Multiple Linear Regression - Estimated Regression Equation

ParentalExpectations[t] = + 7.56408311336291 -4.02282154930862Gender[t] -0.0497128514879975ConcernoverMistakes[t] + 0.0139238377293545`C*G`[t] -0.0584300461850065Doubtsaboutactions[t] + 0.0411688955628661`D*G`[t] + 0.554368493058405`PE*G`[t] + 0.762594333796531ParentalCriticism[t] -0.413361375350402`PC*G`[t] + 0.229602388869078PersonalStandards[t] -0.11794509827969`PS*G`[t] -0.205802809085592Organization[t] + 0.101854058940113`O*G`[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)	7.56408311336291	1.563469	4.838	3e-06	2e-06
Gender	-4.02282154930862	0.950195	-4.2337	4e-05	2e-05
ConcernoverMistakes	-0.0497128514879975	0.04408	-1.1278	0.261255	0.130628
`C*G`	0.0139238377293545	0.027093	0.5139	0.608083	0.304042
Doubtsaboutactions	-0.0584300461850065	0.075433	-0.7746	0.439833	0.219917
`D*G`	0.0411688955628661	0.047329	0.8699	0.385808	0.192904
`PE*G`	0.554368493058405	0.012882	43.0342	0	0
ParentalCriticism	0.762594333796531	0.078568	9.7061	0	0
`PC*G`	-0.413361375350402	0.047198	-8.7579	0	0
PersonalStandards	0.229602388869078	0.057857	3.9684	0.000113	5.7e-05
`PS*G`	-0.11794509827969	0.034576	-3.4111	0.000837	0.000418
Organization	-0.205802809085592	0.054165	-3.7995	0.000212	0.000106
`O*G`	0.101854058940113	0.033274	3.0611	0.002626	0.001313

Multiple Linear Regression - Regression Statistics
Multiple R	0.979951191393236
R-squared	0.960304337513024
Adjusted R-squared	0.957041680322313
F-TEST (value)	294.331975865332
F-TEST (DF numerator)	12
F-TEST (DF denominator)	146
p-value	0
Multiple Linear Regression - Residual Statistics
Residual Standard Deviation	0.714124047186035
Sum Squared Residuals	74.4560805963268

Multiple Linear Regression - Actuals, Interpolation, and Residuals
Time or Index	Actuals	Interpolation Forecast	Residuals Prediction Error
1	11	10.5495807077397	0.450419292260252
2	7	9.5317176936112	-2.5317176936112
3	17	15.7984094400311	1.20159055996893
4	10	10.7581413749384	-0.758141374938445
5	12	13.03592279434	-1.03592279434003
6	12	11.335025102266	0.664974897734023
7	11	11.0502446508432	-0.0502446508432265
8	11	10.7336685617733	0.266331438226724
9	12	11.3292349690873	0.670765030912731
10	13	12.1404811409361	0.859518859063871
11	14	14.0723922113957	-0.072392211395747
12	16	16.0907124941696	-0.0907124941695982
13	11	10.6212252819674	0.378774718032596
14	10	9.85407702031575	0.145922979684246
15	11	11.987715972398	-0.98771597239795
16	15	15.4978078449037	-0.497807844903716
17	9	11.1442403731213	-2.14424037312126
18	11	12.0740713104147	-1.07407131041468
19	17	17.4834239412261	-0.483423941226096
20	17	17.1319307640624	-0.131930764062353
21	11	11.9423849133973	-0.942384913397282
22	18	18.2354633273534	-0.235463327353355
23	14	13.7996325470485	0.200367452951523
24	10	10.1467046042424	-0.146704604242417
25	11	10.8646588690316	0.135341130968437
26	15	15.2188660316108	-0.218866031610781
27	15	15.3351227077666	-0.335122707766565
28	13	12.9411251549327	0.0588748450673462
29	16	14.9004991415138	1.09950085848621
30	13	13.2042023778971	-0.204202377897086
31	9	8.60867437586244	0.391325624137562
32	18	18.0717900238226	-0.0717900238226042
33	18	15.5126561412416	2.48734385875843
34	12	11.7654403623872	0.234559637612792
35	17	15.9533674942458	1.04663250575424
36	9	9.73994282533566	-0.739942825335656
37	9	10.0945972746802	-1.09459727468025
38	12	10.8097141209882	1.19028587901178
39	18	17.1978393260192	0.802160673980827
40	12	11.8841241476318	0.115875852368246
41	18	18.3087161840174	-0.30871618401743
42	14	13.9034194459864	0.0965805540136296
43	15	15.3583326939882	-0.358332693988224
44	16	16.5756783300809	-0.575678330080881
45	10	11.5026866827912	-1.50268668279115
46	11	11.3236366995712	-0.323636699571206
47	14	14.1334254325684	-0.133425432568411
48	9	10.2815454848804	-1.28154548488042
49	12	12.1776652544908	-0.17766525449079
50	17	14.9538617416909	2.04613825830906
51	5	4.42474845419696	0.575251545803035
52	12	11.9495364984274	0.0504635015726229
53	12	11.9276229341784	0.0723770658216414
54	6	5.6894456225112	0.310554377488797
55	24	24.194068319353	-0.194068319352963
56	12	11.497899052438	0.50210094756197
57	12	12.1240506408088	-0.124050640808759
58	14	14.2785506948979	-0.278550694897932
59	7	6.73107422924292	0.268925770757076
60	13	13.3499528417808	-0.349952841780751
61	12	12.6540727377824	-0.654072737782427
62	13	13.1259791121347	-0.125979112134685
63	14	12.6291360771868	1.37086392281317
64	8	7.52722769374786	0.472772306252142
65	11	10.5856454039719	0.414354596028113
66	9	9.39190224187301	-0.391902241873015
67	11	11.1473204132457	-0.147320413245737
68	13	13.5383971172275	-0.5383971172275
69	10	10.1566179309609	-0.156617930960872
70	11	10.8176387281669	0.182361271833137
71	12	11.7815826001991	0.218417399800923
72	9	8.6676834721573	0.332316527842703
73	15	14.9073206989695	0.0926793010304768
74	18	18.3020217735624	-0.302021773562364
75	15	15.2018369603855	-0.201836960385468
76	12	12.0420103843867	-0.0420103843866683
77	13	13.4133002319974	-0.413300231997436
78	14	13.4485043859649	0.551495614035051
79	10	9.7588715135792	0.241128486420797
80	13	12.9947321995908	0.00526780040917705
81	13	12.9087941909155	0.0912058090844853
82	11	10.8809159401145	0.119084059885523
83	13	13.0811661890698	-0.0811661890698386
84	16	15.3462798185433	0.653720181456743
85	8	7.72347819099464	0.276521809005359
86	16	16.4371206292828	-0.43712062928278
87	11	10.9600579414247	0.039942058575268
88	9	10.0995542833964	-1.09955428339636
89	16	16.8190670212398	-0.819067021239804
90	12	12.0471427886204	-0.0471427886204003
91	14	14.1367790178915	-0.136779017891529
92	8	7.73471143162069	0.265288568379308
93	9	9.0215986035023	-0.0215986035023028
94	15	15.3425422885411	-0.342542288541093
95	11	10.6843934288566	0.315606571143369
96	21	21.3379608954175	-0.337960895417492
97	14	13.9838942887557	0.0161057112443132
98	18	16.6102929326927	1.38970706730728
99	12	11.6298800504185	0.370119949581524
100	13	12.6167508103159	0.383249189684099
101	15	15.055780945999	-0.0557809459990431
102	12	11.5699827388406	0.430017261159413
103	19	19.5617535527112	-0.561753552711171
104	15	15.1277722604393	-0.127772260439272
105	11	11.2854732045681	-0.28547320456812
106	11	10.5880410150887	0.411958984911256
107	10	9.74021393157792	0.259786068422082
108	13	12.8302534307888	0.169746569211177
109	15	14.8355066900732	0.164493309926801
110	12	12.2632081527268	-0.263208152726757
111	12	12.1535711603963	-0.153571160396321
112	16	15.9042746931148	0.0957253068851745
113	9	8.3309523580861	0.669047641913901
114	18	18.1353349731023	-0.135334973102286
115	8	7.39905888237168	0.600941117628316
116	13	11.6335364398144	1.36646356018558
117	17	17.3954286994524	-0.395428699452427
118	9	8.83802430351337	0.161975696486629
119	15	15.1718137246818	-0.171813724681842
120	8	7.84853142418156	0.151468575818437
121	7	6.44241413297892	0.557585867021083
122	12	12.1823892781054	-0.182389278105422
123	14	14.9313746103498	-0.931374610349846
124	6	7.92237291987548	-1.92237291987548
125	8	8.91839571134878	-0.918395711348779
126	17	17.4994012580397	-0.499401258039669
127	10	10.0239761692677	-0.0239761692676849
128	11	11.5046331936122	-0.504633193612203
129	14	14.1226004162867	-0.122600416286715
130	11	10.598826866918	0.401173133082012
131	13	12.819947743757	0.180052256243036
132	12	11.8631654689618	0.136834531038241
133	11	10.4871663702046	0.512833629795362
134	9	8.83580638751198	0.164193612488016
135	12	11.9413824449371	0.0586175550628822
136	20	17.5822687459947	2.41773125400533
137	12	11.4629975439773	0.537002456022704
138	13	14.0332818951934	-1.03328189519336
139	12	11.8833655126117	0.116634487388333
140	12	11.6496291027098	0.350370897290233
141	9	8.42472503219791	0.575274967802092
142	15	15.0195032480584	-0.0195032480583712
143	24	24.0354877283835	-0.0354877283835396
144	7	8.00755235831579	-1.00755235831579
145	17	16.1123694222906	0.88763057770937
146	11	10.8581667782402	0.141833221759797
147	17	17.130167948992	-0.130167948992032
148	11	11.4786431655151	-0.478643165515071
149	12	12.3740446850354	-0.374044685035401
150	14	14.0234733525441	-0.0234733525441407
151	11	10.6578755974255	0.342124402574513
152	16	16.3143234741159	-0.314323474115905
153	21	21.5420338421294	-0.542033842129366
154	14	13.3292130787119	0.670786921288065
155	20	20.4923907824139	-0.492390782413933
156	13	13.2272551833787	-0.227255183378728
157	11	10.7228230536504	0.277176946349598
158	15	15.1535624733354	-0.153562473335444
159	19	18.0955513679399	0.904448632060132

Goldfeld-Quandt test for Heteroskedasticity
p-values	Alternative Hypothesis
breakpoint index	greater	2-sided	less
16	0.789962845310062	0.420074309379876	0.210037154689938
17	0.708777579109481	0.582444841781039	0.291222420890519
18	0.618136952300701	0.763726095398599	0.381863047699299
19	0.924717243657153	0.150565512685694	0.0752827563428469
20	0.879257595951906	0.241484808096188	0.120742404048094
21	0.890213577334211	0.219572845331578	0.109786422665789
22	0.904142675255625	0.19171464948875	0.0958573247443749
23	0.859629679795955	0.28074064040809	0.140370320204045
24	0.889469266322934	0.221061467354132	0.110530733677066
25	0.888297739688359	0.223404520623283	0.111702260311641
26	0.866669190769677	0.266661618460646	0.133330809230323
27	0.820880630450203	0.358238739099595	0.179119369549797
28	0.76608180316732	0.46783639366536	0.23391819683268
29	0.871647578584387	0.256704842831226	0.128352421415613
30	0.833324008744713	0.333351982510575	0.166675991255287
31	0.888597751573911	0.222804496852178	0.111402248426089
32	0.870672043820317	0.258655912359365	0.129327956179683
33	0.993626779758823	0.0127464404823549	0.00637322024117747
34	0.996297372792085	0.00740525441582947	0.00370262720791473
35	0.998037010257105	0.00392597948578989	0.00196298974289494
36	0.998977384669256	0.00204523066148856	0.00102261533074428
37	0.99922536557649	0.00154926884702072	0.000774634423510361
38	0.999264495857807	0.00147100828438566	0.000735504142192829
39	0.999675915657168	0.000648168685663793	0.000324084342831896
40	0.999534867455117	0.000930265089766932	0.000465132544883466
41	0.99946258277984	0.00107483444031906	0.000537417220159531
42	0.999146869031277	0.00170626193744575	0.000853130968722873
43	0.998885384877645	0.00222923024470909	0.00111461512235455
44	0.998689927257759	0.00262014548448294	0.00131007274224147
45	0.999705081499605	0.000589837000790459	0.00029491850039523
46	0.999570191063337	0.000859617873325671	0.000429808936662836
47	0.999324614041903	0.00135077191619351	0.000675385958096757
48	0.999802326731875	0.000395346536250919	0.00019767326812546
49	0.999751802279312	0.000496395441376027	0.000248197720688014
50	0.999987589366197	2.48212676052584e-05	1.24106338026292e-05
51	0.999990801267169	1.83974656618058e-05	9.19873283090289e-06
52	0.999984074470075	3.18510598492752e-05	1.59255299246376e-05
53	0.99997234523558	5.53095288409749e-05	2.76547644204875e-05
54	0.999964683723343	7.06325533142758e-05	3.53162766571379e-05
55	0.999940566930482	0.000118866139037094	5.9433069518547e-05
56	0.999922049454815	0.000155901090370487	7.79505451852435e-05
57	0.999874198980085	0.000251602039830254	0.000125801019915127
58	0.999806935431901	0.000386129136197736	0.000193064568098868
59	0.999722155082953	0.000555689834094079	0.00027784491704704
60	0.999625571550901	0.000748856898197917	0.000374428449098958
61	0.99958748164739	0.000825036705220502	0.000412518352610251
62	0.999364254045454	0.00127149190909284	0.00063574595454642
63	0.999815054204491	0.000369891591018585	0.000184945795509293
64	0.999771376859854	0.000457246280291202	0.000228623140145601
65	0.999762419117352	0.000475161765296931	0.000237580882648465
66	0.999728533663533	0.000542932672934512	0.000271466336467256
67	0.999870235051291	0.000259529897418028	0.000129764948709014
68	0.999841733357276	0.000316533285447265	0.000158266642723632
69	0.999884957073382	0.000230085853236618	0.000115042926618309
70	0.999820589988733	0.000358820022533604	0.000179410011266802
71	0.999728963012594	0.00054207397481177	0.000271036987405885
72	0.999616346106814	0.000767307786371685	0.000383653893185843
73	0.999406234915286	0.00118753016942787	0.000593765084713935
74	0.999172864046638	0.00165427190672338	0.000827135953361689
75	0.998785006594313	0.00242998681137429	0.00121499340568714
76	0.998527094233988	0.00294581153202346	0.00147290576601173
77	0.998074448806611	0.00385110238677753	0.00192555119338876
78	0.997901438030819	0.00419712393836253	0.00209856196918126
79	0.996995005284042	0.00600998943191588	0.00300499471595794
80	0.995640908085797	0.00871818382840635	0.00435909191420317
81	0.993780670219103	0.0124386595617948	0.00621932978089739
82	0.992007088444088	0.0159858231118245	0.00799291155591225
83	0.988875777225308	0.0222484455493842	0.0111242227746921
84	0.988744683492378	0.0225106330152433	0.0112553165076217
85	0.984835216018026	0.0303295679639473	0.0151647839819737
86	0.981433940187561	0.0371321196248773	0.0185660598124387
87	0.974986249489813	0.0500275010203746	0.0250137505101873
88	0.97858899848831	0.0428220030233808	0.0214110015116904
89	0.988513513620503	0.0229729727589942	0.0114864863794971
90	0.984099088685308	0.0318018226293835	0.0159009113146917
91	0.978660077284349	0.0426798454313021	0.021339922715651
92	0.972157611412978	0.055684777174045	0.0278423885870225
93	0.963919306463506	0.0721613870729885	0.0360806935364943
94	0.954191471493765	0.0916170570124706	0.0458085285062353
95	0.942313591817622	0.115372816364756	0.0576864081823778
96	0.928154027998231	0.143691944003538	0.0718459720017689
97	0.908651681169288	0.182696637661424	0.0913483188307118
98	0.936380272954892	0.127239454090215	0.0636197270451077
99	0.921614569843005	0.156770860313989	0.0783854301569945
100	0.903438383243572	0.193123233512855	0.0965616167564276
101	0.878799512041083	0.242400975917835	0.121200487958917
102	0.865460482001806	0.269079035996387	0.134539517998193
103	0.846212812745894	0.307574374508213	0.153787187254106
104	0.812707185343349	0.374585629313301	0.187292814656651
105	0.786063329913655	0.42787334017269	0.213936670086345
106	0.746590752814823	0.506818494370354	0.253409247185177
107	0.707457638432208	0.585084723135583	0.292542361567792
108	0.662263539746954	0.675472920506092	0.337736460253046
109	0.61342039290307	0.773159214193859	0.38657960709693
110	0.564448683028446	0.871102633943108	0.435551316971554
111	0.510794576382729	0.978410847234542	0.489205423617271
112	0.456845260843125	0.91369052168625	0.543154739156875
113	0.440743114243529	0.881486228487058	0.559256885756471
114	0.39158592607093	0.783171852141861	0.60841407392907
115	0.367931632066213	0.735863264132426	0.632068367933787
116	0.56041058012122	0.87917883975756	0.43958941987878
117	0.533362251403745	0.933275497192511	0.466637748596255
118	0.474768110153717	0.949536220307434	0.525231889846283
119	0.415318530140353	0.830637060280707	0.584681469859647
120	0.365962197618585	0.731924395237171	0.634037802381415
121	0.325878828492411	0.651757656984822	0.674121171507589
122	0.298112725072926	0.596225450145852	0.701887274927074
123	0.305038135323439	0.610076270646877	0.694961864676561
124	0.610025834040073	0.779948331919854	0.389974165959927
125	0.584193129975	0.831613740049999	0.415806870025
126	0.538789455799661	0.922421088400678	0.461210544200339
127	0.46982914696613	0.93965829393226	0.53017085303387
128	0.493546010885051	0.987092021770103	0.506453989114949
129	0.42172817115779	0.84345634231558	0.57827182884221
130	0.38367257796861	0.767345155937219	0.61632742203139
131	0.314007840496348	0.628015680992696	0.685992159503652
132	0.249058391349175	0.498116782698349	0.750941608650825
133	0.19787866181453	0.395757323629059	0.80212133818547
134	0.150027317532232	0.300054635064464	0.849972682467768
135	0.112549283686453	0.225098567372906	0.887450716313547
136	0.635272733611538	0.729454532776923	0.364727266388462
137	0.748453402108853	0.503093195782294	0.251546597891147
138	0.723506579094225	0.552986841811549	0.276493420905775
139	0.6289477224505	0.742104555098999	0.3710522775495
140	0.51474116235578	0.970517675288439	0.48525883764422
141	0.393882526947096	0.787765053894192	0.606117473052904
142	0.340185516592125	0.68037103318425	0.659814483407875
143	0.995088059313845	0.00982388137231093	0.00491194068615547

Meta Analysis of Goldfeld-Quandt test for Heteroskedasticity
Description	# significant tests	% significant tests	OK/NOK
1% type I error level	48	0.375	NOK
5% type I error level	59	0.4609375	NOK
10% type I error level	63	0.4921875	NOK