Multiple Linear Regression - Estimated Regression Equation

Organisation[t] = + 16.7236576391504 + 0.366018263287189Week[t] -0.0633161091808469Concern[t] + 0.218004431283425Doubts[t] -0.137045430156790Pexpect[t] -0.246992813773941Pcriticism[t] + 0.398548887973243Pstandards[t] -0.0204592057986341t + 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)	16.7236576391504	2.450451	6.8247	0	0
Week	0.366018263287189	0.662012	0.5529	0.581158	0.290579
Concern	-0.0633161091808469	0.062625	-1.011	0.313616	0.156808
Doubts	0.218004431283425	0.111077	1.9626	0.051525	0.025762
Pexpect	-0.137045430156790	0.103252	-1.3273	0.186417	0.093208
Pcriticism	-0.246992813773941	0.129078	-1.9135	0.057575	0.028787
Pstandards	0.398548887973243	0.075496	5.2791	0	0
t	-0.0204592057986341	0.011777	-1.7372	0.084393	0.042197

Multiple Linear Regression - Regression Statistics
Multiple R	0.50375119888588
R-squared	0.253765270378961
Adjusted R-squared	0.219171607416397
F-TEST (value)	7.33559989451166
F-TEST (DF numerator)	7
F-TEST (DF denominator)	151
p-value	1.42350557119642e-07
Multiple Linear Regression - Residual Statistics
Residual Standard Deviation	3.4506244838084
Sum Squared Residuals	1797.92820856696

Multiple Linear Regression - Actuals, Interpolation, and Residuals
Time or Index	Actuals	Interpolation Forecast	Residuals Prediction Error
1	26	23.6954519286124	2.30454807138757
2	23	24.8923651834789	-1.89236518347886
3	25	24.9107028330082	0.0892971669918024
4	23	22.7102343491211	0.289765650878871
5	19	22.492320408021	-3.492320408021
6	29	23.5284879106988	5.47151208930121
7	25	25.3284348035751	-0.328434803575101
8	21	23.2531969934192	-2.25319699341922
9	22	22.6557602227755	-0.655760222775531
10	25	23.431763354764	1.56823664523601
11	24	21.2983090814741	2.70169091852586
12	18	20.8365274473605	-2.83652744736046
13	22	19.4782948795850	2.52170512041497
14	15	21.6760138905022	-6.67601389050225
15	22	24.2802953666186	-2.28029536661864
16	28	24.9577385557401	3.04226144425986
17	20	23.0520205959358	-3.05202059593584
18	12	19.9779644636133	-7.97796446361327
19	24	22.2540360485295	1.74596395147045
20	20	22.6217221256068	-2.62172212560682
21	21	24.3887899963036	-3.38878999630362
22	20	21.8927210429306	-1.89272104293058
23	21	20.4264385546318	0.573561445368221
24	23	22.2474373149654	0.752562685034579
25	28	22.9928104712764	5.00718952872363
26	24	22.9087584286886	1.09124157131137
27	24	24.3911154347183	-0.391115434718338
28	24	21.4491592108912	2.55084078910884
29	23	22.9469920453075	0.0530079546924787
30	23	23.5981303412588	-0.598130341258829
31	29	25.0962911870246	3.90370881297542
32	24	23.0157543385684	0.984245661431628
33	18	25.7545244826048	-7.75452448260484
34	25	26.6673017094494	-1.66730170944937
35	21	23.4023208142364	-2.4023208142364
36	26	27.3896884241782	-1.38968842417815
37	22	25.8173420648083	-3.81734206480831
38	22	23.6050459546416	-1.60504595464164
39	22	23.3423784396206	-1.34237843962055
40	23	26.2209175358715	-3.22091753587153
41	30	23.6243050697341	6.37569493026593
42	23	23.3536621182121	-0.353662118212101
43	17	19.5303813963318	-2.53038139633176
44	23	24.3432046473012	-1.34320464730125
45	23	24.8306445728357	-1.83064457283566
46	25	23.0344360175119	1.96556398248813
47	24	21.4311854344111	2.56881456558889
48	24	27.8404996467666	-3.84049964676658
49	23	23.5063230187267	-0.50632301872668
50	21	24.2995438561368	-3.29954385613682
51	24	26.1135710126193	-2.11357101261931
52	24	22.3292226191437	1.6707773808563
53	28	22.0015867382936	5.99841326170645
54	16	21.4964541861591	-5.49645418615913
55	20	20.3951605432463	-0.395160543246316
56	29	23.8085213115558	5.19147868844419
57	27	24.1844110245768	2.81558897542322
58	22	23.4673204934033	-1.46732049340335
59	28	24.2016432649244	3.79835673507555
60	16	20.7999523512091	-4.79995235120908
61	25	23.1570597262826	1.84294027371737
62	24	23.7052735262091	0.294726473790939
63	28	23.8634171574082	4.13658284259176
64	24	24.4525654454667	-0.452565445466737
65	23	22.8687123440238	0.131287655976217
66	30	26.9199290110650	3.08007098893503
67	24	21.5168149996598	2.48318500034021
68	21	24.1928071148674	-3.19280711486737
69	25	23.3942575402432	1.60574245975678
70	25	24.0015745410232	0.998425458976798
71	22	20.9377761116785	1.06222388832154
72	23	22.5148514982345	0.485148501765518
73	26	22.8729502107974	3.12704978920264
74	23	21.7245162319689	1.27548376803110
75	25	23.0291769012988	1.97082309870118
76	21	21.3410766773824	-0.341076677382429
77	25	23.5812853738903	1.41871462610970
78	24	22.1388134485727	1.86118655142733
79	29	23.4387098835101	5.56129011648993
80	22	23.5103483768244	-1.51034837682439
81	27	23.4725117556845	3.5274882443155
82	26	19.6042830295982	6.39571697040178
83	22	21.2249089995905	0.775091000409499
84	24	21.8819195876602	2.11808041233978
85	27	23.2855910875914	3.71440891240865
86	24	21.5459506254752	2.45404937452482
87	24	24.8779930945644	-0.877993094564404
88	29	24.4469140240566	4.55308597594342
89	22	22.3202571944919	-0.320257194491883
90	21	20.7252766460663	0.274723353933659
91	24	20.6125387270480	3.38746127295204
92	24	21.7564533710272	2.24354662897284
93	23	21.9769737055147	1.02302629448534
94	20	22.2820924584990	-2.28209245849905
95	27	21.3952387265177	5.60476127348232
96	26	23.3525884804222	2.64741151957780
97	25	21.9564145470378	3.0435854529622
98	21	20.1194141038016	0.8805858961984
99	21	20.7216882505685	0.278311749431548
100	19	20.3452469045800	-1.34524690457997
101	21	21.4861395416052	-0.486139541605241
102	21	21.1231079090763	-0.123107909076271
103	16	19.6733366417202	-3.6733366417202
104	22	20.5082358316002	1.49176416839976
105	29	21.6288555002518	7.37114449974816
106	15	21.5210814810415	-6.52108148104148
107	17	20.4874688148478	-3.48746881484784
108	15	19.7414998689711	-4.74149986897114
109	21	21.422309700241	-0.422309700240991
110	21	20.7646375114165	0.235362488583492
111	19	19.0438744528935	-0.0438744528935296
112	24	17.8847233717783	6.1152766282217
113	20	21.9050810829565	-1.90508108295652
114	17	24.5639819054456	-7.56398190544563
115	23	24.3177369889856	-1.31773698898557
116	24	21.8984125095616	2.10158749043839
117	14	21.5570315035976	-7.55703150359757
118	19	22.3508313015137	-3.35083130151374
119	24	21.7117032698025	2.28829673019747
120	13	19.9611534042659	-6.96115340426591
121	22	24.6890301896486	-2.6890301896486
122	16	20.6051670376977	-4.60516703769771
123	19	22.6585212406792	-3.65852124067917
124	25	22.1118312817037	2.88816871829627
125	25	23.5345282525220	1.46547174747796
126	23	20.8054091467532	2.19459085324683
127	24	22.7933553471750	1.20664465282497
128	26	22.7824099800164	3.21759001998363
129	26	20.8168027931320	5.18319720686803
130	25	23.3694932188649	1.63050678113515
131	18	21.5793308426234	-3.57933084262337
132	21	19.1923921970356	1.80760780296436
133	26	22.7764829693475	3.22351703065253
134	23	21.1296746756676	1.87032532433243
135	23	19.0324384650189	3.96756153498107
136	22	21.7445518180966	0.255448181903442
137	20	21.5251139662821	-1.52511396628209
138	13	21.2057242336679	-8.2057242336679
139	24	20.5136088420732	3.4863911579268
140	15	20.6771688796649	-5.67716887966494
141	14	22.1658416652423	-8.16584166524233
142	22	23.0314015300016	-1.03140153000162
143	10	16.9351197289185	-6.93511972891846
144	24	23.3572778012203	0.642722198779667
145	22	20.8454963245898	1.15450367541021
146	24	24.6239537408981	-0.623953740898068
147	19	20.5904824995447	-1.59048249954472
148	20	20.9885631513311	-0.988563151331053
149	13	16.2062995568455	-3.20629955684547
150	20	19.0523444703232	0.94765552967677
151	22	21.9899354836866	0.0100645163133675
152	24	22.1896551730356	1.81034482696445
153	29	22.0005228218675	6.99947717813247
154	12	19.7779344455346	-7.77793444553464
155	20	19.7616384831724	0.238361516827564
156	21	20.1906420099984	0.809357990001604
157	24	22.3365774322595	1.66342256774052
158	22	20.6387453261410	1.36125467385902
159	20	16.6795713884280	3.32042861157202

Goldfeld-Quandt test for Heteroskedasticity
p-values	Alternative Hypothesis
breakpoint index	greater	2-sided	less
11	0.675872966961438	0.648254066077125	0.324127033038562
12	0.532331063172114	0.935337873655771	0.467668936827886
13	0.551748585502325	0.89650282899535	0.448251414497675
14	0.778516223810817	0.442967552378367	0.221483776189183
15	0.69493612190174	0.610127756196521	0.305063878098261
16	0.69261174004319	0.61477651991362	0.30738825995681
17	0.607519260305348	0.784961479389303	0.392480739694652
18	0.715567632432861	0.568864735134278	0.284432367567139
19	0.683360114008498	0.633279771983005	0.316639885991502
20	0.641103173183158	0.717793653633683	0.358896826816842
21	0.569117105799804	0.861765788400392	0.430882894200196
22	0.49184802682644	0.98369605365288	0.508151973173561
23	0.472082422538343	0.944164845076687	0.527917577461656
24	0.529006283288849	0.941987433422302	0.470993716711151
25	0.682543931862953	0.634912136274094	0.317456068137047
26	0.618662684261662	0.762674631476676	0.381337315738338
27	0.552151851701747	0.895696296596507	0.447848148298253
28	0.54755656655915	0.9048868668817	0.45244343344085
29	0.479314906710119	0.958629813420239	0.520685093289881
30	0.414260511304764	0.828521022609529	0.585739488695236
31	0.430449432376937	0.860898864753874	0.569550567623063
32	0.368547300067856	0.737094600135712	0.631452699932144
33	0.594739930196525	0.810520139606949	0.405260069803475
34	0.541590102859068	0.916819794281865	0.458409897140932
35	0.496111961715472	0.992223923430944	0.503888038284528
36	0.445743207129956	0.891486414259913	0.554256792870044
37	0.412175467642146	0.824350935284292	0.587824532357854
38	0.361580262253329	0.723160524506658	0.638419737746671
39	0.323041778458255	0.64608355691651	0.676958221541745
40	0.291747663380254	0.583495326760508	0.708252336619746
41	0.520381850285681	0.959236299428638	0.479618149714319
42	0.465993388064798	0.931986776129596	0.534006611935202
43	0.429672038695843	0.859344077391687	0.570327961304157
44	0.381242173673637	0.762484347347273	0.618757826326363
45	0.339058999307164	0.678117998614328	0.660941000692836
46	0.317959174418539	0.635918348837079	0.682040825581461
47	0.300615473832482	0.601230947664964	0.699384526167518
48	0.292434179424033	0.584868358848066	0.707565820575967
49	0.256888005680828	0.513776011361657	0.743111994319172
50	0.251516084758881	0.503032169517761	0.74848391524112
51	0.231507663650269	0.463015327300538	0.768492336349731
52	0.204345892422245	0.408691784844489	0.795654107577755
53	0.278724657768167	0.557449315536334	0.721275342231833
54	0.359405013184409	0.718810026368818	0.640594986815591
55	0.336595681302083	0.673191362604166	0.663404318697917
56	0.403583087684568	0.807166175369136	0.596416912315432
57	0.379995401728031	0.759990803456061	0.620004598271969
58	0.349115187107969	0.698230374215939	0.65088481289203
59	0.348094409551356	0.696188819102712	0.651905590448644
60	0.429021674675724	0.858043349351447	0.570978325324276
61	0.38478168116117	0.76956336232234	0.61521831883883
62	0.342932739069382	0.685865478138763	0.657067260930618
63	0.344237341591627	0.688474683183253	0.655762658408374
64	0.310517716831574	0.621035433663149	0.689482283168426
65	0.27174417971105	0.5434883594221	0.72825582028895
66	0.254076974393460	0.508153948786919	0.74592302560654
67	0.223410805546076	0.446821611092153	0.776589194453924
68	0.250270644583461	0.500541289166922	0.749729355416539
69	0.216334736872633	0.432669473745266	0.783665263127367
70	0.183655427814451	0.367310855628902	0.816344572185549
71	0.154697045236464	0.309394090472928	0.845302954763536
72	0.130257321871118	0.260514643742237	0.869742678128882
73	0.111645172323628	0.223290344647255	0.888354827676372
74	0.09148079237947	0.18296158475894	0.90851920762053
75	0.074170779294559	0.148341558589118	0.925829220705441
76	0.0645746754298448	0.129149350859690	0.935425324570155
77	0.0520574819018544	0.104114963803709	0.947942518098146
78	0.0410241653210272	0.0820483306420545	0.958975834678973
79	0.0427972826628657	0.0855945653257313	0.957202717337134
80	0.0441161292896620	0.0882322585793239	0.955883870710338
81	0.0353889591897694	0.0707779183795388	0.96461104081023
82	0.0408165366066341	0.0816330732132682	0.959183463393366
83	0.0325389781909636	0.0650779563819271	0.967461021809036
84	0.0248802395021145	0.0497604790042289	0.975119760497886
85	0.0230988269966369	0.0461976539932739	0.976901173003363
86	0.0182903102903826	0.0365806205807652	0.981709689709617
87	0.0147302288263008	0.0294604576526016	0.9852697711737
88	0.0152889075416884	0.0305778150833767	0.984711092458312
89	0.0127384581708284	0.0254769163416567	0.987261541829172
90	0.0095625706962758	0.0191251413925516	0.990437429303724
91	0.00814534166179546	0.0162906833235909	0.991854658338205
92	0.00662182267551729	0.0132436453510346	0.993378177324483
93	0.00485119766585654	0.00970239533171308	0.995148802334143
94	0.00459329415770564	0.00918658831541128	0.995406705842294
95	0.00687263501554818	0.0137452700310964	0.993127364984452
96	0.00558276256594835	0.0111655251318967	0.994417237434052
97	0.00474421605917724	0.00948843211835448	0.995255783940823
98	0.00362587207937500	0.00725174415875001	0.996374127920625
99	0.00272400370363297	0.00544800740726595	0.997275996296367
100	0.00225862115490459	0.00451724230980919	0.997741378845095
101	0.0017718562329708	0.0035437124659416	0.998228143767029
102	0.00129489347324629	0.00258978694649258	0.998705106526754
103	0.00159736749271996	0.00319473498543993	0.99840263250728
104	0.00124203112273985	0.00248406224547969	0.99875796887726
105	0.0054274265720604	0.0108548531441208	0.99457257342794
106	0.0132971588004387	0.0265943176008773	0.986702841199561
107	0.014008233844637	0.028016467689274	0.985991766155363
108	0.0190686692280918	0.0381373384561835	0.980931330771908
109	0.014842544733235	0.02968508946647	0.985157455266765
110	0.0107499912000225	0.0214999824000450	0.989250008799978
111	0.00775658522744646	0.0155131704548929	0.992243414772554
112	0.0223488792291657	0.0446977584583314	0.977651120770834
113	0.0223608521738338	0.0447217043476677	0.977639147826166
114	0.0557637522169602	0.111527504433920	0.94423624778304
115	0.0476051419790593	0.0952102839581186	0.95239485802094
116	0.0398742793427035	0.079748558685407	0.960125720657297
117	0.104297024878992	0.208594049757984	0.895702975121008
118	0.098256332121011	0.196512664242022	0.901743667878989
119	0.0876375347773045	0.175275069554609	0.912362465222696
120	0.152261220761832	0.304522441523663	0.847738779238169
121	0.149211402661699	0.298422805323398	0.850788597338301
122	0.189016196871584	0.378032393743168	0.810983803128416
123	0.187789385134568	0.375578770269136	0.812210614865432
124	0.177968364592408	0.355936729184816	0.822031635407592
125	0.154173227205300	0.308346454410601	0.8458267727947
126	0.123796205211202	0.247592410422404	0.876203794788798
127	0.0969357521267576	0.193871504253515	0.903064247873242
128	0.0945259417295777	0.189051883459155	0.905474058270422
129	0.132653785081492	0.265307570162985	0.867346214918508
130	0.114738929034189	0.229477858068378	0.885261070965811
131	0.0960009486316775	0.192001897263355	0.903999051368322
132	0.0852218820585569	0.170443764117114	0.914778117941443
133	0.0833915883135629	0.166783176627126	0.916608411686437
134	0.07419694155915	0.1483938831183	0.92580305844085
135	0.173388639172696	0.346777278345392	0.826611360827304
136	0.138262026560218	0.276524053120436	0.861737973439782
137	0.115803153986223	0.231606307972445	0.884196846013777
138	0.1628323694767	0.3256647389534	0.8371676305233
139	0.394667675706998	0.789335351413996	0.605332324293002
140	0.339605768262348	0.679211536524696	0.660394231737652
141	0.481929833232171	0.963859666464343	0.518070166767829
142	0.390634950515132	0.781269901030264	0.609365049484868
143	0.552332756550338	0.895334486899323	0.447667243449662
144	0.498813859776171	0.997627719552342	0.501186140223829
145	0.402455715511535	0.80491143102307	0.597544284488465
146	0.298069267224429	0.596138534448858	0.701930732775571
147	0.289509793268831	0.579019586537662	0.710490206731169
148	0.172331530851367	0.344663061702735	0.827668469148633

Meta Analysis of Goldfeld-Quandt test for Heteroskedasticity
Description	# significant tests	% significant tests	OK/NOK
1% type I error level	10	0.072463768115942	NOK
5% type I error level	30	0.217391304347826	NOK
10% type I error level	38	0.275362318840580	NOK