Multiple Linear Regression - Estimated Regression Equation
neat[t] = + 2.66020802501524 -0.0216461795712717standards[t] + 0.317101533122639organization[t] -0.127574031678460punished[t] + 0.0145397512907748secondrate[t] -0.0551812777793773mistakes[t] + 0.0489105933244106competent[t] + e[t]


Multiple Linear Regression - Ordinary Least Squares
VariableParameterS.D.T-STAT
H0: parameter = 0
2-tail p-value1-tail p-value
(Intercept)2.660208025015240.4257396.248400
standards-0.02164617957127170.065713-0.32940.7423030.371151
organization0.3171015331226390.0712394.45121.6e-058e-06
punished-0.1275740316784600.073232-1.7420.0835240.041762
secondrate0.01453975129077480.0629160.23110.8175490.408774
mistakes-0.05518127777937730.070596-0.78160.4356360.217818
competent0.04891059332441060.0784230.62370.5337760.266888


Multiple Linear Regression - Regression Statistics
Multiple R0.41006257220594
R-squared0.168151313124152
Adjusted R-squared0.135315180747473
F-TEST (value)5.12092323161605
F-TEST (DF numerator)6
F-TEST (DF denominator)152
p-value8.09002176053175e-05
Multiple Linear Regression - Residual Statistics
Residual Standard Deviation0.73968317220331
Sum Squared Residuals83.1639416765943


Multiple Linear Regression - Actuals, Interpolation, and Residuals
Time or IndexActualsInterpolation
Forecast
Residuals
Prediction Error
144.02099306196074-0.0209930619607422
243.718431280128930.281568719871065
343.779230792090180.220769207909823
443.646711868677940.353288131322056
542.935681345082021.06431865491798
654.160456012276090.839543987723907
744.22274371833597-0.222743718335968
833.55467131758843-0.55467131758843
943.420325093923630.579674906076371
1043.788825651647180.211174348352823
1143.356540513014290.643459486985713
1243.096117132520490.903882867479506
1343.229300717629980.770699282370017
1423.40578534263285-1.40578534263285
1533.75909369879253-0.759093698792528
1644.18655778747392-0.186557787473921
1733.68224534926689-0.68224534926689
1822.99086262286139-0.990862622861394
1943.667705597976110.332294402023885
2033.60541789191624-0.60541789191624
2133.90118658958677-0.901186589586773
2243.604582148090710.395417851909289
2333.19726736413112-0.197267364131122
2433.74453305532676-0.744533055326764
2543.956706973520080.0432930264799162
2643.626228327661980.373771672338018
2743.715780447475000.284219552525005
2843.673976282431080.326023717568919
2943.559126913214990.440873086785015
3043.715780447475000.284219552525005
3153.838571988797121.16142801120288
3243.364809579850100.635190420149905
3343.257226262407060.74277373759294
3443.732971031419710.267028968580289
3533.64605941840484-0.646059418404843
3644.11797850478409-0.117978504784090
3734.14589536881033-1.14589536881033
3843.658600787314780.341399212685223
3943.391572486071860.60842751392814
4033.73032019876577-0.73032019876577
4154.067252822631270.932747177368731
4243.770961725254370.229038274745627
4333.62506568910667-0.625065689106671
4434.10260300966779-1.10260300966779
4533.75907280661754-0.759072806617539
4644.17466886883709-0.174668868837087
4743.493056953976640.506943046023355
4843.964636934201960.0353630657980412
4943.701240696184220.298759303815780
5043.540792697321590.459207302678408
5143.978014046937420.0219859530625777
5243.701240696184220.298759303815780
5353.744533055326761.25546694467324
5433.26582088478619-0.265820884786186
5532.913863330594030.0861366694059695
5654.054528160168910.945471839831095
5753.773612557908311.22638744209169
5843.828814727862680.171185272137320
5944.23728346962674-0.237283469626742
6033.27442905777593-0.274429057775927
6144.11681586622878-0.116815866228779
6243.92018193650410.0798180634958959
6354.189208620127860.810791379872138
6443.725537708409430.274462291590567
6543.801550314109540.198449685890459
6654.218288122709410.781711877290589
6743.625065689106670.374934310893329
6833.78371760574752-0.783717605747522
6944.20820396704519-0.208203967045193
7043.759072806617540.240927193382462
7143.533359374311310.466640625688686
7243.872107087005220.127892912994776
7343.905307948919170.0946920510808267
7443.870937106885540.129062893114462
7544.10260300966779-0.102603009667786
7633.74453305532676-0.744533055326764
7743.865000658724730.134999341275273
7833.91984770020995-0.919847700209948
7954.039988408878130.96001159112187
8043.75642197396360.243578026036402
8153.98035153547221.01964846452780
8253.307964155984031.69203584401597
8343.775448538911710.224551461088286
8443.495003226151710.504996773848289
8543.892917522750970.107082477249035
8643.808983637119820.191016362880180
8743.8866468382960.113353161704002
8854.229850146616460.770149853383536
8943.460632384118080.539367615881925
9033.77806815353487-0.778068153534869
9143.701240696184220.298759303815780
9234.18093955329205-1.18093955329205
9343.569545305173360.43045469482664
9443.533359374311310.466640625688686
9543.871772850711070.128227149288932
9643.723715278016650.276284721983353
9743.559106021040000.440893978960004
9833.56921106887920-0.569211068879204
9933.65860078731478-0.658600787314776
10033.72915756021046-0.729157560210459
10133.53929582247212-0.539295822472125
10233.85673159188892-0.856731591888919
10323.54013156629765-1.54013156629765
10433.74453305532676-0.744533055326764
10553.956706973520081.04329302647992
10623.16021992740878-1.16021992740878
10723.67397628243108-1.67397628243108
10832.869721677015340.130278322984658
10933.64338769357591-0.643387693575913
11034.07684768218827-1.07684768218827
11143.448262850124860.551737149875143
11243.605417891916240.394582108083759
11333.55054995825603-0.55054995825603
11423.64455033213122-1.64455033213122
11533.54461837995500-0.544618379954996
11643.743697311501230.256302688498766
11723.08157738122972-1.08157738122972
11842.948719351663551.05128064833645
11943.517649642900850.482350357099147
12023.49071946544187-1.49071946544187
12133.9201819365041-0.920181936504104
12233.35687474930844-0.356874749308443
12333.30729081353594-0.307290813535944
12444.11054518177381-0.110545181773812
12543.816925809225850.183074190774154
12643.364308072318720.635691927681279
12733.8641649148992-0.864164914899197
12843.688516033721860.311483966278144
12943.816090065400320.183909934599684
13043.682245349266890.317754650733110
13123.28564463396467-1.28564463396467
13243.673976282431080.326023717568919
13353.716453789923081.28354621007692
13443.849625163608420.150374836391578
13543.646711868677940.353288131322058
13643.715780447475000.284219552525005
13733.55500555388259-0.555005553882585
13813.64605941840484-2.64605941840484
13943.665033873147180.334966126852816
14032.778354468373920.221645531626082
14133.02904693610428-0.0290469361042825
14233.5673750878758-0.567375087875804
14312.44821492866975-1.44821492866975
14443.92728836478460.0727116352153992
14553.271104882673901.72889511732610
14643.696785100557660.303214899442335
14733.48377543853881-0.483775438538814
14843.068852718767350.931147281232645
14933.0487156254697-0.0487156254697022
15043.475172135408850.52482786459115
15143.41948935009810.580510649901901
15243.715780447475000.284219552525005
15353.663218784318771.33678121568123
15423.14570106829299-1.14570106829299
15533.63745611527488-0.637456115274879
15633.67397628243108-0.673976282431081
15743.786337220370680.213662779629323
15843.460632384118080.539367615881925
15932.935347108787860.0646528912121387


Goldfeld-Quandt test for Heteroskedasticity
p-valuesAlternative Hypothesis
breakpoint indexgreater2-sidedless
100.2130169495100120.4260338990200240.786983050489988
110.1656186094230380.3312372188460770.834381390576961
120.0833825626351160.1667651252702320.916617437364884
130.0684998885042550.136999777008510.931500111495745
140.3630352081399810.7260704162799620.636964791860019
150.2769002268158290.5538004536316570.723099773184171
160.2010126107872730.4020252215745460.798987389212727
170.1857817896607730.3715635793215460.814218210339227
180.458396567588590.916793135177180.54160343241141
190.4695488477240830.9390976954481660.530451152275917
200.4638552189364550.927710437872910.536144781063545
210.5022769172986060.9954461654027880.497723082701394
220.4635071080786480.9270142161572950.536492891921352
230.4300161932146560.8600323864293110.569983806785344
240.3795012369495070.7590024738990130.620498763050493
250.3326241730497230.6652483460994460.667375826950277
260.2712622943855630.5425245887711270.728737705614437
270.2164191253723820.4328382507447630.783580874627618
280.1782696776571940.3565393553143890.821730322342806
290.1521161450457790.3042322900915580.847883854954221
300.1158536207200740.2317072414401480.884146379279926
310.3330531105803210.6661062211606420.66694688941968
320.2971453688546540.5942907377093070.702854631145346
330.2630839990008370.5261679980016740.736916000999163
340.2158355832821940.4316711665643890.784164416717806
350.1981922969789670.3963845939579330.801807703021033
360.1617585857730300.3235171715460610.83824141422697
370.2391992645468840.4783985290937680.760800735453116
380.1989007222886100.3978014445772190.80109927771139
390.1696604825113320.3393209650226630.830339517488668
400.1869617705522650.373923541104530.813038229447735
410.233162257893540.466324515787080.76683774210646
420.1936731428955420.3873462857910850.806326857104458
430.1873001880838030.3746003761676060.812699811916197
440.2364829315185670.4729658630371350.763517068481433
450.2292007821540320.4584015643080640.770799217845968
460.1926295059903230.3852590119806470.807370494009677
470.1662169956113450.332433991222690.833783004388655
480.1363662944444630.2727325888889270.863633705555537
490.1126916926008220.2253833852016440.887308307399178
500.09422528131826110.1884505626365220.905774718681739
510.07678837203048530.1535767440609710.923211627969515
520.06183157956560620.1236631591312120.938168420434394
530.1087265054365420.2174530108730840.891273494563458
540.09109347299153960.1821869459830790.90890652700846
550.07441021948918150.1488204389783630.925589780510819
560.0927742921491610.1855485842983220.90722570785084
570.1379333414160430.2758666828320870.862066658583956
580.1133290431882460.2266580863764920.886670956811754
590.09254100267104080.1850820053420820.90745899732896
600.077476339123850.15495267824770.92252366087615
610.0614464737117670.1228929474235340.938553526288233
620.04786230629031440.09572461258062880.952137693709686
630.05299640422000230.1059928084400050.947003595779998
640.04223309432554170.08446618865108350.957766905674458
650.03282388052684320.06564776105368650.967176119473157
660.03408627869696880.06817255739393750.965913721303031
670.02753732266538740.05507464533077490.972462677334613
680.03068082018517840.06136164037035690.969319179814822
690.02374327881624130.04748655763248250.976256721183759
700.01816687498329620.03633374996659250.981833125016704
710.01494646617060680.02989293234121360.985053533829393
720.01105692025785690.02211384051571370.988943079742143
730.008042513934300830.01608502786860170.9919574860657
740.005794112859078480.01158822571815700.994205887140922
750.004139346906445460.008278693812890910.995860653093555
760.0043829598894630.0087659197789260.995617040110537
770.003115215541066680.006230431082133360.996884784458933
780.003907930289383470.007815860578766930.996092069710617
790.005132935096411290.01026587019282260.994867064903589
800.003755722799132460.007511445598264930.996244277200868
810.005433648098974010.01086729619794800.994566351901026
820.01864374238565550.03728748477131110.981356257614344
830.01468714285992180.02937428571984360.985312857140078
840.01224970175777450.0244994035155490.987750298242225
850.009036238321876610.01807247664375320.990963761678123
860.00684093633755250.0136818726751050.993159063662447
870.004996704133278970.009993408266557940.99500329586672
880.005393403569569270.01078680713913850.99460659643043
890.004489371593114370.008978743186228730.995510628406886
900.004832156480669690.009664312961339380.99516784351933
910.003687176778059060.007374353556118110.99631282322194
920.00598176985003520.01196353970007040.994018230149965
930.004843133519403580.009686267038807170.995156866480596
940.004066601961958340.008133203923916670.995933398038042
950.002942426694397990.005884853388795990.997057573305602
960.002410012757147010.004820025514294020.997589987242853
970.001803618412237710.003607236824475410.998196381587762
980.001549449142343270.003098898284686550.998450550857657
990.001476344393273320.002952688786546650.998523655606727
1000.001495372219239690.002990744438479370.99850462778076
1010.001243085491396590.002486170982793180.998756914508603
1020.001394538426303430.002789076852606850.998605461573697
1030.004504533676805330.009009067353610650.995495466323195
1040.00449144064111270.00898288128222540.995508559358887
1050.0065682280913060.0131364561826120.993431771908694
1060.01083891486859200.02167782973718390.989161085131408
1070.03389972526866740.06779945053733490.966100274731333
1080.02595412439376430.05190824878752850.974045875606236
1090.02460256762325640.04920513524651280.975397432376744
1100.03771486951599040.07542973903198080.96228513048401
1110.0344214062961020.0688428125922040.965578593703898
1120.04094527515069760.08189055030139530.959054724849302
1130.03459277556260360.06918555112520710.965407224437396
1140.06335043789945180.1267008757989040.936649562100548
1150.05351396798249310.1070279359649860.946486032017507
1160.04169156321211310.08338312642422620.958308436787887
1170.04859760723720250.0971952144744050.951402392762797
1180.05017380402385830.1003476080477170.949826195976142
1190.04204013531293190.08408027062586370.957959864687068
1200.1168797821070150.2337595642140290.883120217892985
1210.1405597912477660.2811195824955310.859440208752234
1220.1248505873235570.2497011746471140.875149412676443
1230.1072267222013330.2144534444026670.892773277798667
1240.08339062454538750.1667812490907750.916609375454613
1250.07218392343281570.1443678468656310.927816076567184
1260.06435764371690420.1287152874338080.935642356283096
1270.08541060880635930.1708212176127190.91458939119364
1280.06510752082070480.1302150416414100.934892479179295
1290.04826672335561530.09653344671123050.951733276644385
1300.04764846903257640.09529693806515270.952351530967424
1310.1078250613175010.2156501226350030.892174938682499
1320.0832440351584870.1664880703169740.916755964841513
1330.1800121781410310.3600243562820620.819987821858969
1340.1403490784566010.2806981569132020.859650921543399
1350.1113403653003010.2226807306006010.8886596346997
1360.09044852818092260.1808970563618450.909551471819077
1370.06886072862352670.1377214572470530.931139271376473
1380.3527473944420350.705494788884070.647252605557965
1390.2922145230187140.5844290460374280.707785476981286
1400.2300948652867820.4601897305735640.769905134713218
1410.2067228732185010.4134457464370020.793277126781499
1420.2994331736758360.5988663473516710.700566826324164
1430.4243886310738640.8487772621477290.575611368926136
1440.3295784479261730.6591568958523460.670421552073827
1450.5007832911173630.9984334177652730.499216708882637
1460.5167105223953010.9665789552093980.483289477604699
1470.566502083262820.866995833474360.43349791673718
1480.4534923017362410.9069846034724810.546507698263759
1490.4704711869933880.9409423739867760.529528813006612


Meta Analysis of Goldfeld-Quandt test for Heteroskedasticity
Description# significant tests% significant testsOK/NOK
1% type I error level210.15NOK
5% type I error level390.278571428571429NOK
10% type I error level560.4NOK