Multiple Linear Regression - Estimated Regression Equation
mistakes[t] = + 1.98324156116145 -0.0448001902119397standards[t] -0.0356772706903457organization[t] + 0.351017163481253punished[t] + 0.112612004015097secondrate[t] -0.0911763790187378competent[t] -0.0725515712595284neat[t] + e[t]


Multiple Linear Regression - Ordinary Least Squares
VariableParameterS.D.T-STAT
H0: parameter = 0
2-tail p-value1-tail p-value
(Intercept)1.983241561161450.5231123.79120.0002160.000108
standards-0.04480019021193970.075288-0.5950.5526970.276348
organization-0.03567727069034570.086798-0.4110.6816240.340812
punished0.3510171634812530.0798834.39412.1e-051e-05
secondrate0.1126120040150970.0715741.57340.1177140.058857
competent-0.09117637901873780.089734-1.01610.3112090.155604
neat-0.07255157125952840.092819-0.78160.4356360.217818


Multiple Linear Regression - Regression Statistics
Multiple R0.406253173307400
R-squared0.165041640822333
Adjusted R-squared0.132082758223214
F-TEST (value)5.00750109855809
F-TEST (DF numerator)6
F-TEST (DF denominator)152
p-value0.000103787659412546
Multiple Linear Regression - Residual Statistics
Residual Standard Deviation0.848151185471069
Sum Squared Residuals109.342785879229


Multiple Linear Regression - Actuals, Interpolation, and Residuals
Time or IndexActualsInterpolation
Forecast
Residuals
Prediction Error
132.100213365180550.899786634819452
232.248502639886020.751497360113985
322.0677258804434-0.0677258804433997
422.2056313898933-0.205631389893299
532.232185741062050.76781425893795
621.587044250015910.412955749984087
711.59178400747228-0.591784007472284
832.514659180399760.485340819600239
922.12676771634932-0.126767716349325
1021.967226230427140.0327737695728583
1132.839500961428280.160499038571717
1222.23025680084283-0.230256800842827
1322.45634925483422-0.456349254834219
1422.15925885485328-0.159258854853285
1531.542600655195121.45739934480488
1611.43437181324525-0.434371813245248
1732.163642016918510.836357983081492
1822.37728888358111-0.377288883581106
1931.978478441643881.02152155835612
2042.118841826706571.88115817329343
2121.970037047664290.0299629523357089
2232.205278448268930.794721551731066
2353.003228911706551.99677108829345
2422.09583020311535-0.0958302031153507
2522.23776593300611-0.237765933006109
2632.250078638480870.749921361519126
2722.04629025544704-0.0462902554470395
2822.06965482066262-0.0696548206626204
2922.1720834108981-0.172083410898099
3022.04629025544704-0.0462902554470395
3131.644510087326981.35548991267302
3242.860936586424641.13906341357536
3311.83443944714963-0.834439447149635
3432.361114643901110.638885356098888
3532.006229822691470.993770177308529
3622.07684879996499-0.0768487999649925
3712.2853769404552-1.28537694045520
3812.11603100946942-1.11603100946942
3922.14977933994054-0.149779339940542
4022.23145383072166-0.231453830721665
4121.734273030463330.265726969536669
4212.04629025544704-1.04629025544704
4322.23338277094089-0.233382770940887
4412.19577656003132-1.19577656003132
4522.20844220713045-0.208442207130447
4621.523972193669130.476027806330873
4742.116031009469421.88396899053058
4821.918921101401120.0810788985988785
4921.933678251431940.0663217485680571
5021.843562366671230.156437633328771
5111.94228566661670-0.942285666616702
5221.933678251431940.0663217485680571
5321.950727060596290.0492729394037062
5411.95214415024547-0.952144150245467
5553.229006212837031.77099378716297
5621.982861603709110.0171383962908947
5722.17595106862649-0.175951068626487
5821.582661087950690.41733891204931
5911.70439601148738-0.704396011487381
6032.313860231843170.686139768156828
6111.98760136116548-0.987601361165477
6211.74007328217773-0.740073282177726
6321.564032626424700.435967373575305
6432.180690826082860.819309173917141
6521.718637657181370.281362342818632
6621.789256634454890.210743365545111
6722.16083119968136-0.160831199681358
6842.037848861467451.96215113853255
6911.47917200345719-0.479172003457187
7022.13589063587092-0.135890635870919
7121.663138548852980.336861451147025
7221.672261468374570.327738531625431
7322.36163014823795-0.361630148237947
7422.56541853127178-0.565418531271781
7512.12322498877179-1.12322498877179
7622.09583020311535-0.0958302031153507
7721.740073282177730.259926717822274
7822.54679372351257-0.546793723512572
7921.870249599694010.129750400305991
8011.93367825143194-0.933678251431943
8142.140273797936141.85972620206386
8222.12395689911218-0.123956899112175
8331.943861665211561.05613833478844
8422.54453619937571-0.544536199375711
8511.87604985140840-0.876049851408404
8621.899061474999620.100938525000379
8721.784873472389670.215126527610334
8811.45142062240960-0.451420622409599
8922.74832458240955-0.748324582409546
9012.05103001290341-1.05103001290341
9121.933678251431940.0663217485680571
9211.68770014394739-0.687700143947393
9321.820550743080010.179449256919988
9421.663138548852980.336861451147025
9532.406430338449890.593569661550113
9642.801894750518721.19810524948128
9712.83792496283342-1.83792496283342
9832.627271184414860.372728815585143
9912.18858258072895-1.18858258072895
10012.14220639192215-1.14220639192215
10122.56103536920656-0.561035369206559
10211.79118922844090-0.791189228440896
10332.474598747644190.525401252355808
10422.09583020311535-0.0958302031153507
10522.16521436174658-0.165214361746581
10612.66874870681960-1.66874870681960
10722.21475796318168-0.214757963181677
10822.98183107547364-0.981831075473644
10912.46985899018782-1.46985899018782
11021.778876522966130.221123477033869
11121.596902733644680.403097266355323
11242.046290255447041.95370974455296
11332.050514508566580.949485491433424
11422.63165800024687-0.631658000246865
11552.299618586149182.70038141385082
11612.18226682467772-1.18226682467772
11722.26274793934679-0.262747939346788
11811.91526984967628-0.915269849676284
11922.44368360773509-0.443683607735091
12011.99059444940951-0.990594449409508
12111.81262485343725-0.812624853437255
12222.17788366261249-0.177883662612494
12322.66294845510520-0.662948455105203
12421.896424982146740.103575017853261
12531.672261468374571.32773853162543
12622.28575590917122-0.285755909171220
12711.97161304625915-0.97161304625915
12822.18226682467772-0.182266824677717
12921.831249661196460.168750338803536
13032.091090445658980.90890955434102
13122.69069983615279-0.690699836152791
13222.06965482066262-0.0696548206626204
13321.579850270713540.420149729286459
13411.78644947098452-0.786449470984525
13522.20563138989330-0.205631389893298
13622.04629025544704-0.0462902554470395
13721.780490310324440.219509689675557
13832.151332965210530.848667034789472
13912.44210760914023-1.44210760914023
14032.824418881246610.175581118753392
14142.392408752526241.60759124747376
14222.93191215908931-0.931912159089312
14353.322115185841781.67788481415822
14411.67226146837457-0.672261468374569
14522.36043311835911-0.360433118359110
14632.203702449674080.796297550325924
14722.22075491260521-0.220754912605212
14822.36623337007350-0.366233370073505
14931.841108144825231.15889185517477
15022.86093658642464-0.860936586424642
15112.28575590917122-1.28575590917122
15222.04629025544704-0.0462902554470395
15312.00835546061983-1.00835546061983
15421.890295150869180.109704849130824
15532.718963067770430.281036932229570
15622.14220639192215-0.142206391922149
15721.999914066640248.59333597585943e-05
15822.74832458240955-0.748324582409546
15943.038906182396890.961093817603105


Goldfeld-Quandt test for Heteroskedasticity
p-valuesAlternative Hypothesis
breakpoint indexgreater2-sidedless
100.3527159755659430.7054319511318870.647284024434057
110.2779638781190800.5559277562381590.72203612188092
120.1913929377435740.3827858754871470.808607062256426
130.1715694395671460.3431388791342930.828430560432854
140.1049493920519520.2098987841039030.895050607948048
150.3099620607953720.6199241215907450.690037939204628
160.2853256324061660.5706512648123330.714674367593834
170.2289604655540800.4579209311081610.77103953444592
180.2028491214264380.4056982428528760.797150878573562
190.1989061720885370.3978123441770730.801093827911463
200.3808741954529340.7617483909058680.619125804547066
210.3237918424354480.6475836848708960.676208157564552
220.2622758264226000.5245516528452010.7377241735774
230.3155388994427590.6310777988855190.68446110055724
240.256345932467020.512691864934040.74365406753298
250.2657396443900450.531479288780090.734260355609955
260.2161724491765730.4323448983531460.783827550823427
270.1837239525252370.3674479050504730.816276047474763
280.1427729104853410.2855458209706830.857227089514659
290.1156029251076190.2312058502152380.884397074892381
300.092822915640020.185645831280040.90717708435998
310.2272472262232290.4544944524464590.77275277377677
320.2057107454670170.4114214909340330.794289254532983
330.1961785549575840.3923571099151670.803821445042416
340.1604674302506720.3209348605013450.839532569749328
350.1515727210944880.3031454421889770.848427278905512
360.1403192774908590.2806385549817180.859680722509141
370.2918214166184210.5836428332368420.708178583381579
380.3701016814712180.7402033629424350.629898318528782
390.3227207186547770.6454414373095540.677279281345223
400.2857883306080090.5715766612160180.714211669391991
410.2417787215261820.4835574430523640.758221278473818
420.2914753046880450.582950609376090.708524695311955
430.2531121790285780.5062243580571560.746887820971422
440.3126327868304470.6252655736608940.687367213169553
450.2760396101485050.5520792202970110.723960389851495
460.2408157293624550.4816314587249110.759184270637544
470.4068775447010120.8137550894020250.593122455298988
480.3587081944549820.7174163889099630.641291805545018
490.3129412400446930.6258824800893850.687058759955308
500.2717955617175410.5435911234350830.728204438282459
510.2815857017953280.5631714035906570.718414298204672
520.2420131944655500.4840263889310990.75798680553445
530.2076875727590240.4153751455180470.792312427240977
540.2080041495618920.4160082991237840.791995850438108
550.267105051003120.534210102006240.73289494899688
560.2311505728169070.4623011456338150.768849427183093
570.1984785684169990.3969571368339980.801521431583001
580.1751109071483290.3502218142966570.824889092851671
590.1626486432699640.3252972865399280.837351356730036
600.1508601880807970.3017203761615940.849139811919203
610.1765958378159790.3531916756319570.823404162184021
620.1648931776231810.3297863552463630.835106822376819
630.1464950746997530.2929901493995060.853504925300247
640.1422117379352200.2844234758704400.85778826206478
650.1208715146090470.2417430292180930.879128485390953
660.1012898832765440.2025797665530880.898710116723456
670.08434204175896440.1686840835179290.915657958241036
680.2249037941631260.4498075883262510.775096205836874
690.1997030545635440.3994061091270890.800296945436455
700.1703302128581170.3406604257162330.829669787141883
710.1477571892794360.2955143785588720.852242810720564
720.1269777911727630.2539555823455260.873022208827237
730.1164760712922910.2329521425845830.883523928707709
740.1115138453645280.2230276907290560.888486154635472
750.1312946606817110.2625893213634210.86870533931829
760.1092456297623870.2184912595247730.890754370237613
770.090912781652180.181825563304360.90908721834782
780.08310386945158170.1662077389031630.916896130548418
790.06695859201897060.1339171840379410.93304140798103
800.07301429959065730.1460285991813150.926985700409343
810.1615974720522880.3231949441045760.838402527947712
820.1379467436643690.2758934873287370.862053256335631
830.1616417115898590.3232834231797170.838358288410141
840.1536897711639110.3073795423278230.846310228836089
850.1518447355944940.3036894711889870.848155264405506
860.1273055705384160.2546111410768320.872694429461584
870.1067648498439060.2135296996878110.893235150156094
880.09011174613894760.1802234922778950.909888253861052
890.0903055629862890.1806111259725780.90969443701371
900.1018086041052030.2036172082104050.898191395894797
910.082322458269050.16464491653810.91767754173095
920.07581982565114520.1516396513022900.924180174348855
930.06122710396505750.1224542079301150.938772896034943
940.04982624396511280.09965248793022560.950173756034887
950.04470299853874870.08940599707749750.955297001461251
960.06675114416205250.1335022883241050.933248855837947
970.1437776261289690.2875552522579380.856222373871031
980.1274273859399690.2548547718799390.87257261406003
990.1516280727115700.3032561454231400.84837192728843
1000.1782783317658860.3565566635317720.821721668234114
1010.1585837818492150.3171675636984310.841416218150785
1020.1579149494534630.3158298989069270.842085050546536
1030.1379509286333370.2759018572666730.862049071366663
1040.1143429735484930.2286859470969860.885657026451507
1050.0928340134038720.1856680268077440.907165986596128
1060.1548321122309000.3096642244617990.8451678877691
1070.1359557014342880.2719114028685750.864044298565712
1080.1512038010795060.3024076021590120.848796198920494
1090.2075729837877080.4151459675754170.792427016212292
1100.1835971060855660.3671942121711330.816402893914434
1110.1587787349865410.3175574699730810.84122126501346
1120.3996172413916850.7992344827833690.600382758608315
1130.4029647355563980.8059294711127960.597035264443602
1140.3611524863792750.722304972758550.638847513620725
1150.8015005418557130.3969989162885740.198499458144287
1160.8176038885781670.3647922228436650.182396111421833
1170.786769332503070.4264613349938590.213230667496929
1180.8357952533100340.3284094933799320.164204746689966
1190.8008959153959270.3982081692081460.199104084604073
1200.885396581595470.2292068368090600.114603418404530
1210.882601468556420.2347970628871610.117398531443580
1220.8706658369176770.2586683261646470.129334163082323
1230.8553990458630730.2892019082738530.144600954136927
1240.821783283835780.3564334323284380.178216716164219
1250.8879622957550880.2240754084898240.112037704244912
1260.8553606337984620.2892787324030770.144639366201538
1270.8607905773849360.2784188452301290.139209422615064
1280.8213592369285160.3572815261429670.178640763071484
1290.781943080703840.4361138385923190.218056919296159
1300.8546921809032690.2906156381934620.145307819096731
1310.8738395546236190.2523208907527620.126160445376381
1320.8335336299225640.3329327401548720.166466370077436
1330.8363308702007160.3273382595985670.163669129799284
1340.8079964263633430.3840071472733150.192003573636657
1350.7524124523595310.4951750952809390.247587547640469
1360.7047157103043910.5905685793912170.295284289695609
1370.6340694406714030.7318611186571930.365930559328597
1380.5705795837868580.8588408324262840.429420416213142
1390.6298439956840160.7403120086319680.370156004315984
1400.5621735370243490.8756529259513030.437826462975651
1410.7340371773821320.5319256452357360.265962822617868
1420.754942266713080.490115466573840.24505773328692
1430.7173995909280250.5652008181439490.282600409071975
1440.749234584511430.5015308309771380.250765415488569
1450.7100730230747330.5798539538505330.289926976925267
1460.7965975282568570.4068049434862850.203402471743143
1470.6872449370806540.6255101258386930.312755062919346
1480.5433110303237230.9133779393525530.456688969676277
1490.4564808859306060.9129617718612130.543519114069394


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 level20.0142857142857143OK