Multiple Linear Regression - Estimated Regression Equation
CWS[t] = + 1363.80473164443 + 0.368971782909065NOL[t] + 0.522962085845532CWC[t] + 29.0231280539162TNOP[t] + e[t]


Multiple Linear Regression - Ordinary Least Squares
VariableParameterS.D.T-STAT
H0: parameter = 0
2-tail p-value1-tail p-value
(Intercept)1363.804731644434942.3743180.27590.7829680.391484
NOL0.36897178290906584.0694590.00440.9965040.498252
CWC0.5229620858455320.0665117.862800
TNOP29.02312805391624.2897326.765700


Multiple Linear Regression - Regression Statistics
Multiple R0.795502779035872
R-squared0.632824671453795
Adjusted R-squared0.62557778996933
F-TEST (value)87.3237230124994
F-TEST (DF numerator)3
F-TEST (DF denominator)152
p-value0
Multiple Linear Regression - Residual Statistics
Residual Standard Deviation22873.271470158
Sum Squared Residuals79524355257.6267


Multiple Linear Regression - Actuals, Interpolation, and Residuals
Time or IndexActualsInterpolation
Forecast
Residuals
Prediction Error
111446885397.440687740529070.5593122595
28859449333.414259455439260.5857405446
37415167826.97012238796324.02987761207
47792199648.0464441986-21727.0464441986
55321238184.03495785115027.965042149
63495638457.6655293206-3501.6655293206
7149703128233.79765517321469.2023448274
8685323309.8837506511-16456.8837506511
95890782058.2450132403-23151.2450132403
106706760629.80478971546437.19521028461
1111056370268.924365545540294.0756344545
125812670115.8753121146-11989.8753121146
135711362745.4513629079-5632.45136290787
147799384559.1472659063-6566.14726590628
156809156721.053198540911369.9468014591
16124676131928.027699495-7252.02769949514
1710952296992.380299605212529.6197003948
187586597809.3429207878-21944.3429207878
197974669909.88819646219836.11180353787
207784487601.0522690395-9757.05226903955
219868186716.203484516811964.7965154832
2210553186504.513951426219026.4860485738
235142845753.05521928195674.94478071812
246570372203.1814194395-6500.18141943954
257256291553.1660907833-18991.1660907833
268172887325.3917093543-5597.39170935428
279558089383.13847656096196.86152343908
289827869900.730338535528377.2696614645
294662947209.5607072608-580.560707260793
3011518977138.542644198238050.4573558018
3112486596995.920568666627869.0794313334
325939265876.2537736875-6484.2537736875
3312781878101.1604521249716.83954788
341782140163.6303213331-22342.6303213331
35154076105161.30712914248914.6928708582
366488166057.6279079634-1176.62790796342
3713650692921.094546681843584.9054533182
386652455676.811460254910847.1885397451
394598835402.194236644310585.8057633557
4010744594659.09525470412785.904745296
4110277295515.94240223497256.05759776512
424665754398.256541848-7741.25654184796
439756365991.596070958231571.4039290418
443666349750.1408042781-13087.1408042781
455536978323.3580427667-22954.3580427667
4677921153730.599886922-75809.5998869217
475696845297.016719671311670.9832803287
487751979567.9082777954-2048.90827779545
49129805147260.015688725-17455.0156887247
507276174466.0022161111-1705.00221611107
518127862570.293382873318707.7066171267
521504918879.7559799576-3830.7559799576
5311393597263.485413911916671.5145860881
542510939986.2233804254-14877.2233804254
554582450006.2664653146-4182.26646531457
568964485378.26104232244265.73895767762
57109011108273.127173067737.872826932676
58134245125963.4274399868281.57256001426
5913669293379.043584015643312.9564159844
605074169335.7925080455-18594.7925080455
61149510132433.85204384717076.1479561534
62147888125605.81922717222282.1807728276
635498767770.725393367-12783.725393367
647446788538.1508531238-14071.1508531238
6510003368429.486501186931603.5134988131
668550556633.299603954528871.7003960455
676242685168.991499433-22742.991499433
688293288710.5450946849-5778.54509468492
697200281405.8138764867-9403.81387648666
706546963397.04902154872071.95097845125
716357271930.8185309411-8358.81853094114
722382437930.5664729396-14106.5664729396
737383171493.36083667122337.63916332878
746355169184.367251184-5633.36725118398
755675663100.3852645295-6344.38526452953
768139979656.97594688461742.02405311538
7711788186945.580235076630935.4197649234
7870711136648.753316834-65937.7533168344
795049553715.3968174073-3220.39681740732
805384561709.8979578514-7864.8979578514
815139056439.1736356244-5049.1736356244
82104953117855.867933291-12902.8679332907
836598355634.585379308710348.4146206913
847683973597.05733314253241.94266685755
855579256234.30965787-442.309657869952
862515552198.567239193-27043.567239193
875529164899.0830067912-9608.08300679123
8884279108825.353661574-24546.353661574
899969265586.818363163334105.1816368367
9059633111326.761671293-51693.761671293
916324952396.684375800310852.3156241997
928292880518.55512133062409.44487866943
935000059142.2545981579-9142.25459815788
946945585828.7979520625-16373.7979520625
958406883415.9645812152652.035418784776
967619575836.6158924457358.384107554263
97114634100452.23884523914181.7611547609
98139357110024.88201643529332.1179835655
99110044111985.207967573-1941.20796757286
100155118130191.018812924926.9811870996
1018306189261.3215007024-6200.32150070243
102127122102715.78985563224406.2101443675
1034565345809.3582808028-156.358280802828
1041963041720.4846808047-22090.4846808047
1056722959473.31722347597755.68277652409
1068606071193.985249285214866.0147507148
1078800379377.33303345478625.66696654525
1089581592581.04944431253233.95055568752
10985499113330.455922213-27831.4559222129
1102722059250.0992039403-32030.0992039403
11110988285440.032128943224441.9678710567
1127257968330.33831561354248.66168438652
113584113326.3572348223-7485.35723482235
1146836964927.92682531523441.0731746848
1152461029914.058898838-5304.05889883801
1163099544987.3027828849-13992.3027828849
11715066289337.73160451661324.268395484
118662213048.7914204345-6426.79142043449
1199369489401.18287984924292.81712015076
1201315521784.3324955236-8629.3324955236
12111190895647.00911547416260.990884526
1225755083548.4199322649-25998.4199322649
1231635657506.8663621541-41150.8663621541
1244017463692.471609486-23518.471609486
1251398322449.4328860106-8466.43288601059
1265231661896.1825021229-9580.18250212287
1279958581478.947435032318106.0525649677
1288627164879.438106114221391.5618938858
129131012105393.86684406225618.1331559381
13013027494050.101322252436223.8986777476
131159051151255.9772683377795.02273166318
1327650654995.879923978721510.1200760213
1334914543474.8035375835670.19646241699
1346639893361.92278825-26963.92278825
135127546138150.414589023-10604.4145890229
136680253844.0470384387-47042.0470384387
13799509132214.27575378-32705.2757537797
1384310662241.0382330182-19135.0382330183
13910830366262.29956948742040.700430513
1406416765014.81339451-847.813394509954
141857947991.3652507269-39412.3652507269
14297811122041.223987509-24230.223987509
1438436581990.17377777282374.82622222718
1441090179923.1776964031-69022.1776964031
1459134689807.78432063971538.21567936032
1463366079471.6223689122-45811.6223689122
14793634103143.012536324-9509.01253632395
148109348105174.3315714884173.66842851157
149795310525.0825996818-2572.08259968182
1506353861433.04501496422104.95498503583
15110828172838.062713544235442.9372864558
15242456607.89159583039-2362.89159583039
1532150918359.52959329843149.47040670156
15476707511.05979519073158.940204809266
1551064133987.6651986724-23346.6651986724
1564124357104.3421828423-15861.3421828423


Goldfeld-Quandt test for Heteroskedasticity
p-valuesAlternative Hypothesis
breakpoint indexgreater2-sidedless
70.7923377817157520.4153244365684960.207662218284248
80.7212295096264570.5575409807470860.278770490373543
90.7074774032838250.585045193432350.292522596716175
100.6566054071197820.6867891857604360.343394592880218
110.6384687728170320.7230624543659370.361531227182968
120.7502761926331070.4994476147337860.249723807366893
130.6807768109571220.6384463780857560.319223189042878
140.5962317614973220.8075364770053550.403768238502678
150.5087307718062490.9825384563875020.491269228193751
160.4507516655917480.9015033311834970.549248334408252
170.3696094805038650.7392189610077290.630390519496135
180.4139479286212630.8278958572425270.586052071378737
190.3383005776355730.6766011552711470.661699422364427
200.290468615490310.5809372309806210.70953138450969
210.2344062511011360.4688125022022720.765593748898864
220.2205134314387020.4410268628774040.779486568561298
230.1697429472092030.3394858944184050.830257052790797
240.1401672050285330.2803344100570660.859832794971467
250.1283127527676010.2566255055352020.871687247232399
260.09597188109719450.1919437621943890.904028118902806
270.07162918671216050.1432583734243210.92837081328784
280.08415025320965190.1683005064193040.915849746790348
290.06132722466244230.1226544493248850.938672775337558
300.1033285296533370.2066570593066730.896671470346663
310.1021597598368580.2043195196737160.897840240163142
320.08241896578988890.1648379315797780.917581034210111
330.1973198679362980.3946397358725960.802680132063702
340.2172740105300790.4345480210601570.782725989469921
350.333151694869520.666303389739040.66684830513048
360.2834639703125250.566927940625050.716536029687475
370.4030422110981160.8060844221962320.596957788901884
380.3577327444868830.7154654889737660.642267255513117
390.3157372815084170.6314745630168340.684262718491583
400.2762446976420310.5524893952840630.723755302357969
410.2341916574337880.4683833148675760.765808342566212
420.2034193365605380.4068386731210760.796580663439462
430.2240122030204290.4480244060408570.775987796979571
440.2042539949614240.4085079899228470.795746005038576
450.220486021505120.440972043010240.77951397849488
460.6701501629859250.659699674028150.329849837014075
470.6309782025767230.7380435948465540.369021797423277
480.5844501825179650.831099634964070.415549817482035
490.5619961590037740.8760076819924530.438003840996226
500.5119317451227810.9761365097544380.488068254877219
510.4809808548157790.9619617096315570.519019145184221
520.4352883309711840.8705766619423690.564711669028816
530.435685715450060.871371430900120.56431428454994
540.4176162140669620.8352324281339240.582383785933038
550.3743723543302760.7487447086605520.625627645669724
560.3291656295096430.6583312590192850.670834370490357
570.2902788701300630.5805577402601260.709721129869937
580.25269921295490.50539842590980.7473007870451
590.3410765145625650.682153029125130.658923485437435
600.3399109122664370.6798218245328740.660089087733563
610.3126221909249870.6252443818499740.687377809075013
620.2948280517190030.5896561034380060.705171948280997
630.2626145149236170.5252290298472350.737385485076383
640.2458717234679010.4917434469358020.754128276532099
650.262231333515510.5244626670310210.73776866648449
660.2912065451467250.582413090293450.708793454853275
670.3499076684819360.6998153369638730.650092331518064
680.3095090797012630.6190181594025270.690490920298737
690.2814246645374790.5628493290749580.718575335462521
700.2455966788607490.4911933577214990.754403321139251
710.2162311504933240.4324623009866490.783768849506675
720.1948763642548550.389752728509710.805123635745145
730.1646695015595260.3293390031190520.835330498440474
740.1433352101295690.2866704202591380.856664789870431
750.1228825349865680.2457650699731360.877117465013432
760.1016662816279580.2033325632559150.898333718372042
770.1161916966797460.2323833933594910.883808303320255
780.463857174815280.927714349630560.53614282518472
790.4208032803833120.8416065607666250.579196719616688
800.3828658139340480.7657316278680950.617134186065952
810.3424550599015110.6849101198030230.657544940098489
820.3131169295871960.6262338591743930.686883070412804
830.282460199801830.5649203996036590.71753980019817
840.2462646335613970.4925292671227940.753735366438603
850.2113880460958010.4227760921916030.788611953904199
860.2288037325575660.4576074651151320.771196267442434
870.2008736414719260.4017472829438520.799126358528074
880.2051323718631130.4102647437262260.794867628136887
890.2484871268288140.4969742536576290.751512873171186
900.4185574817798520.8371149635597030.581442518220148
910.385918355771290.771836711542580.61408164422871
920.342211254306420.6844225086128410.65778874569358
930.3070053944670430.6140107889340850.692994605532957
940.2902522900360410.5805045800720820.709747709963959
950.2508595468577490.5017190937154980.749140453142251
960.2144105132378350.4288210264756690.785589486762165
970.1953718694182910.3907437388365820.804628130581709
980.2221009541816680.4442019083633350.777899045818332
990.1881296835910680.3762593671821360.811870316408932
1000.194552512245740.3891050244914790.80544748775426
1010.1652889940205260.3305779880410520.834711005979474
1020.1714447030584930.3428894061169850.828555296941507
1030.1499352732136190.2998705464272370.850064726786381
1040.1453307384282840.2906614768565690.854669261571716
1050.1219524982129910.2439049964259830.878047501787009
1060.1210195608321790.2420391216643580.878980439167821
1070.1004683529195310.2009367058390610.89953164708047
1080.08097260199852780.1619452039970560.919027398001472
1090.08072166454526580.1614433290905320.919278335454734
1100.09098369569615290.1819673913923060.909016304303847
1110.09624269717975710.1924853943595140.903757302820243
1120.07796034838617660.1559206967723530.922039651613823
1130.06238376744254830.1247675348850970.937616232557452
1140.04917437244318420.09834874488636840.950825627556816
1150.03788796863395980.07577593726791970.96211203136604
1160.03087004738221770.06174009476443540.969129952617782
1170.1443815335567290.2887630671134570.855618466443271
1180.117223214583710.234446429167420.88277678541629
1190.09423830203828340.1884766040765670.905761697961717
1200.07459801525537050.1491960305107410.92540198474463
1210.07045640472478680.1409128094495740.929543595275213
1220.07078564581642810.1415712916328560.929214354183572
1230.1039156188834280.2078312377668550.896084381116572
1240.1009047189639770.2018094379279540.899095281036023
1250.07858633624408240.1571726724881650.921413663755918
1260.06215313673953970.1243062734790790.93784686326046
1270.0576169983739590.1152339967479180.942383001626041
1280.05472172310673210.1094434462134640.945278276893268
1290.0666162271625250.133232454325050.933383772837475
1300.1175698585427590.2351397170855170.882430141457241
1310.1009913369945340.2019826739890680.899008663005466
1320.1103045658595210.2206091317190430.889695434140479
1330.08960041187847150.1792008237569430.910399588121529
1340.07924011215002450.1584802243000490.920759887849976
1350.05895161983523720.1179032396704740.941048380164763
1360.1060240326500590.2120480653001170.893975967349941
1370.09412234298641610.1882446859728320.905877657013584
1380.07192579314985960.1438515862997190.92807420685014
1390.1889574197062220.3779148394124430.811042580293779
1400.149065771654030.2981315433080610.85093422834597
1410.6506146529030060.6987706941939880.349385347096994
1420.7569144373779430.4861711252441150.243085562622058
1430.6719141021522760.6561717956954480.328085897847724
1440.893220612174570.213558775650860.10677938782543
1450.8284708992004480.3430582015991050.171529100799552
1460.9402206195607190.1195587608785620.0597793804392808
1470.9375758216796360.1248483566407270.0624241783203635
1480.9177490562681770.1645018874636470.0822509437318234
1490.8175783970301320.3648432059397360.182421602969868


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 level30.020979020979021OK