Multiple Linear Regression - Estimated Regression Equation
standards[t] = + 2.48963932953509 + 0.0538450994962259organization[t] + 0.387877857721709punished[t] + 0.0566181025382133secondrate[t] -0.0508237544025616mistakes[t] -0.079317766161663competent[t] -0.0330405295816517neat[t] + e[t]


Multiple Linear Regression - Ordinary Least Squares
VariableParameterS.D.T-STAT
H0: parameter = 0
2-tail p-value1-tail p-value
(Intercept)2.489639329535090.5541114.4931.4e-057e-06
organization0.05384509949622590.0933580.57680.5649560.282478
punished0.3878778577217090.0857274.52461.2e-056e-06
secondrate0.05661810253821330.0774330.73120.465790.232895
mistakes-0.05082375440256160.087434-0.58130.561910.280955
competent-0.0793177661616630.096687-0.82040.4132980.206649
neat-0.03304052958165170.100069-0.33020.741720.37086


Multiple Linear Regression - Regression Statistics
Multiple R0.376060259714053
R-squared0.141421318936201
Adjusted R-squared0.107530055209998
F-TEST (value)4.1727956820584
F-TEST (DF numerator)6
F-TEST (DF denominator)152
p-value0.000651696167687899
Multiple Linear Regression - Residual Statistics
Residual Standard Deviation0.912727461888245
Sum Squared Residuals126.626855792114


Multiple Linear Regression - Actuals, Interpolation, and Residuals
Time or IndexActualsInterpolation
Forecast
Residuals
Prediction Error
123.10257040389327-1.10257040389327
223.10534340693532-1.10534340693532
343.076849395176220.923150604823783
423.20156648858478-1.20156648858478
533.04305253518977-0.0430525351897662
642.732475770992531.26752422900747
732.759721952438530.240278047561468
833.46964369170047-0.469643691700466
933.04570395930344-0.0457039593034414
1022.87030673340128-0.870306733401284
1143.903798786002190.0962012139978136
1243.048476962345430.951523037654572
1333.4562814806486-0.4562814806486
1433.05516691592853-0.0551669159285313
1542.580651771180621.41934822881938
1642.703103849900321.29689615009968
1733.08176583397876-0.0817658339787574
1833.15995734875563-0.159957348755631
1932.992107201858890.0078927981411074
2043.030942079576200.969057920423804
2122.80132983319782-0.801329833197823
2253.184661173096981.81533882690302
2343.914509572940380.0854904270596224
2423.07597148584311-1.07597148584311
2533.31202969061922-0.312029690619219
2643.184661173096980.815338826903018
2743.099549058799670.900450941200333
2833.12224872242312-0.122248722423117
2943.374190711444950.62580928855505
3043.099549058799670.900450941200333
3112.57118881455553-1.57118881455553
3243.830275367976180.169724632023825
3352.711422859026282.28857714097372
3423.16196150947353-1.16196150947353
3543.025147731440540.974852268559456
3633.13069449467244-0.130694494672444
3723.29387654481832-1.29387654481832
3843.252390242987340.747609757012658
3953.102322061841651.89767793815835
4043.189207690919530.810792309080468
4142.984417760014371.01558223998563
4243.150372813202230.849627186797771
4333.23460701816643-0.234607018166432
4443.293876544818320.70612345518168
4523.13258958838132-1.13258958838132
4622.65228009549776-0.652280095497758
4743.099918979779660.900081020220343
4822.74558963999272-0.745589639992722
4943.042930956261450.957069043738545
5042.714444204119951.28555579588005
5112.81911305801873-1.81911305801873
5243.042930956261450.957069043738545
5323.0098904266798-1.00989042667980
5412.71054494969317-1.71054494969317
5544.06720713521908-0.0672071352190847
5633.12035362871424-0.120353628714242
5723.12312663175623-1.12312663175623
5842.655053098539741.34494690146025
5932.816340054976750.183659945023254
6023.12993816426764-1.12993816426764
6123.14759981016024-1.14759981016024
6232.762494955480520.23750504451948
6322.67585766845432-0.67585766845432
6413.04872530439711-2.04872530439711
6532.734370864701410.265629135298592
6622.78909387353075-0.789093873530746
6733.20156648858478-0.20156648858478
6832.756300426930910.243699573069087
6932.703103849900320.29689615009968
7023.09954905879967-1.09954905879967
7132.601207999043520.398792000956481
7222.65505309853975-0.655053098539745
7343.54127201601760.458727983982398
7443.677207884717480.322792115282522
7543.260836015236670.739163984763332
7623.07597148584311-1.07597148584311
7732.711671201077960.288328798922041
7843.630930648137470.369069351862533
7933.06373552617603-0.0637355261760286
8043.093754710664020.906245289335984
8123.07532422244733-1.07532422244733
8233.1146808595069-0.114680859506902
8332.796783315375270.203216684624727
8443.739368905543210.260631094456791
8522.84181272164218-0.841812721642183
8642.847607069777831.15239293022217
8722.71167120107796-0.711671201077958
8822.67006332031867-0.670063320318668
8943.875304774243090.124695225756915
9033.12679524024567-0.126795240245667
9143.042930956261450.957069043738545
9222.81546214564363-0.815462145643634
9322.65782610158173-0.657826101581733
9432.601207999043520.398792000956481
9533.49044826161504-0.490448261615041
9653.861420803848951.13857919615105
9723.92612852864565-1.92612852864565
9833.52626179423868-0.526261794238679
9943.285430772568990.714569227431007
10033.20611300640733-0.206113006407330
10143.599785212264690.400214787735309
10232.818235148685620.181764851314379
10333.44606611874390-0.446066118743905
10423.07597148584311-1.07597148584311
10533.27898916103757-0.278989161037568
10623.30131764461117-1.30131764461117
10733.18832978158642-0.188329781586420
10823.80065510483228-1.80065510483228
10943.571291200505590.428708799494410
11022.84395615740274-0.843956157402736
11142.623907662666971.37609233733303
11242.997901549994541.00209845000546
11312.69666097929904-1.69666097929904
11453.587426414599441.41257358540056
11523.0594360913353-1.05943609133530
11633.22969057936389-0.229690579363892
11743.057939918970520.942060081029482
11812.62365932061529-1.62365932061529
11953.566744682683041.43325531731696
12032.876748344932710.12325165506729
12132.795535485062170.204464514937828
12233.10144415250854-0.101444152508543
12333.52324044914501-0.523240449145015
12423.01745828959602-1.01745828959602
12522.60422934413718-0.604229344137184
12643.181639828003320.818360171996682
12742.931471353762051.06852864623795
12833.17886682496133-0.178866824961330
12932.790988967239620.209011032760379
13033.04872530439711-0.0487253043971058
13143.556280978726670.443719021273333
13233.12224872242312-0.122248722423117
13342.724029998743211.27597000125679
13442.841812721642181.15818727835782
13523.20156648858478-1.20156648858478
13643.099549058799670.900450941200333
13722.63424852862517-0.634248528625171
13843.091228790603850.908771209396152
13933.53825067092394-0.538250670923938
14033.69321324789151-0.69321324789151
14122.97986998312196-0.979869983121957
14223.88564564020129-1.88564564020129
14354.124842422133060.875157577866938
14422.70587685294231-0.705876852942307
14543.40054128744350.599458712556501
14633.15616716133788-0.156167161337881
14733.05604482526164-0.0560448252616432
14833.12779472850709-0.127794728507091
14932.631597104511500.368402895488504
15043.93192287678130.0680771232187017
15143.232463582405880.767536417594121
15243.099549058799670.900450941200333
15343.31265617010420.687343829895803
15442.692761724872261.30723827512774
15553.934066312541851.06593368745815
15633.15528925200477-0.155289252004769
15733.02023129263800-0.0202312926380044
15843.875304774243090.124695225756915
15943.911488227846710.0885117721532867


Goldfeld-Quandt test for Heteroskedasticity
p-valuesAlternative Hypothesis
breakpoint indexgreater2-sidedless
100.557257169793390.8854856604132210.442742830206611
110.4285395074434990.8570790148869980.571460492556501
120.2934549518879480.5869099037758970.706545048112052
130.2974693167578750.594938633515750.702530683242125
140.2680493421265010.5360986842530020.731950657873499
150.3255494906975840.6510989813951680.674450509302416
160.2509681543537440.5019363087074890.749031845646256
170.1825876241255410.3651752482510830.817412375874458
180.1705312554065620.3410625108131250.829468744593438
190.1373836330375380.2747672660750770.862616366962462
200.1824868117426590.3649736234853180.817513188257341
210.1495820625826160.2991641251652310.850417937417384
220.5766638864345350.846672227130930.423336113565465
230.5464785973812140.9070428052375730.453521402618786
240.574692537669480.850614924661040.42530746233052
250.5169043413471380.9661913173057240.483095658652862
260.495595430308460.991190860616920.50440456969154
270.4728215541780430.9456431083560860.527178445821957
280.4063779087352620.8127558174705250.593622091264738
290.3579320586547790.7158641173095570.642067941345221
300.3334402724396050.666880544879210.666559727560395
310.6205325966451710.7589348067096580.379467403354829
320.560400694935450.87919861012910.43959930506455
330.7106415827279180.5787168345441650.289358417272082
340.7708291638356120.4583416723287770.229170836164388
350.7654756096832490.4690487806335020.234524390316751
360.7265687967424540.5468624065150920.273431203257546
370.7472245505553080.5055508988893850.252775449444692
380.7418912109079070.5162175781841860.258108789092093
390.817945863454860.3641082730902790.182054136545140
400.8059307605511310.3881384788977380.194069239448869
410.792290416046730.4154191679065410.207709583953270
420.7699168831259920.4601662337480160.230083116874008
430.7295472586228420.5409054827543160.270452741377158
440.71215872404890.5756825519021990.287841275951100
450.7496007050357050.5007985899285900.250399294964295
460.730825755895840.5383484882083210.269174244104160
470.7459371816760970.5081256366478060.254062818323903
480.7529882692479490.4940234615041030.247011730752051
490.7406411512096130.5187176975807750.259358848790387
500.7556495260233720.4887009479532570.244350473976629
510.8689902835990950.262019432801810.131009716400905
520.8622931984353980.2754136031292030.137706801564602
530.8892157229581220.2215685540837550.110784277041878
540.9450833550670760.1098332898658490.0549166449329244
550.9346567330454190.1306865339091620.065343266954581
560.9188237666476450.162352466704710.081176233352355
570.9304831609907020.1390336780185960.0695168390092978
580.944064099146460.1118718017070800.0559359008535402
590.9298565343967610.1402869312064780.0701434656032388
600.9368877185514880.1262245628970240.0631122814485118
610.9439517443109530.1120965113780940.056048255689047
620.9302107626046520.1395784747906960.0697892373953481
630.9231850770685780.1536298458628440.076814922931422
640.9710221656097140.0579556687805720.028977834390286
650.9630544999652370.07389100006952690.0369455000347634
660.9592968307600540.08140633847989170.0407031692399458
670.9487499739076550.1025000521846900.0512500260923448
680.9365615585437930.1268768829124150.0634384414562074
690.9223428665420980.1553142669158040.0776571334579022
700.9294031868790610.1411936262418770.0705968131209386
710.9163618998105710.1672762003788580.083638100189429
720.9074124117945520.1851751764108960.0925875882054482
730.8923259079188990.2153481841622030.107674092081101
740.8740029046548930.2519941906902140.125997095345107
750.8652410860794960.2695178278410080.134758913920504
760.8740266961013040.2519466077973930.125973303898696
770.8511744567668120.2976510864663770.148825543233188
780.8269957163072760.3460085673854470.173004283692724
790.7952668925824180.4094662148351650.204733107417582
800.7935877741931950.4128244516136090.206412225806805
810.8048195158952520.3903609682094960.195180484104748
820.7715932840118940.4568134319762130.228406715988106
830.7380391899005950.5239216201988090.261960810099405
840.7052993694933880.5894012610132240.294700630506612
850.6997201444100080.6005597111799850.300279855589992
860.7192430672038920.5615138655922150.280756932796108
870.7020435580838360.5959128838323290.297956441916164
880.6801747986986250.639650402602750.319825201301375
890.6376579047732310.7246841904535380.362342095226769
900.5932308159625990.8135383680748020.406769184037401
910.5974713426177490.8050573147645010.402528657382251
920.5910380033896770.8179239932206450.408961996610323
930.5682940225943850.863411954811230.431705977405615
940.5320660104910160.9358679790179670.467933989508984
950.5013426734023760.9973146531952490.498657326597624
960.5242679541786410.9514640916427170.475732045821359
970.6888410869847980.6223178260304040.311158913015202
980.6588836138805410.6822327722389180.341116386119459
990.6355391408098130.7289217183803740.364460859190187
1000.5950101070201760.8099797859596490.404989892979824
1010.5526261283159320.8947477433681350.447373871684068
1020.5047003890907370.9905992218185270.495299610909263
1030.4697994471698280.9395988943396550.530200552830172
1040.4951868464699150.990373692939830.504813153530085
1050.4614992371058850.922998474211770.538500762894115
1060.5156312261268050.968737547746390.484368773873194
1070.4787981242418610.9575962484837230.521201875758139
1080.6198808188855270.7602383622289470.380119181114473
1090.5763605622357830.8472788755284330.423639437764216
1100.6283817591914620.7432364816170760.371618240808538
1110.6909585587073850.618082882585230.309041441292615
1120.742615851424380.514768297151240.25738414857562
1130.813590500684640.3728189986307190.186409499315359
1140.8503429642644720.2993140714710560.149657035735528
1150.8688267164504530.2623465670990950.131173283549547
1160.848157001861240.3036859962775190.151842998138760
1170.8637941629428350.272411674114330.136205837057165
1180.9186861307893870.1626277384212270.0813138692106135
1190.9386878278601260.1226243442797480.0613121721398739
1200.9339882618231180.1320234763537640.066011738176882
1210.9127898201281580.1744203597436840.0872101798718422
1220.895818247304440.2083635053911190.104181752695560
1230.8788470802904840.2423058394190320.121152919709516
1240.8754991794202250.2490016411595490.124500820579775
1250.8553810120388720.2892379759222570.144618987961128
1260.8445349824855110.3109300350289780.155465017514489
1270.8361081633945070.3277836732109870.163891836605493
1280.80057807587320.39884384825360.1994219241268
1290.7516325749100530.4967348501798950.248367425089947
1300.695372090973260.6092558180534790.304627909026739
1310.6536205311366430.6927589377267140.346379468863357
1320.609244887600750.78151022479850.39075511239925
1330.5828298067196930.8343403865606140.417170193280307
1340.5965438477459020.8069123045081950.403456152254098
1350.787163544541360.4256729109172810.212836455458641
1360.7839557574322980.4320884851354040.216044242567702
1370.7778586255427180.4442827489145640.222141374457282
1380.7574132436638450.485173512672310.242586756336155
1390.7289542674762860.5420914650474290.271045732523714
1400.7470004177091150.5059991645817690.252999582290885
1410.7151942017975440.5696115964049120.284805798202456
1420.945280085818270.1094398283634590.0547199141817295
1430.9129331352508570.1741337294982850.0870668647491426
1440.9538275915074680.0923448169850640.046172408492532
1450.9385896112786070.1228207774427860.061410388721393
1460.8891525361641590.2216949276716820.110847463835841
1470.8168434815011020.3663130369977960.183156518498898
1480.7067936279380160.5864127441239670.293206372061984
1490.5556013911663210.8887972176673590.444398608833679


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 level40.0285714285714286OK