Multiple Linear Regression - Estimated Regression Equation
standards[t] = + 2.49017622287169 + 0.053821676528518organization[t] + 0.388162853859228punished[t] + 0.0571215682005039secondrate[t] -0.0518763478238547mistakes[t] -0.0793667772532387competent[t] -0.0329553449719052neat[t] + e[t]


Multiple Linear Regression - Ordinary Least Squares
VariableParameterS.D.T-STAT
H0: parameter = 0
2-tail p-value1-tail p-value
(Intercept)2.490176222871690.5532054.50141.3e-057e-06
organization0.0538216765285180.0933520.57650.5650980.282549
punished0.3881628538592280.0856544.53171.2e-056e-06
secondrate0.05712156820050390.0775060.7370.4622590.23113
mistakes-0.05187634782385470.08718-0.5950.5526970.276348
competent-0.07936677725323870.096674-0.8210.4129490.206474
neat-0.03295534497190520.100045-0.32940.7423030.371151


Multiple Linear Regression - Regression Statistics
Multiple R0.376181546660612
R-squared0.14151255604797
Adjusted R-squared0.107624893786706
F-TEST (value)4.17593149261663
F-TEST (DF numerator)6
F-TEST (DF denominator)152
p-value0.000647212556059928
Multiple Linear Regression - Residual Statistics
Residual Standard Deviation0.912678964976017
Sum Squared Residuals126.613399752674


Multiple Linear Regression - Actuals, Interpolation, and Residuals
Time or IndexActualsInterpolation
Forecast
Residuals
Prediction Error
123.10205748546204-1.10205748546204
223.10535737713409-1.10535737713409
343.07786694770470.922133052295299
423.20172414306341-1.20172414306341
533.04220444218252-0.0422044421825190
642.732815634454821.26718436554518
732.760525759050080.239474240949922
833.46935400776472-0.469354007764716
933.04629048022892-0.0462904802289185
1022.87068285740469-0.870682857404685
1143.903928293905280.0960717060947225
1243.049590371900900.950409628099096
1333.45669854314088-0.456698543140882
1433.05507960197223-0.0550796019722251
1542.578785163645251.42121483635475
1642.703404190849571.29659580915043
1733.08119115390549-0.0811911539054871
1833.15999147995018-0.159991479950184
1932.991114240733080.00888575926692188
2043.029314806081630.970685193918367
2122.80202621607062-0.802026216070617
2253.184724154387321.81527584561268
2343.912497720482710.087502279517288
2423.07594593352884-1.07594593352884
2533.31266738779243-0.312667387792432
2643.184724154387320.815275845612676
2743.100112156757440.899887843242563
2833.12235736581017-0.122357365810171
2943.374031874215660.625968125784343
3043.100112156757440.899887843242563
3112.56999604190194-1.56999604190194
3243.829806737028690.170193262971312
3352.713303865865532.28669613413447
3423.16247894533459-1.16247894533459
3543.024069585704980.975930414295017
3633.13168862423322-0.13168862423322
3723.29588709428222-1.29588709428222
3843.253600490887260.746399509112735
3953.103412048429421.89658795157058
4043.190189069929850.809810930070154
4142.984490142860311.01550985713969
4243.151988504581290.848011495418709
4333.23467948803532-0.234679488035315
4443.295887094282220.704112905717782
4523.13306750172934-1.13306750172934
4622.65152784302572-0.651527843025719
4743.09797144741570.9020285525843
4822.74682566204598-0.746825662045977
4943.042990588556930.957009411443068
5042.715249194570191.28475080542981
5112.82094721892257-1.82094721892257
5243.042990588556930.957009411443068
5323.01003524358503-1.01003524358503
5412.71138285168967-1.71138285168967
5544.06586013425421-0.0658601342542102
5633.12097848831405-0.120978488314049
5723.12427837998603-1.12427837998603
5842.654827734697701.34517226530230
5932.817647327250580.182352672749419
6023.12898146368294-1.12898146368294
6123.14868861290931-1.14868861290931
6232.763825650722060.236174349277937
6322.67569406625432-0.675694066254317
6413.04823580893358-2.04823580893358
6532.734194511950940.265805488049057
6622.78993720265532-0.789937202655325
6733.20172414306341-0.20172414306341
6832.755395088623410.244604911376588
6932.703404190849570.296595809150427
7023.10011215675744-1.10011215675744
7132.601006058169190.398993941830814
7222.65482773469770-0.654827734697704
7343.542096687145180.457903312854817
7443.678585032598930.321414967401074
7543.262931749310310.737068250689687
7623.07594593352884-1.07594593352884
7732.711949302898210.288050697101792
7843.632173600317590.367826399682408
7933.06385692011355-0.0638569201135457
8043.094866936380790.905133063619212
8123.07434736086684-1.07434736086684
8233.11494712156299-0.114947121562987
8332.796561300528100.203438699471904
8443.739949519022150.260050480977849
8522.8431924279753-0.843192427975301
8642.848437648351951.15156235164805
8722.71194930289821-0.711949302898208
8822.67044884587767-0.670448845877668
8943.876437864475890.123562135524106
9033.12782228135269-0.127822281352693
9143.042990588556930.957009411443068
9222.81572631307472-0.815726313074717
9322.65812762636969-0.65812762636969
9432.601006058169190.398993941830814
9533.49022033932133-0.490220339321328
9653.861383204504471.13861679549553
9723.92831421229975-1.92831421229975
9833.52647557596522-0.526475575965219
9943.286555835859170.71344416414083
10033.20718905860593-0.207189058605931
10143.600597132841810.399402867158191
10232.81902620474670.180973795253297
10333.44518778453612-0.445187784536117
10423.07594593352884-1.07594593352884
10533.27971204282053-0.279712042820527
10623.30386575512231-1.30386575512231
10733.18826805575398-0.188268055753982
10823.80174985639076-1.80174985639076
10943.573106703412420.426893296587575
11022.8432167425041-0.8432167425041
11142.623251267221921.37674873277808
11242.996359461109731.00364053889027
11312.69632819171824-1.69632819171824
11453.589062059708241.41093794029176
11523.05680523551102-1.05680523551102
11633.23135528183453-0.23135528183453
11743.058379493644210.94162050635579
11812.62460583018924-1.62460583018924
11953.56764178786991.43235821213010
12032.877526650443330.122473349556671
12132.796780995693970.203219004306032
12233.10149103425356-0.101491034253559
12333.52453024726056-0.524530247260556
12423.01744548783221-1.01744548783221
12522.60295138687385-0.60295138687385
12643.182778825682660.817221174317339
12742.933269341147711.06673065885229
12833.17947893401068-0.179478934010675
12932.791316080151450.208683919848553
13033.04823580893358-0.0482358089335819
13143.557485592232460.442514407767539
13233.12235736581017-0.122357365810171
13342.723484376031771.27651562396823
13442.84319242797531.15680757202470
13523.20172414306341-1.20172414306341
13643.100112156757440.899887843242563
13722.63396140314109-0.633961403141091
13843.089980275648790.910019724351206
13933.54015135844052-0.54015135844052
14033.69275194036640-0.692751940366404
14122.9787930212251-0.9787930212251
14223.88714800039506-1.88714800039506
14354.122439565774970.877560434225028
14422.70670408252156-0.706704082521559
14543.401497989116240.598502010883758
14633.10535737713409-0.105357377134086
14733.05700061614809-0.0570006161480889
14833.12895714915414-0.128957149154143
14932.629875365094690.370124634905308
15043.93355943267640.0664405673236026
15143.234655173506520.765344826493484
15243.100112156757440.899887843242563
15343.313586099814370.686413900185632
15442.692461848837721.30753815116228
15553.93358374720521.06641625279480
15633.15531271078208-0.155312710782077
15733.0207453795042-0.020745379504198
15843.876437864475890.123562135524106
15943.910552391778050.0894476082219515


Goldfeld-Quandt test for Heteroskedasticity
p-valuesAlternative Hypothesis
breakpoint indexgreater2-sidedless
100.5572928400481680.8854143199036640.442707159951832
110.4285779939096150.857155987819230.571422006090385
120.2934843222288890.5869686444577790.706515677771111
130.2975041935365400.5950083870730790.70249580646346
140.2680850502662990.5361701005325990.7319149497337
150.3256231789728690.6512463579457390.67437682102713
160.2510325016876830.5020650033753660.748967498312317
170.1826421316171350.365284263234270.817357868382865
180.1705861483510330.3411722967020660.829413851648967
190.1374332673550140.2748665347100270.862566732644986
200.1825691902052020.3651383804104050.817430809794798
210.1496630600603460.2993261201206930.850336939939654
220.5768100467792660.8463799064414680.423189953220734
230.5466291071430790.9067417857138420.453370892856921
240.5748447997261460.8503104005477080.425155200273854
250.5170683271636570.9658633456726870.482931672836343
260.4957463986506240.9914927973012470.504253601349376
270.4729568534725890.9459137069451780.527043146527411
280.4065111382306040.8130222764612080.593488861769396
290.358071480180370.716142960360740.64192851981963
300.3335607860143260.6671215720286530.666439213985674
310.6206622187760420.7586755624479160.379337781223958
320.5605348433481050.8789303133037910.439465156651896
330.710679370361250.5786412592775020.289320629638751
340.7708769929561830.4582460140876340.229123007043817
350.765544966532250.4689100669355000.234455033467750
360.7266452506024880.5467094987950240.273354749397512
370.7473581174781360.5052837650437280.252641882521864
380.7420120564035210.5159758871929570.257987943596479
390.8179994560403360.3640010879193280.182000543959664
400.805970189340180.3880596213196410.194029810659820
410.7923242587731870.4153514824536250.207675741226813
420.7699364682852330.4601270634295330.230063531714767
430.7295671022965580.5408657954068850.270432897703442
440.7121656963488970.5756686073022070.287834303651103
450.7496151486064660.5007697027870680.250384851393534
460.7308371470458080.5383257059083840.269162852954192
470.7459488267717730.5081023464564550.254051173228227
480.7530268453937880.4939463092124250.246973154606212
490.7406787407922050.5186425184155900.259321259207795
500.755623202591840.488753594816320.24437679740816
510.869028720988570.261942558022860.13097127901143
520.8623294845211480.2753410309577030.137670515478852
530.8892545244215010.2214909511569970.110745475578499
540.9451052954324810.1097894091350380.054894704567519
550.9346769497902810.1306461004194380.0653230502097192
560.918847691603230.1623046167935380.081152308396769
570.930550884179510.1388982316409790.0694491158204896
580.944111288998620.1117774220027590.0558887110013795
590.929906430029090.1401871399418190.0700935699709096
600.9369220657154330.1261558685691340.0630779342845668
610.9439895885079280.1120208229841440.056010411492072
620.9302448829269320.1395102341461350.0697551170730677
630.9232345957010380.1535308085979240.0767654042989621
640.9710611673430450.05787766531390970.0289388326569549
650.9631020460232530.07379590795349310.0368979539767465
660.9593699868548380.08126002629032430.0406300131451621
670.9488371808189950.1023256383620110.0511628191810053
680.9366631422174820.1266737155650360.063336857782518
690.922459175614660.1550816487706790.0775408243853397
700.929536206272980.1409275874540390.0704637937270194
710.9165124117403560.1669751765192870.0834875882596436
720.9075777253608620.1848445492782750.0924222746391377
730.8924987930674210.2150024138651570.107501206932579
740.874191028669880.2516179426602400.125808971330120
750.8653676592303350.2692646815393290.134632340769665
760.8741488171935280.2517023656129440.125851182806472
770.8512985279772680.2974029440454630.148701472022732
780.8271139498778470.3457721002443060.172886050122153
790.7953987305858420.4092025388283150.204601269414158
800.793676067291750.4126478654164990.206323932708249
810.8047317811359910.3905364377280170.195268218864009
820.7714930736567220.4570138526865570.228506926343278
830.7379342793215760.5241314413568470.262065720678424
840.7051534003503950.5896931992992090.294846599649605
850.6996550591054630.6006898817890740.300344940894537
860.7192402475718720.5615195048562560.280759752428128
870.7019988164167910.5960023671664190.298001183583209
880.6801675004889250.639664999022150.319832499511075
890.6376334468528710.7247331062942580.362366553147129
900.5932145383876480.8135709232247030.406785461612352
910.5974664303250370.8050671393499260.402533569674963
920.5911686608253140.8176626783493720.408831339174686
930.5684137362971990.8631725274056020.431586263702801
940.5322116200649930.9355767598700140.467788379935007
950.5014047783211810.9971904433576380.498595221678819
960.524419073698830.951161852602340.47558092630117
970.6891252710414380.6217494579171250.310874728958562
980.6593412427836020.6813175144327960.340658757216398
990.6360232379133080.7279535241733840.363976762086692
1000.595505316649590.808989366700820.40449468335041
1010.553109869514170.893780260971660.44689013048583
1020.5051878935781150.989624212843770.494812106421885
1030.4702314145277110.9404628290554210.529768585472289
1040.4956533914228980.9913067828457950.504346608577102
1050.4622397131746870.9244794263493750.537760286825313
1060.5170746648201750.965850670359650.482925335179825
1070.4801681366473060.9603362732946120.519831863352694
1080.6209369774632030.7581260450735950.379063022536797
1090.5774374165634460.8451251668731080.422562583436554
1100.6291300968531370.7417398062937250.370869903146863
1110.6921603291746840.6156793416506320.307839670825316
1120.7412669582451930.5174660835096150.258733041754807
1130.8148445027423720.3703109945152560.185155497257628
1140.85020555640860.2995888871827990.149794443591400
1150.8695671219489560.2608657561020890.130432878051044
1160.8492441005412060.3015117989175890.150755899458794
1170.8646693496156230.2706613007687540.135330650384377
1180.9190718464525060.1618563070949890.0809281535474943
1190.9387724807551070.1224550384897860.0612275192448929
1200.9333637727046790.1332724545906420.066636227295321
1210.9120201661410830.1759596677178340.0879798338589172
1220.894422480397110.2111550392057810.105577519602891
1230.8774956609133960.2450086781732070.122504339086604
1240.8751433377044540.2497133245910910.124856662295546
1250.8561484027085450.2877031945829100.143851597291455
1260.8446071426598020.3107857146803960.155392857340198
1270.8357498600227270.3285002799545470.164250139977273
1280.800545998799340.3989080024013210.199454001200660
1290.7516994052688470.4966011894623050.248300594731153
1300.6955331880421670.6089336239156660.304466811957833
1310.6537923713885990.6924152572228020.346207628611401
1320.6095797557379350.7808404885241290.390420244262065
1330.5828015534400620.8343968931198770.417198446559938
1340.595969020329530.808061959340940.40403097967047
1350.7874946183776670.4250107632446660.212505381622333
1360.7829803910574170.4340392178851650.217019608942583
1370.77723476117620.44553047764760.2227652388238
1380.7562010299624790.4875979400750420.243798970037521
1390.7257700020517510.5484599958964980.274229997948249
1400.7357312899121630.5285374201756730.264268710087837
1410.714846542771790.5703069144564190.285153457228210
1420.9433215994846920.1133568010306160.0566784005153082
1430.9091601403612170.1816797192775670.0908398596387835
1440.956381290070440.08723741985911840.0436187099295592
1450.940090783715530.1198184325689390.0599092162844693
1460.8891312802691290.2217374394617420.110868719730871
1470.8168152947813070.3663694104373870.183184705218693
1480.706759671887510.5864806562249810.293240328112490
1490.5555706427685930.8888587144628150.444429357231407


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