-7.98112575554741
4184.498.4450091542923-14.0450091542923
42101.2103.495238469852-2.29523846985191
4375.378.3074567489307-3.00745674893069
4476.584.3640503550114-7.8640503550114
45105.6111.165934953711-5.56593495371071
46110.4110.0151163212090.38488367879148
4791.599.6954549812911-8.19545498129113
4888.193.4196819879849-5.31968198798496
4988.294.305047550045-6.10504755004503
5099.3101.552281104607-2.25228110460682
51117.1114.7970202956852.3029797043151
52100.5103.974911739159-3.47491173915944
5383.997.4827903450362-13.5827903450361
54110.7111.045659493116-0.345659493115766
5566.975.2300644163023-8.33006441630229
5685.993.0973161104891-7.19731611048909
57112.1113.615596256881-1.5155962568811
58105.5108.113452649997-2.61345264999673
59104105.641701903909-1.64170190390903
6097.897.0472209553470.752779044653035
6191.493.901501739318-2.50150173931804
62104.4103.5500126745420.849987325457665
63111.2104.4097654232316.79023457676909
64102.3112.634160275348-10.3341602753483
6594.699.9281949268893-5.32819492688933
66109.4112.353054369902-2.95305436990173
6769.172.5562049732402-3.45620497324025
6886.998.1340081892487-11.2340081892487
69118.3115.7165376386592.58346236134064
70102.3109.235078689945-6.93507868994548
71108.8108.6144766524450.185523347554633
72101.297.4592956506193.74070434938103
7399.193.7164741330065.38352586699398
74105.5101.6597501585163.84024984148379
75119.8114.8810025348394.91899746516068
7694.599.8000880072928-5.30008800729285
77101.4109.13118437372-7.73118437371954
78116.5112.6377350130323.86226498696784
7966.767.3700706836532-0.670070683653173
8091.6102.57287217781-10.9728721778096
81119.8115.6211696862294.1788303137706
82116.4112.7700986539463.62990134605415
83111.7111.284066453030.415933546970458
84102.496.3155930889146.084406911086
8599.3104.500137944567-5.20013794456694
86109.3108.6102070099670.689792990032528
87119115.5535607117823.44643928821777
88102.5100.5466659242741.953334075726
89104.9106.30502337035-1.40502337035045
90122.4114.4881450118447.91185498815554
9176.479.7941914168894-3.39419141688939
92103.2106.696455158437-3.49645515843693
93120.8111.4691095012529.33089049874835
94124.9120.4052122630694.49478773693083
95110.2113.609892999832-3.4098929998321
9699.792.49660786998717.20339213001289
9797.1112.306057418819-15.206057418819
98109.3115.576321737922-6.27632173792166
99109.4107.4842880059681.91571199403191
100117123.555896026371-6.55589602637123
101107.1106.7726109800890.327389019910907
102118.5120.049347907808-1.54934790780769
10385.186.2286638149326-1.12866381493261
10485.397.7788592221911-12.4788592221911
105129.7118.91775684799310.7822431520067
106128119.3974301173028.60256988269822
107103.3100.5331286874742.76687131252598
108103.993.552058550059310.3479414499407
10996.289.86191391900586.33808608099424
110106.3105.376946259010.923053740989636
111114.8108.7902779486686.00972205133195
112101.9101.8490603284670.0509396715327991
11390.997.9190622017677-7.01906220176768
114108.5107.9917514544930.508248545507101
11575.677.26125822127-1.66125822127002
11690.692.6396805994549-2.03968059945489
117121.1113.0768403769228.02315962307761
118116.6113.1259475672973.47405243270318
119105.7100.5964576190315.10354238096878
120101.189.921673154378411.1783268456216
1219788.70254308038638.29745691961369
122105.496.17681080274749.22318919725259
123117.9114.9108950736872.98910492631299
124104.5105.294394796264-0.794394796263757
12597.498.295543621893-0.895543621892971
126115.8113.1003297124262.69967028757361
12773.175.9140108272697-2.81401082726974
12890.698.2677975650713-7.66779756507131
129124.1115.5948260427448.50517395725617
130110.1109.865648268060.234351731940278
131103.4102.8582448875710.541755112428868
132109.486.721871800290722.6781281997093
13392.195.8522776424031-3.75227764240314
134107.8114.584907815362-6.78490781536215
135116.2126.178504317783-9.97850431778322
13697.5103.304481764169-5.8044817641687
137104.8112.301090350797-7.50109035079676
138106.2111.31608215233-5.11608215232999
13973.676.7808487629353-3.1808487629353
140100.7106.118544186808-5.41854418680778
141123.4120.447900808192.9520991918098
142109.1111.136021614041-2.03602161404062
143100.1114.105934492348-14.005934492348
144105.998.02579758740027.87420241259978
145104.8101.0683173919983.73168260800237
146110.8105.1307024811835.66929751881682
147118.4127.516520360195-9.11652036019488
14893.1108.746140347065-15.6461403470653
149105.4109.010183124509-3.61018312450946
150113.6110.8712814110532.728718588947
1517582.4851165087045-7.48511650870454
15294103.859616267748-9.85961626774784


Goldfeld-Quandt test for Heteroskedasticity
p-valuesAlternative Hypothesis
breakpoint indexgreater2-sidedless
70.08204426189295510.164088523785910.917955738107045
80.4126669857437870.8253339714875740.587333014256213
90.3394597080611870.6789194161223740.660540291938813
100.2309983693730020.4619967387460040.769001630626998
110.1543981711601950.308796342320390.845601828839805
120.1003414390920930.2006828781841850.899658560907907
130.07791369833644170.1558273966728830.922086301663558
140.1166167696570230.2332335393140460.883383230342977
150.08418899297269070.1683779859453810.915811007027309
160.05568647522142360.1113729504428470.944313524778576
170.04366484864641390.08732969729282780.956335151353586
180.04187180142432140.08374360284864280.958128198575679
190.04124350205418310.08248700410836610.958756497945817
200.03154808924918570.06309617849837140.968451910750814
210.02581960125824430.05163920251648860.974180398741756
220.03002934117875110.06005868235750210.969970658821249
230.02763382958683860.05526765917367720.972366170413161
240.03402477168372480.06804954336744960.965975228316275
250.02865428766342520.05730857532685050.971345712336575
260.02122323580661060.04244647161322120.978776764193389
270.02000530228634990.04001060457269980.97999469771365
280.02068502612033440.04137005224066870.979314973879666
290.03310156708818290.06620313417636590.966898432911817
300.1014552318031490.2029104636062980.898544768196851
310.07843420069605040.1568684013921010.92156579930395
320.08107789431073350.1621557886214670.918922105689266
330.0862643817989840.1725287635979680.913735618201016
340.0785437212882460.1570874425764920.921456278711754
350.2110912199186380.4221824398372760.788908780081362
360.2028461522688310.4056923045376620.797153847731169
370.2059570411856110.4119140823712220.794042958814389
380.1878115909354440.3756231818708890.812188409064556
390.3203340005121960.6406680010243910.679665999487804
400.4305909267815570.8611818535631140.569409073218443
410.6792217492222230.6415565015555530.320778250777777
420.6525548772586640.6948902454826720.347445122741336
430.6141417961943390.7717164076113210.385858203805661
440.6242905980859640.7514188038280730.375709401914036
450.6341285051360050.731742989727990.365871494863995
460.5870432588204510.8259134823590990.412956741179549
470.6245294610017630.7509410779964730.375470538998237
480.6041227495400310.7917545009199370.395877250459969
490.5919401176534280.8161197646931430.408059882346571
500.553221328825890.893557342348220.44677867117411
510.5090818611449110.9818362777101770.490918138855088
520.4733481691985120.9466963383970240.526651830801488
530.6139370576894910.7721258846210180.386062942310509
540.5656665120006260.8686669759987480.434333487999374
550.5660774955144280.8678450089711440.433922504485572
560.5612848694062560.8774302611874880.438715130593744
570.5161182282017220.9677635435965550.483881771798278
580.4712694323523090.9425388647046190.528730567647691
590.4256789944593650.8513579889187290.574321005540635
600.3843939015598480.7687878031196950.615606098440152
610.3406062585479550.681212517095910.659393741452045
620.3039572694194910.6079145388389820.696042730580509
630.3190177343029120.6380354686058240.680982265697088
640.3787619805086650.7575239610173290.621238019491336
650.3545684339152630.7091368678305260.645431566084737
660.3173425560597590.6346851121195190.682657443940241
670.2844253791704350.5688507583408710.715574620829565
680.3501033521706360.7002067043412730.649896647829364
690.3156188317638180.6312376635276360.684381168236182
700.3120542682285860.6241085364571730.687945731771414
710.2720427084561640.5440854169123290.727957291543836
720.2530920062763940.5061840125527880.746907993723606
730.2482800648391240.4965601296782480.751719935160876
740.2284837916337550.456967583267510.771516208366245
750.2135606530559270.4271213061118550.786439346944073
760.1962268071605270.3924536143210530.803773192839473
770.2038080060366180.4076160120732360.796191993963382
780.1830209487562220.3660418975124440.816979051243778
790.1677247556266480.3354495112532950.832275244373352
800.2152451354002990.4304902708005980.784754864599701
810.1955386918318290.3910773836636580.804461308168171
820.1728927222264080.3457854444528150.827107277773592
830.1445729238851750.289145847770350.855427076114825
840.1398730768379490.2797461536758980.860126923162051
850.129621143524080.259242287048160.87037885647592
860.1067448912910660.2134897825821330.893255108708934
870.09054216371773480.181084327435470.909457836282265
880.07399464959953430.1479892991990690.926005350400466
890.05976054638732780.1195210927746560.940239453612672
900.0631970825429080.1263941650858160.936802917457092
910.05810469833405130.1162093966681030.941895301665949
920.04814613152263910.09629226304527810.951853868477361
930.05997919137077880.1199583827415580.940020808629221
940.05204616941795330.1040923388359070.947953830582047
950.04346722902620840.08693445805241670.956532770973792
960.043468462844360.086936925688720.95653153715564
970.1088928512930160.2177857025860330.891107148706984
980.1039108087398060.2078216174796120.896089191260194
990.08452621885095360.1690524377019070.915473781149046
1000.08033918410785560.1606783682157110.919660815892144
1010.06346917804059430.1269383560811890.936530821959406
1020.04982489326518730.09964978653037460.950175106734813
1030.04127053001079040.08254106002158080.95872946998921
1040.07185336732271250.1437067346454250.928146632677288
1050.1039975326587430.2079950653174860.896002467341257
1060.1285848440350520.2571696880701040.871415155964948
1070.1073732298321110.2147464596642220.892626770167889
1080.1353283060920560.2706566121841120.864671693907944
1090.1274984171561640.2549968343123280.872501582843836
1100.1093515987193270.2187031974386530.890648401280673
1110.1148906882413510.2297813764827010.885109311758649
1120.09544239918496170.1908847983699230.904557600815038
1130.08647431992059110.1729486398411820.913525680079409
1140.06823970076037280.1364794015207460.931760299239627
1150.05924412985258560.1184882597051710.940755870147414
1160.04570730531974230.09141461063948470.954292694680258
1170.05857336880250830.1171467376050170.941426631197492
1180.0536563705932170.1073127411864340.946343629406783
1190.05201648537669910.1040329707533980.947983514623301
1200.08833935405368130.1766787081073630.911660645946319
1210.1037968170344560.2075936340689120.896203182965544
1220.1458257304818690.2916514609637370.854174269518131
1230.1233149540955330.2466299081910660.876685045904467
1240.09793415188921230.1958683037784250.902065848110788
1250.07495021350431690.1499004270086340.925049786495683
1260.05833731754950890.1166746350990180.941662682450491
1270.0559305769525560.1118611539051120.944069423047444
1280.04617338765487880.09234677530975750.953826612345121
1290.07904937226940520.158098744538810.920950627730595
1300.06179906096580120.1235981219316020.938200939034199
1310.04466634672028560.08933269344057120.955333653279714
1320.4057470956274290.8114941912548580.594252904372571
1330.3427389139344620.6854778278689240.657261086065538
1340.288444284525960.576888569051920.71155571547404
1350.3359780488218940.6719560976437890.664021951178106
1360.294171156900690.5883423138013810.70582884309931
1370.4724040570382390.9448081140764770.527595942961761
1380.426099284307350.8521985686146990.57390071569265
1390.3960648052933070.7921296105866140.603935194706693
1400.337713249284590.675426498569180.66228675071541
1410.2485727726333330.4971455452666650.751427227366667
1420.1698551605930730.3397103211861460.830144839406927
1430.1913505381316450.3827010762632890.808649461868355
1440.17050755534060.3410151106811990.8294924446594
1450.1196977533609190.2393955067218390.880302246639081


Meta Analysis of Goldfeld-Quandt test for Heteroskedasticity
Description# significant tests% significant testsOK/NOK
1% type I error level00OK
5% type I error level30.0215827338129496OK
10% type I error level210.151079136690647NOK