Multiple Linear Regression - Estimated Regression Equation
Group[t] = + 0.285696586832516 + 3.71817996574166e-06Costs[t] + 0.000142641269918854Trades[t] + 1.62428100359132e-06Dividends[t] + 4.69662187880906e-09Wealth[t] -0.599255811461153Group_Exp[t] -5.23659455112741e-06Costs_Exp[t] + 0.000563437151808745Trades_Exp[t] + 1.76736718706664e-06Dividends_Exp[t] -2.37261121481110e-08`Wealth_Exp `[t] + e[t]


Multiple Linear Regression - Ordinary Least Squares
VariableParameterS.D.T-STAT
H0: parameter = 0
2-tail p-value1-tail p-value
(Intercept)0.2856965868325160.0740843.85640.0001417e-05
Costs3.71817996574166e-063e-061.08040.2808440.140422
Trades0.0001426412699188540.000290.49140.6234920.311746
Dividends1.62428100359132e-061e-062.26080.0244830.012241
Wealth4.69662187880906e-0900.060.9521850.476092
Group_Exp-0.5992558114611530.051961-11.532800
Costs_Exp-5.23659455112741e-064e-06-1.40520.1609790.08049
Trades_Exp0.0005634371518087450.0002821.99770.0466450.023323
Dividends_Exp1.76736718706664e-061e-062.42170.0160370.008019
`Wealth_Exp `-2.37261121481110e-080-0.29170.7706910.385345


Multiple Linear Regression - Regression Statistics
Multiple R0.597725199347698
R-squared0.357275413935245
Adjusted R-squared0.338057735282146
F-TEST (value)18.5909765890290
F-TEST (DF numerator)9
F-TEST (DF denominator)301
p-value0
Multiple Linear Regression - Residual Statistics
Residual Standard Deviation0.396694629477712
Sum Squared Residuals47.3673553459942


Multiple Linear Regression - Actuals, Interpolation, and Residuals
Time or IndexActualsInterpolation
Forecast
Residuals
Prediction Error
111.29034558754446-0.290345587544455
210.8464123474028350.153587652597165
311.27924226415676-0.279242264156763
410.8018323360473760.198167663952624
510.7125666601841630.287433339815837
611.14634350625009-0.146343506250085
711.10750259292146-0.107502592921456
810.7693825901673170.230617409832683
910.6544416848016650.345558315198335
1010.8878706218569190.112129378143081
1110.8719812728190340.128018727180966
1210.5802346270081440.419765372991856
1310.5580094946599330.441990505340067
1410.5279163089604230.472083691039577
1510.7502990130905540.249700986909446
1610.9614615603931330.0385384396068675
1710.6789699329257820.321030067074218
1810.5890005321797510.410999467820249
1910.6742541522227980.325745847777202
2011.14092069004522-0.140920690045220
2110.7446765166541670.255323483345833
2210.7271566718670770.272843328132923
2310.8601962162757470.139803783724253
2410.7081684064943940.291831593505606
2510.7170863589832640.282913641016736
2610.6804510636021920.319548936397808
2710.7789685578874160.221031442112584
2810.6154097927596430.384590207240357
2910.7347534741442930.265246525855707
3010.6993508069278310.300649193072169
3110.583169263135480.41683073686452
3210.584109995529910.41589000447009
3311.07648888367427-0.0764888836742745
3410.6402071123591280.359792887640873
3510.741074058007260.25892594199274
3610.4116629623506820.588337037649318
3710.6131353736828540.386864626317146
3810.6416260591998480.358373940800152
3910.6719896745263810.328010325473619
4010.6383860369684360.361613963031564
4110.5833301456835530.416669854316447
4210.7018701442538540.298129855746146
4310.509811899918910.49018810008109
4410.6992393511099260.300760648890074
4510.4817383624757980.518261637524202
4610.5976377092391880.402362290760812
4710.5820628551377410.417937144862259
4810.6371456675754570.362854332424543
4910.6227283460213520.377271653978648
5010.5599960232573180.440003976742682
5110.5964773105211540.403522689478846
5210.5334594019609640.466540598039036
5310.4959516135393540.504048386460646
5410.6647138835165690.335286116483431
5510.6229518258668340.377048174133166
5610.5864807240754820.413519275924518
5710.5965339054479010.403466094552099
5810.6056268367693640.394373163230636
5910.5277369818242220.472263018175778
6010.5187358023108850.481264197689115
6110.5658676513550160.434132348644984
6210.5197098719522290.480290128047771
6310.546632739846810.45336726015319
6410.5982439142919580.401756085708042
6510.5399752583279890.460024741672011
6610.531695770484470.46830422951553
6710.5565530834987190.443446916501281
6810.567316663120260.43268333687974
6910.4992323379398430.500767662060157
7010.5922729250244720.407727074975528
7110.4738773658657370.526122634134263
7210.5366747216462360.463325278353764
7310.4960167595258840.503983240474116
7410.4943258370178230.505674162982177
7510.4896116887517160.510388311248284
7610.4916978381138560.508302161886144
7710.4854422241171940.514557775882806
7810.4872430839789350.512756916021065
7910.4854422241171940.514557775882806
8010.4883371453883670.511662854611633
8110.4925606480543440.507439351945656
8210.4854422241171940.514557775882806
8310.4854422241171940.514557775882806
8410.4854422241171940.514557775882806
8510.4883139412680310.511686058731969
8610.4854422241171940.514557775882806
8710.4816220566866380.518377943313362
8810.4872414564616660.512758543538334
8910.4956376521154750.504362347884525
9010.4826174739670120.517382526032988
9110.4854422241171940.514557775882806
9210.5145971339432620.485402866056738
9310.4854422241171940.514557775882806
9410.4864467109711640.513553289028836
9510.4848740112770640.515125988722936
9610.5168072437282180.483192756271782
9710.4877992639438330.512200736056167
9810.4860760787742420.513923921225758
9910.4882152626586460.511784737341354
10010.4854422241171940.514557775882806
10110.4854422241171940.514557775882806
10210.4953881143021650.504611885697835
10310.4871300180805670.512869981919433
10410.4854422241171940.514557775882806
10510.4854422241171940.514557775882806
10610.4922972921550140.507702707844986
10710.4854422241171940.514557775882806
10810.4981714471674690.501828552832531
10910.5163446296951320.483655370304868
11010.487487337466870.51251266253313
11110.5368671262294810.463132873770519
11210.585501987742120.41449801225788
11310.4477931583485170.552206841651483
11410.5085917064106360.491408293589364
11510.5163750334473870.483624966552613
11610.4901643434278090.509835656572191
11710.5259410208895850.474058979110415
11810.5005920541889950.499407945811005
11910.4141416519626660.585858348037334
12010.529731377814090.47026862218591
12100.485442224117194-0.485442224117194
12200.517337201947665-0.517337201947665
12300.48943814428506-0.48943814428506
12400.495070873070578-0.495070873070578
12500.485080835820636-0.485080835820636
12600.488329850464594-0.488329850464594
12700.486108330544418-0.486108330544418
12800.496697435203903-0.496697435203903
12900.496566074717-0.496566074717
13000.490053209408321-0.490053209408321
13100.490798675597686-0.490798675597686
13200.486009792985282-0.486009792985282
13300.486515075985734-0.486515075985734
13400.486609800066036-0.486609800066036
13500.49130681717466-0.49130681717466
13600.494909679578299-0.494909679578299
13700.49463715173222-0.49463715173222
13800.485442224117194-0.485442224117194
13900.490835318795177-0.490835318795177
14000.485629312660108-0.485629312660108
14100.485893832683441-0.485893832683441
14200.485442224117194-0.485442224117194
14300.48728834861803-0.48728834861803
14400.49603985397606-0.49603985397606
14500.480214576327291-0.480214576327291
14600.551487114304955-0.551487114304955
14700.536657453764655-0.536657453764655
14800.47350257797365-0.47350257797365
14900.511883152781017-0.511883152781017
15000.485710538826255-0.485710538826255
15100.533981956829874-0.533981956829874
15200.487729022739592-0.487729022739592
15300.516269754220288-0.516269754220288
15400.513484643459113-0.513484643459113
15500.517699333440784-0.517699333440784
15600.508805710656492-0.508805710656492
15700.48981901969751-0.48981901969751
15800.500915931390177-0.500915931390177
15900.523485592069224-0.523485592069224
16000.485637542405223-0.485637542405223
16100.485442224117194-0.485442224117194
16200.483604712928162-0.483604712928162
16300.501347376719558-0.501347376719558
16400.570805074466667-0.570805074466667
16500.502203705940962-0.502203705940962
16600.493208000004291-0.493208000004291
16700.486300151545804-0.486300151545804
16800.485442224117194-0.485442224117194
16900.485442224117194-0.485442224117194
17000.485798883311996-0.485798883311996
17100.485442224117194-0.485442224117194
17200.485442224117194-0.485442224117194
17300.487087820967618-0.487087820967618
17400.489361324398953-0.489361324398953
17500.486176105926513-0.486176105926513
17600.497224862001446-0.497224862001446
17700.485442224117194-0.485442224117194
17800.485442224117194-0.485442224117194
17900.485683571442669-0.485683571442669
18000.485442224117194-0.485442224117194
18100.488064424514555-0.488064424514555
18200.489269942179243-0.489269942179243
18300.488402142516446-0.488402142516446
18400.54350075948386-0.54350075948386
18500.485442224117194-0.485442224117194
18600.487694294590364-0.487694294590364
18700.485442224117194-0.485442224117194
18800.48589186223912-0.48589186223912
18900.485442224117194-0.485442224117194
19000.485442224117194-0.485442224117194
19100.504141213597618-0.504141213597618
19200.52061404361213-0.52061404361213
19300.485442224117194-0.485442224117194
19400.484527127397271-0.484527127397271
19500.485442224117194-0.485442224117194
19600.538376797063114-0.538376797063114
19700.467549783857654-0.467549783857654
19800.515280905463667-0.515280905463667
19900.481098987886048-0.481098987886048
20000.488296616007703-0.488296616007703
20100.491717806201095-0.491717806201095
20200.501512059772942-0.501512059772942
20300.471464123637984-0.471464123637984
20400.507663088898667-0.507663088898667
20500.494327458634105-0.494327458634105
20600.5129417396858-0.5129417396858
20700.499950098069058-0.499950098069058
20800.499478854782325-0.499478854782325
20900.543958752834228-0.543958752834228
21000.48406550024456-0.48406550024456
21100.515890719195152-0.515890719195152
21200.549565266446719-0.549565266446719
21300.497873583390991-0.497873583390991
21400.599595546861146-0.599595546861146
21500.554882911082663-0.554882911082663
2160-0.1923424797806250.192342479780625
21700.0974705133874433-0.0974705133874433
21800.0967063682130958-0.0967063682130958
21900.274798265025654-0.274798265025654
2200-0.06783772396919640.0678377239691964
22100.249620345694342-0.249620345694342
22200.119077194998606-0.119077194998606
22300.226703434520899-0.226703434520899
22400.0103022501509314-0.0103022501509314
22500.320813442202492-0.320813442202492
22600.336551769946658-0.336551769946658
2270-0.0658944185112070.065894418511207
2280-0.01559901531861110.0155990153186111
2290-0.1481975534249520.148197553424952
2300-0.08809589234736130.0880958923473613
23100.0105499394994605-0.0105499394994605
23200.350795512081521-0.350795512081521
23300.0615272264174349-0.0615272264174349
23400.0550150142170076-0.0550150142170076
23500.0528746589374966-0.0528746589374966
23600.395978538369586-0.395978538369586
23700.0708804975774776-0.0708804975774776
23800.255302319296215-0.255302319296215
23900.292701385638836-0.292701385638836
24000.0485754298597158-0.0485754298597158
24100.205687018233259-0.205687018233259
24200.172828487348280-0.172828487348280
24300.141627704717561-0.141627704717561
24400.119438286996861-0.119438286996861
24500.0133745364921155-0.0133745364921155
24600.0221998061474539-0.0221998061474539
2470-0.04312230460108510.0431223046010851
2480-0.04810443546281160.0481044354628116
24900.206935859725369-0.206935859725369
25000.0142391686168210-0.0142391686168210
2510-0.02060604802937660.0206060480293766
2520-0.08904605471631920.0890460547163192
25300.162960594083133-0.162960594083133
2540-0.01355748573224010.0135574857322401
25500.00950508785143447-0.00950508785143447
25600.0303862106873048-0.0303862106873048
25700.0406505411892249-0.0406505411892249
2580-0.07179019537682070.0717901953768207
25900.0154961920002754-0.0154961920002754
26000.0463642941146943-0.0463642941146943
2610-0.1032241874454350.103224187445435
2620-0.02150816835146240.0215081683514624
26300.0224020618396952-0.0224020618396952
2640-0.006042773168820090.00604277316882009
2650-0.03148568028729030.0314856802872903
2660-0.02032453064610780.0203245306461078
2670-0.05056205557140260.0505620555714026
2680-0.05702251106344510.0570225110634451
2690-0.05121759567998560.0512175956799856
2700-0.01411308127991300.0141130812799130
27100.0370802923539668-0.0370802923539668
2720-0.05843312326293940.0584331232629394
27300.00950897971519339-0.00950897971519339
27400.00177372212494508-0.00177372212494508
2750-0.08591769932016980.0859176993201698
2760-0.08651110099422070.0865111009942207
2770-0.006862696750924820.00686269675092482
2780-0.09388035293332020.0938803529333202
27900.0790886732867574-0.0790886732867574
2800-0.1096010187619720.109601018761972
2810-0.06900971580813730.0690097158081373
2820-0.01348533041710040.0134853304171004
2830-0.09991864739517770.0999186473951777
28400.0196271509693193-0.0196271509693193
2850-0.09824096686355340.0982409668635534
2860-0.04416874469129140.0441687446912914
2870-0.05998542820967170.0599854282096717
2880-0.1096400737919480.109640073791948
2890-0.1021339203489590.102133920348959
2900-0.1138135873439590.113813587343959
2910-0.1229115587369970.122911558736997
2920-0.1070487575588420.107048757558842
2930-0.1138135873439590.113813587343959
2940-0.1129625580914890.112962558091489
2950-0.1138135873439590.113813587343959
2960-0.1116761277746210.111676127774621
2970-0.1111658587563710.111165858756371
2980-0.1138135873439590.113813587343959
2990-0.1138135873439590.113813587343959
3000-0.1138135873439590.113813587343959
3010-0.1131957190637250.113195719063725
3020-0.1138135873439590.113813587343959
3030-0.1143951225225910.114395122522591
3040-0.1129671880965120.112967188096512
3050-0.1056015636341290.105601563634129
3060-0.1178916443072720.117891644307272
3070-0.05988476312391670.0598847631239167
3080-0.1127384419002040.112738441900204
3090-0.1138135873439590.113813587343959
3100-0.1131363666273620.113136366627362
3110-0.1138513952689850.113851395268985


Goldfeld-Quandt test for Heteroskedasticity
p-valuesAlternative Hypothesis
breakpoint indexgreater2-sidedless
13001
14001
159.23405710699004e-791.84681142139801e-781
16001
171.40425008692131e-1082.80850017384262e-1081
181.88759684575234e-1213.77519369150469e-1211
192.62925009312335e-1395.2585001862467e-1391
205.39516724674935e-1501.07903344934987e-1491
217.85603237490922e-1651.57120647498184e-1641
221.06179464073224e-1792.12358928146448e-1791
231.32275451205901e-1942.64550902411801e-1941
243.03353450621033e-2166.06706901242067e-2161
251.72904019472152e-2243.45808038944304e-2241
262.96972129963104e-2425.93944259926207e-2421
272.19740746580552e-2574.39481493161103e-2571
282.65233781318045e-2695.30467562636091e-2691
296.03957734453838e-2831.20791546890768e-2821
303.58607986161123e-2997.17215972322245e-2991
314.12469358200493e-3148.24938716400986e-3141
32001
33001
34001
35001
36001
37001
38001
39001
40001
41001
42001
43001
44001
45001
46001
47001
48001
49001
50001
51001
52001
53001
54001
55001
56001
57001
58001
59001
60001
61001
62001
63001
64001
65001
66001
67001
68001
69001
70001
71001
72001
73001
74001
75001
76001
77001
78001
79001
80001
81001
82001
83001
84001
85001
86001
87001
88001
89001
90001
91001
92001
93001
94001
95001
96001
97001
98001
99001
100001
101001
102001
103001
104001
105001
106001
107001
108001
109001
110001
111001
112001
113001
114001
115001
116001
117001
118001
119001
120100
121100
122100
123100
124100
125100
126100
127100
128100
129100
130100
131100
132100
133100
134100
135100
136100
137100
138100
139100
140100
141100
142100
143100
144100
145100
146100
147100
148100
149100
150100
151100
152100
153100
154100
155100
156100
157100
158100
159100
160100
161100
162100
163100
164100
165100
166100
167100
168100
169100
170100
171100
172100
173100
174100
175100
176100
177100
178100
179100
180100
181100
182100
183100
184100
185100
186100
187100
188100
189100
190100
191100
192100
193100
194100
195100
196100
197100
198100
199100
200100
201100
202100
203100
204100
205100
206100
207100
208100
209100
210100
211100
212100
213100
214100
215100
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Meta Analysis of Goldfeld-Quandt test for Heteroskedasticity
Description# significant tests% significant testsOK/NOK
1% type I error level2861NOK
5% type I error level2861NOK
10% type I error level2861NOK