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 | |||||
Variable | Parameter | S.D. | T-STAT H0: parameter = 0 | 2-tail p-value | 1-tail p-value |
(Intercept) | 1.98324156116145 | 0.523112 | 3.7912 | 0.000216 | 0.000108 |
standards | -0.0448001902119397 | 0.075288 | -0.595 | 0.552697 | 0.276348 |
organization | -0.0356772706903457 | 0.086798 | -0.411 | 0.681624 | 0.340812 |
punished | 0.351017163481253 | 0.079883 | 4.3941 | 2.1e-05 | 1e-05 |
secondrate | 0.112612004015097 | 0.071574 | 1.5734 | 0.117714 | 0.058857 |
competent | -0.0911763790187378 | 0.089734 | -1.0161 | 0.311209 | 0.155604 |
neat | -0.0725515712595284 | 0.092819 | -0.7816 | 0.435636 | 0.217818 |
Multiple Linear Regression - Regression Statistics | |
Multiple R | 0.406253173307400 |
R-squared | 0.165041640822333 |
Adjusted R-squared | 0.132082758223214 |
F-TEST (value) | 5.00750109855809 |
F-TEST (DF numerator) | 6 |
F-TEST (DF denominator) | 152 |
p-value | 0.000103787659412546 |
Multiple Linear Regression - Residual Statistics | |
Residual Standard Deviation | 0.848151185471069 |
Sum Squared Residuals | 109.342785879229 |
Multiple Linear Regression - Actuals, Interpolation, and Residuals | |||
Time or Index | Actuals | Interpolation Forecast | Residuals Prediction Error |
1 | 3 | 2.10021336518055 | 0.899786634819452 |
2 | 3 | 2.24850263988602 | 0.751497360113985 |
3 | 2 | 2.0677258804434 | -0.0677258804433997 |
4 | 2 | 2.2056313898933 | -0.205631389893299 |
5 | 3 | 2.23218574106205 | 0.76781425893795 |
6 | 2 | 1.58704425001591 | 0.412955749984087 |
7 | 1 | 1.59178400747228 | -0.591784007472284 |
8 | 3 | 2.51465918039976 | 0.485340819600239 |
9 | 2 | 2.12676771634932 | -0.126767716349325 |
10 | 2 | 1.96722623042714 | 0.0327737695728583 |
11 | 3 | 2.83950096142828 | 0.160499038571717 |
12 | 2 | 2.23025680084283 | -0.230256800842827 |
13 | 2 | 2.45634925483422 | -0.456349254834219 |
14 | 2 | 2.15925885485328 | -0.159258854853285 |
15 | 3 | 1.54260065519512 | 1.45739934480488 |
16 | 1 | 1.43437181324525 | -0.434371813245248 |
17 | 3 | 2.16364201691851 | 0.836357983081492 |
18 | 2 | 2.37728888358111 | -0.377288883581106 |
19 | 3 | 1.97847844164388 | 1.02152155835612 |
20 | 4 | 2.11884182670657 | 1.88115817329343 |
21 | 2 | 1.97003704766429 | 0.0299629523357089 |
22 | 3 | 2.20527844826893 | 0.794721551731066 |
23 | 5 | 3.00322891170655 | 1.99677108829345 |
24 | 2 | 2.09583020311535 | -0.0958302031153507 |
25 | 2 | 2.23776593300611 | -0.237765933006109 |
26 | 3 | 2.25007863848087 | 0.749921361519126 |
27 | 2 | 2.04629025544704 | -0.0462902554470395 |
28 | 2 | 2.06965482066262 | -0.0696548206626204 |
29 | 2 | 2.1720834108981 | -0.172083410898099 |
30 | 2 | 2.04629025544704 | -0.0462902554470395 |
31 | 3 | 1.64451008732698 | 1.35548991267302 |
32 | 4 | 2.86093658642464 | 1.13906341357536 |
33 | 1 | 1.83443944714963 | -0.834439447149635 |
34 | 3 | 2.36111464390111 | 0.638885356098888 |
35 | 3 | 2.00622982269147 | 0.993770177308529 |
36 | 2 | 2.07684879996499 | -0.0768487999649925 |
37 | 1 | 2.2853769404552 | -1.28537694045520 |
38 | 1 | 2.11603100946942 | -1.11603100946942 |
39 | 2 | 2.14977933994054 | -0.149779339940542 |
40 | 2 | 2.23145383072166 | -0.231453830721665 |
41 | 2 | 1.73427303046333 | 0.265726969536669 |
42 | 1 | 2.04629025544704 | -1.04629025544704 |
43 | 2 | 2.23338277094089 | -0.233382770940887 |
44 | 1 | 2.19577656003132 | -1.19577656003132 |
45 | 2 | 2.20844220713045 | -0.208442207130447 |
46 | 2 | 1.52397219366913 | 0.476027806330873 |
47 | 4 | 2.11603100946942 | 1.88396899053058 |
48 | 2 | 1.91892110140112 | 0.0810788985988785 |
49 | 2 | 1.93367825143194 | 0.0663217485680571 |
50 | 2 | 1.84356236667123 | 0.156437633328771 |
51 | 1 | 1.94228566661670 | -0.942285666616702 |
52 | 2 | 1.93367825143194 | 0.0663217485680571 |
53 | 2 | 1.95072706059629 | 0.0492729394037062 |
54 | 1 | 1.95214415024547 | -0.952144150245467 |
55 | 5 | 3.22900621283703 | 1.77099378716297 |
56 | 2 | 1.98286160370911 | 0.0171383962908947 |
57 | 2 | 2.17595106862649 | -0.175951068626487 |
58 | 2 | 1.58266108795069 | 0.41733891204931 |
59 | 1 | 1.70439601148738 | -0.704396011487381 |
60 | 3 | 2.31386023184317 | 0.686139768156828 |
61 | 1 | 1.98760136116548 | -0.987601361165477 |
62 | 1 | 1.74007328217773 | -0.740073282177726 |
63 | 2 | 1.56403262642470 | 0.435967373575305 |
64 | 3 | 2.18069082608286 | 0.819309173917141 |
65 | 2 | 1.71863765718137 | 0.281362342818632 |
66 | 2 | 1.78925663445489 | 0.210743365545111 |
67 | 2 | 2.16083119968136 | -0.160831199681358 |
68 | 4 | 2.03784886146745 | 1.96215113853255 |
69 | 1 | 1.47917200345719 | -0.479172003457187 |
70 | 2 | 2.13589063587092 | -0.135890635870919 |
71 | 2 | 1.66313854885298 | 0.336861451147025 |
72 | 2 | 1.67226146837457 | 0.327738531625431 |
73 | 2 | 2.36163014823795 | -0.361630148237947 |
74 | 2 | 2.56541853127178 | -0.565418531271781 |
75 | 1 | 2.12322498877179 | -1.12322498877179 |
76 | 2 | 2.09583020311535 | -0.0958302031153507 |
77 | 2 | 1.74007328217773 | 0.259926717822274 |
78 | 2 | 2.54679372351257 | -0.546793723512572 |
79 | 2 | 1.87024959969401 | 0.129750400305991 |
80 | 1 | 1.93367825143194 | -0.933678251431943 |
81 | 4 | 2.14027379793614 | 1.85972620206386 |
82 | 2 | 2.12395689911218 | -0.123956899112175 |
83 | 3 | 1.94386166521156 | 1.05613833478844 |
84 | 2 | 2.54453619937571 | -0.544536199375711 |
85 | 1 | 1.87604985140840 | -0.876049851408404 |
86 | 2 | 1.89906147499962 | 0.100938525000379 |
87 | 2 | 1.78487347238967 | 0.215126527610334 |
88 | 1 | 1.45142062240960 | -0.451420622409599 |
89 | 2 | 2.74832458240955 | -0.748324582409546 |
90 | 1 | 2.05103001290341 | -1.05103001290341 |
91 | 2 | 1.93367825143194 | 0.0663217485680571 |
92 | 1 | 1.68770014394739 | -0.687700143947393 |
93 | 2 | 1.82055074308001 | 0.179449256919988 |
94 | 2 | 1.66313854885298 | 0.336861451147025 |
95 | 3 | 2.40643033844989 | 0.593569661550113 |
96 | 4 | 2.80189475051872 | 1.19810524948128 |
97 | 1 | 2.83792496283342 | -1.83792496283342 |
98 | 3 | 2.62727118441486 | 0.372728815585143 |
99 | 1 | 2.18858258072895 | -1.18858258072895 |
100 | 1 | 2.14220639192215 | -1.14220639192215 |
101 | 2 | 2.56103536920656 | -0.561035369206559 |
102 | 1 | 1.79118922844090 | -0.791189228440896 |
103 | 3 | 2.47459874764419 | 0.525401252355808 |
104 | 2 | 2.09583020311535 | -0.0958302031153507 |
105 | 2 | 2.16521436174658 | -0.165214361746581 |
106 | 1 | 2.66874870681960 | -1.66874870681960 |
107 | 2 | 2.21475796318168 | -0.214757963181677 |
108 | 2 | 2.98183107547364 | -0.981831075473644 |
109 | 1 | 2.46985899018782 | -1.46985899018782 |
110 | 2 | 1.77887652296613 | 0.221123477033869 |
111 | 2 | 1.59690273364468 | 0.403097266355323 |
112 | 4 | 2.04629025544704 | 1.95370974455296 |
113 | 3 | 2.05051450856658 | 0.949485491433424 |
114 | 2 | 2.63165800024687 | -0.631658000246865 |
115 | 5 | 2.29961858614918 | 2.70038141385082 |
116 | 1 | 2.18226682467772 | -1.18226682467772 |
117 | 2 | 2.26274793934679 | -0.262747939346788 |
118 | 1 | 1.91526984967628 | -0.915269849676284 |
119 | 2 | 2.44368360773509 | -0.443683607735091 |
120 | 1 | 1.99059444940951 | -0.990594449409508 |
121 | 1 | 1.81262485343725 | -0.812624853437255 |
122 | 2 | 2.17788366261249 | -0.177883662612494 |
123 | 2 | 2.66294845510520 | -0.662948455105203 |
124 | 2 | 1.89642498214674 | 0.103575017853261 |
125 | 3 | 1.67226146837457 | 1.32773853162543 |
126 | 2 | 2.28575590917122 | -0.285755909171220 |
127 | 1 | 1.97161304625915 | -0.97161304625915 |
128 | 2 | 2.18226682467772 | -0.182266824677717 |
129 | 2 | 1.83124966119646 | 0.168750338803536 |
130 | 3 | 2.09109044565898 | 0.90890955434102 |
131 | 2 | 2.69069983615279 | -0.690699836152791 |
132 | 2 | 2.06965482066262 | -0.0696548206626204 |
133 | 2 | 1.57985027071354 | 0.420149729286459 |
134 | 1 | 1.78644947098452 | -0.786449470984525 |
135 | 2 | 2.20563138989330 | -0.205631389893298 |
136 | 2 | 2.04629025544704 | -0.0462902554470395 |
137 | 2 | 1.78049031032444 | 0.219509689675557 |
138 | 3 | 2.15133296521053 | 0.848667034789472 |
139 | 1 | 2.44210760914023 | -1.44210760914023 |
140 | 3 | 2.82441888124661 | 0.175581118753392 |
141 | 4 | 2.39240875252624 | 1.60759124747376 |
142 | 2 | 2.93191215908931 | -0.931912159089312 |
143 | 5 | 3.32211518584178 | 1.67788481415822 |
144 | 1 | 1.67226146837457 | -0.672261468374569 |
145 | 2 | 2.36043311835911 | -0.360433118359110 |
146 | 3 | 2.20370244967408 | 0.796297550325924 |
147 | 2 | 2.22075491260521 | -0.220754912605212 |
148 | 2 | 2.36623337007350 | -0.366233370073505 |
149 | 3 | 1.84110814482523 | 1.15889185517477 |
150 | 2 | 2.86093658642464 | -0.860936586424642 |
151 | 1 | 2.28575590917122 | -1.28575590917122 |
152 | 2 | 2.04629025544704 | -0.0462902554470395 |
153 | 1 | 2.00835546061983 | -1.00835546061983 |
154 | 2 | 1.89029515086918 | 0.109704849130824 |
155 | 3 | 2.71896306777043 | 0.281036932229570 |
156 | 2 | 2.14220639192215 | -0.142206391922149 |
157 | 2 | 1.99991406664024 | 8.59333597585943e-05 |
158 | 2 | 2.74832458240955 | -0.748324582409546 |
159 | 4 | 3.03890618239689 | 0.961093817603105 |
Goldfeld-Quandt test for Heteroskedasticity | |||
p-values | Alternative Hypothesis | ||
breakpoint index | greater | 2-sided | less |
10 | 0.352715975565943 | 0.705431951131887 | 0.647284024434057 |
11 | 0.277963878119080 | 0.555927756238159 | 0.72203612188092 |
12 | 0.191392937743574 | 0.382785875487147 | 0.808607062256426 |
13 | 0.171569439567146 | 0.343138879134293 | 0.828430560432854 |
14 | 0.104949392051952 | 0.209898784103903 | 0.895050607948048 |
15 | 0.309962060795372 | 0.619924121590745 | 0.690037939204628 |
16 | 0.285325632406166 | 0.570651264812333 | 0.714674367593834 |
17 | 0.228960465554080 | 0.457920931108161 | 0.77103953444592 |
18 | 0.202849121426438 | 0.405698242852876 | 0.797150878573562 |
19 | 0.198906172088537 | 0.397812344177073 | 0.801093827911463 |
20 | 0.380874195452934 | 0.761748390905868 | 0.619125804547066 |
21 | 0.323791842435448 | 0.647583684870896 | 0.676208157564552 |
22 | 0.262275826422600 | 0.524551652845201 | 0.7377241735774 |
23 | 0.315538899442759 | 0.631077798885519 | 0.68446110055724 |
24 | 0.25634593246702 | 0.51269186493404 | 0.74365406753298 |
25 | 0.265739644390045 | 0.53147928878009 | 0.734260355609955 |
26 | 0.216172449176573 | 0.432344898353146 | 0.783827550823427 |
27 | 0.183723952525237 | 0.367447905050473 | 0.816276047474763 |
28 | 0.142772910485341 | 0.285545820970683 | 0.857227089514659 |
29 | 0.115602925107619 | 0.231205850215238 | 0.884397074892381 |
30 | 0.09282291564002 | 0.18564583128004 | 0.90717708435998 |
31 | 0.227247226223229 | 0.454494452446459 | 0.77275277377677 |
32 | 0.205710745467017 | 0.411421490934033 | 0.794289254532983 |
33 | 0.196178554957584 | 0.392357109915167 | 0.803821445042416 |
34 | 0.160467430250672 | 0.320934860501345 | 0.839532569749328 |
35 | 0.151572721094488 | 0.303145442188977 | 0.848427278905512 |
36 | 0.140319277490859 | 0.280638554981718 | 0.859680722509141 |
37 | 0.291821416618421 | 0.583642833236842 | 0.708178583381579 |
38 | 0.370101681471218 | 0.740203362942435 | 0.629898318528782 |
39 | 0.322720718654777 | 0.645441437309554 | 0.677279281345223 |
40 | 0.285788330608009 | 0.571576661216018 | 0.714211669391991 |
41 | 0.241778721526182 | 0.483557443052364 | 0.758221278473818 |
42 | 0.291475304688045 | 0.58295060937609 | 0.708524695311955 |
43 | 0.253112179028578 | 0.506224358057156 | 0.746887820971422 |
44 | 0.312632786830447 | 0.625265573660894 | 0.687367213169553 |
45 | 0.276039610148505 | 0.552079220297011 | 0.723960389851495 |
46 | 0.240815729362455 | 0.481631458724911 | 0.759184270637544 |
47 | 0.406877544701012 | 0.813755089402025 | 0.593122455298988 |
48 | 0.358708194454982 | 0.717416388909963 | 0.641291805545018 |
49 | 0.312941240044693 | 0.625882480089385 | 0.687058759955308 |
50 | 0.271795561717541 | 0.543591123435083 | 0.728204438282459 |
51 | 0.281585701795328 | 0.563171403590657 | 0.718414298204672 |
52 | 0.242013194465550 | 0.484026388931099 | 0.75798680553445 |
53 | 0.207687572759024 | 0.415375145518047 | 0.792312427240977 |
54 | 0.208004149561892 | 0.416008299123784 | 0.791995850438108 |
55 | 0.26710505100312 | 0.53421010200624 | 0.73289494899688 |
56 | 0.231150572816907 | 0.462301145633815 | 0.768849427183093 |
57 | 0.198478568416999 | 0.396957136833998 | 0.801521431583001 |
58 | 0.175110907148329 | 0.350221814296657 | 0.824889092851671 |
59 | 0.162648643269964 | 0.325297286539928 | 0.837351356730036 |
60 | 0.150860188080797 | 0.301720376161594 | 0.849139811919203 |
61 | 0.176595837815979 | 0.353191675631957 | 0.823404162184021 |
62 | 0.164893177623181 | 0.329786355246363 | 0.835106822376819 |
63 | 0.146495074699753 | 0.292990149399506 | 0.853504925300247 |
64 | 0.142211737935220 | 0.284423475870440 | 0.85778826206478 |
65 | 0.120871514609047 | 0.241743029218093 | 0.879128485390953 |
66 | 0.101289883276544 | 0.202579766553088 | 0.898710116723456 |
67 | 0.0843420417589644 | 0.168684083517929 | 0.915657958241036 |
68 | 0.224903794163126 | 0.449807588326251 | 0.775096205836874 |
69 | 0.199703054563544 | 0.399406109127089 | 0.800296945436455 |
70 | 0.170330212858117 | 0.340660425716233 | 0.829669787141883 |
71 | 0.147757189279436 | 0.295514378558872 | 0.852242810720564 |
72 | 0.126977791172763 | 0.253955582345526 | 0.873022208827237 |
73 | 0.116476071292291 | 0.232952142584583 | 0.883523928707709 |
74 | 0.111513845364528 | 0.223027690729056 | 0.888486154635472 |
75 | 0.131294660681711 | 0.262589321363421 | 0.86870533931829 |
76 | 0.109245629762387 | 0.218491259524773 | 0.890754370237613 |
77 | 0.09091278165218 | 0.18182556330436 | 0.90908721834782 |
78 | 0.0831038694515817 | 0.166207738903163 | 0.916896130548418 |
79 | 0.0669585920189706 | 0.133917184037941 | 0.93304140798103 |
80 | 0.0730142995906573 | 0.146028599181315 | 0.926985700409343 |
81 | 0.161597472052288 | 0.323194944104576 | 0.838402527947712 |
82 | 0.137946743664369 | 0.275893487328737 | 0.862053256335631 |
83 | 0.161641711589859 | 0.323283423179717 | 0.838358288410141 |
84 | 0.153689771163911 | 0.307379542327823 | 0.846310228836089 |
85 | 0.151844735594494 | 0.303689471188987 | 0.848155264405506 |
86 | 0.127305570538416 | 0.254611141076832 | 0.872694429461584 |
87 | 0.106764849843906 | 0.213529699687811 | 0.893235150156094 |
88 | 0.0901117461389476 | 0.180223492277895 | 0.909888253861052 |
89 | 0.090305562986289 | 0.180611125972578 | 0.90969443701371 |
90 | 0.101808604105203 | 0.203617208210405 | 0.898191395894797 |
91 | 0.08232245826905 | 0.1646449165381 | 0.91767754173095 |
92 | 0.0758198256511452 | 0.151639651302290 | 0.924180174348855 |
93 | 0.0612271039650575 | 0.122454207930115 | 0.938772896034943 |
94 | 0.0498262439651128 | 0.0996524879302256 | 0.950173756034887 |
95 | 0.0447029985387487 | 0.0894059970774975 | 0.955297001461251 |
96 | 0.0667511441620525 | 0.133502288324105 | 0.933248855837947 |
97 | 0.143777626128969 | 0.287555252257938 | 0.856222373871031 |
98 | 0.127427385939969 | 0.254854771879939 | 0.87257261406003 |
99 | 0.151628072711570 | 0.303256145423140 | 0.84837192728843 |
100 | 0.178278331765886 | 0.356556663531772 | 0.821721668234114 |
101 | 0.158583781849215 | 0.317167563698431 | 0.841416218150785 |
102 | 0.157914949453463 | 0.315829898906927 | 0.842085050546536 |
103 | 0.137950928633337 | 0.275901857266673 | 0.862049071366663 |
104 | 0.114342973548493 | 0.228685947096986 | 0.885657026451507 |
105 | 0.092834013403872 | 0.185668026807744 | 0.907165986596128 |
106 | 0.154832112230900 | 0.309664224461799 | 0.8451678877691 |
107 | 0.135955701434288 | 0.271911402868575 | 0.864044298565712 |
108 | 0.151203801079506 | 0.302407602159012 | 0.848796198920494 |
109 | 0.207572983787708 | 0.415145967575417 | 0.792427016212292 |
110 | 0.183597106085566 | 0.367194212171133 | 0.816402893914434 |
111 | 0.158778734986541 | 0.317557469973081 | 0.84122126501346 |
112 | 0.399617241391685 | 0.799234482783369 | 0.600382758608315 |
113 | 0.402964735556398 | 0.805929471112796 | 0.597035264443602 |
114 | 0.361152486379275 | 0.72230497275855 | 0.638847513620725 |
115 | 0.801500541855713 | 0.396998916288574 | 0.198499458144287 |
116 | 0.817603888578167 | 0.364792222843665 | 0.182396111421833 |
117 | 0.78676933250307 | 0.426461334993859 | 0.213230667496929 |
118 | 0.835795253310034 | 0.328409493379932 | 0.164204746689966 |
119 | 0.800895915395927 | 0.398208169208146 | 0.199104084604073 |
120 | 0.88539658159547 | 0.229206836809060 | 0.114603418404530 |
121 | 0.88260146855642 | 0.234797062887161 | 0.117398531443580 |
122 | 0.870665836917677 | 0.258668326164647 | 0.129334163082323 |
123 | 0.855399045863073 | 0.289201908273853 | 0.144600954136927 |
124 | 0.82178328383578 | 0.356433432328438 | 0.178216716164219 |
125 | 0.887962295755088 | 0.224075408489824 | 0.112037704244912 |
126 | 0.855360633798462 | 0.289278732403077 | 0.144639366201538 |
127 | 0.860790577384936 | 0.278418845230129 | 0.139209422615064 |
128 | 0.821359236928516 | 0.357281526142967 | 0.178640763071484 |
129 | 0.78194308070384 | 0.436113838592319 | 0.218056919296159 |
130 | 0.854692180903269 | 0.290615638193462 | 0.145307819096731 |
131 | 0.873839554623619 | 0.252320890752762 | 0.126160445376381 |
132 | 0.833533629922564 | 0.332932740154872 | 0.166466370077436 |
133 | 0.836330870200716 | 0.327338259598567 | 0.163669129799284 |
134 | 0.807996426363343 | 0.384007147273315 | 0.192003573636657 |
135 | 0.752412452359531 | 0.495175095280939 | 0.247587547640469 |
136 | 0.704715710304391 | 0.590568579391217 | 0.295284289695609 |
137 | 0.634069440671403 | 0.731861118657193 | 0.365930559328597 |
138 | 0.570579583786858 | 0.858840832426284 | 0.429420416213142 |
139 | 0.629843995684016 | 0.740312008631968 | 0.370156004315984 |
140 | 0.562173537024349 | 0.875652925951303 | 0.437826462975651 |
141 | 0.734037177382132 | 0.531925645235736 | 0.265962822617868 |
142 | 0.75494226671308 | 0.49011546657384 | 0.24505773328692 |
143 | 0.717399590928025 | 0.565200818143949 | 0.282600409071975 |
144 | 0.74923458451143 | 0.501530830977138 | 0.250765415488569 |
145 | 0.710073023074733 | 0.579853953850533 | 0.289926976925267 |
146 | 0.796597528256857 | 0.406804943486285 | 0.203402471743143 |
147 | 0.687244937080654 | 0.625510125838693 | 0.312755062919346 |
148 | 0.543311030323723 | 0.913377939352553 | 0.456688969676277 |
149 | 0.456480885930606 | 0.912961771861213 | 0.543519114069394 |
Meta Analysis of Goldfeld-Quandt test for Heteroskedasticity | |||
Description | # significant tests | % significant tests | OK/NOK |
1% type I error level | 0 | 0 | OK |
5% type I error level | 0 | 0 | OK |
10% type I error level | 2 | 0.0142857142857143 | OK |