Multiple Linear Regression - Estimated Regression Equation

Concernovermistakes[t] = -1.39516119998399 + 1.06623615242496DoubtsaboutactionsFemale[t] -0.390338094465476DoubtsaboutactionsMale[t] + 0.444393868835153ParentalexpectationsFemale[t] -0.326763214979501ParentalexpectationsMale[t] + 0.0512374544788622ParentalcritismFemale[t] + 0.189757003967310ParentalcritismMale[t] + 0.435719552669018PersonalstandardsFemale[t] + 0.208567624539643PersonalstandarsMale[t] -0.174498633537879OrganizationFemale[t] + 0.0726673983649172OrganizationMale[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)	-1.39516119998399	3.096072	-0.4506	0.652921	0.32646
DoubtsaboutactionsFemale	1.06623615242496	0.241071	4.4229	1.9e-05	9e-06
DoubtsaboutactionsMale	-0.390338094465476	0.281008	-1.3891	0.1669	0.08345
ParentalexpectationsFemale	0.444393868835153	0.2182	2.0366	0.04347	0.021735
ParentalexpectationsMale	-0.326763214979501	0.268122	-1.2187	0.224893	0.112446
ParentalcritismFemale	0.0512374544788622	0.307068	0.1669	0.867708	0.433854
ParentalcritismMale	0.189757003967310	0.367959	0.5157	0.606832	0.303416
PersonalstandardsFemale	0.435719552669018	0.184997	2.3553	0.019821	0.00991
PersonalstandarsMale	0.208567624539643	0.214222	0.9736	0.331842	0.165921
OrganizationFemale	-0.174498633537879	0.205662	-0.8485	0.397546	0.198773
OrganizationMale	0.0726673983649172	0.215099	0.3378	0.735968	0.367984

Multiple Linear Regression - Regression Statistics
Multiple R	0.6540902092735
R-squared	0.427834001867451
Adjusted R-squared	0.389174137128765
F-TEST (value)	11.0666192124395
F-TEST (DF numerator)	10
F-TEST (DF denominator)	148
p-value	5.86197757002083e-14
Multiple Linear Regression - Residual Statistics
Residual Standard Deviation	4.47268914595107
Sum Squared Residuals	2960.73233305366

Multiple Linear Regression - Actuals, Interpolation, and Residuals
Time or Index	Actuals	Interpolation Forecast	Residuals Prediction Error
1	24	24.9556317369705	-0.955631736970475
2	25	20.7336134397219	4.26638656027814
3	17	21.6759718622179	-4.67597186221789
4	18	19.7192156596422	-1.71921565964220
5	18	19.8320656662796	-1.83206566627956
6	16	19.6835605135766	-3.68356051357659
7	20	21.1831329567002	-1.18313295670024
8	16	22.6647428100575	-6.66474281005745
9	18	21.2303316215009	-3.23033162150092
10	17	20.2401269888749	-3.2401269888749
11	23	23.3929766947813	-0.39297669478128
12	30	24.1600451722962	5.83995482770383
13	23	15.1399255248906	7.86007447510942
14	18	18.6010040093999	-0.601004009399916
15	15	21.8399281995460	-6.83992819954597
16	12	18.5813478732644	-6.58134787326438
17	21	18.7575035696276	2.24249643037235
18	15	15.0319617825192	-0.0319617825191914
19	20	19.4290738428007	0.570926157199318
20	31	28.1820297440604	2.81797025593958
21	27	26.3049291409789	0.695070859021141
22	34	25.6809045576001	8.31909544239991
23	21	19.5706788637631	1.42932113623686
24	31	20.4267245983525	10.5732754016475
25	19	19.2960792568822	-0.296079256882225
26	16	20.0953556487311	-4.09535564873111
27	20	21.5615776662287	-1.56157766622867
28	21	18.1835766706039	2.81642332939608
29	22	21.8597357533871	0.140264246612860
30	17	19.4952860620643	-2.49528606206434
31	24	21.0225356251894	2.97746437481057
32	25	31.6242473139953	-6.62424731399534
33	26	28.0836050118374	-2.08360501183738
34	25	25.1819611104361	-0.181961110436063
35	17	22.8253160547974	-5.82531605479738
36	32	27.9605663872999	4.03943361270013
37	33	24.3441138609856	8.65588613901437
38	13	20.7483427046086	-7.74834270460857
39	32	27.524654554323	4.47534544567698
40	25	26.1563542809939	-1.15635428099394
41	29	26.2912375175486	2.70876248245137
42	22	22.2687616228845	-0.268761622884495
43	18	16.3451243379960	1.65487566200404
44	17	21.5400450968111	-4.54004509681111
45	20	21.4362784464713	-1.43627844647134
46	15	20.2774710203606	-5.27747102036060
47	20	21.2774048954945	-1.27740489549451
48	33	28.7452942733528	4.2547057266472
49	29	21.8893466314726	7.11065336852737
50	23	25.7228174277025	-2.72281742770246
51	26	23.9251189073850	2.07488109261505
52	18	19.1135259127194	-1.11352591271941
53	20	18.8382557004381	1.16174429956186
54	11	11.6173838989214	-0.617383898921388
55	28	28.9470387379516	-0.947038737951617
56	26	23.2408235003185	2.75917649968147
57	22	21.6270716499901	0.372928350009873
58	17	20.3274242475508	-3.32742424755080
59	12	14.0840671864101	-2.08406718641008
60	14	19.5911845552550	-5.59118455525504
61	17	21.1855506676186	-4.18555066761861
62	21	21.3579272392682	-0.35792723926819
63	19	22.6610235267971	-3.66102352679714
64	18	23.5204515192069	-5.5204515192069
65	10	18.6769230831868	-8.67692308318678
66	29	22.8615156952045	6.1384843047955
67	31	18.9642843781129	12.0357156218871
68	19	22.4879407202966	-3.48794072029661
69	9	19.7094623303634	-10.7094623303634
70	20	22.8230088484444	-2.82300884844441
71	28	17.7560086894510	10.2439913105490
72	19	17.6958132073873	1.30418679261273
73	30	22.5554727447564	7.44452725524362
74	29	29.1691638647069	-0.169163864706898
75	26	21.7048199095196	4.29518009048036
76	23	20.0597461352033	2.94025386479671
77	13	22.0268267043072	-9.02682670430719
78	21	22.261763029964	-1.26176302996401
79	19	21.6853769574391	-2.68537695743908
80	28	22.8817749447823	5.11822505521774
81	23	25.3642907765806	-2.36429077658059
82	18	14.1873899058047	3.81261009419526
83	21	22.0263941226815	-1.02639412268147
84	20	21.9672880959095	-1.96728809590953
85	23	19.7054421518195	3.29455784818049
86	21	20.0505630084062	0.949436991593838
87	21	22.1702458275280	-1.17024582752803
88	15	22.9195424195024	-7.9195424195024
89	28	27.1270949862954	0.872905013704601
90	19	17.2767745089170	1.72322549108303
91	26	20.1511288013935	5.8488711986065
92	10	14.1688477941492	-4.1688477941492
93	16	17.9829323926034	-1.9829323926034
94	22	20.7119391332540	1.28806086674598
95	19	19.1723904702372	-0.172390470237221
96	31	28.6955741681138	2.30442583188620
97	31	27.1349132604197	3.86508673958027
98	29	23.7923736069948	5.20762639300516
99	19	18.0708334229614	0.929166577038564
100	22	18.4833492687734	3.51665073122662
101	23	22.2183729090744	0.781627090925593
102	15	16.3228432163017	-1.32284321630167
103	20	23.0792351412715	-3.07923514127152
104	18	19.4761712035652	-1.47617120356515
105	23	21.7039311124801	1.29606888751994
106	25	19.9917345810447	5.00826541895532
107	21	16.7413292031872	4.2586707968128
108	24	19.3410522456067	4.65894775439326
109	25	24.5186724221499	0.481327577850142
110	17	18.4507979278914	-1.45079792789142
111	13	14.1957793317179	-1.19577933171794
112	28	17.9392667723412	10.0607332276588
113	21	18.6651814314984	2.33481856850155
114	25	28.9233362224049	-3.92333622240485
115	9	17.7434171205448	-8.74341712054482
116	16	17.8322751332771	-1.83227513327707
117	19	21.2694460686835	-2.26944606868348
118	17	19.4953101488352	-2.49531014883523
119	25	23.7311897997386	1.26881020026137
120	20	14.9966677486644	5.00333225133562
121	29	22.3382892819647	6.66171071803534
122	14	18.4618287427413	-4.46182874274126
123	22	26.5375657702661	-4.53756577026611
124	15	16.5037366023520	-1.50373660235205
125	19	27.7595806428129	-8.7595806428129
126	20	21.1553065330896	-1.15530653308961
127	15	17.181479479492	-2.18147947949202
128	20	22.0768904360628	-2.07689043606279
129	18	20.0620172664905	-2.06201726649045
130	33	25.4949901995315	7.50500980046847
131	22	23.8497850004963	-1.84978500049630
132	16	16.197583732195	-0.197583732194997
133	17	19.3578237675966	-2.35782376759664
134	16	15.2897277629553	0.710272237044736
135	21	17.9678706574515	3.03212934254853
136	26	29.3558991345934	-3.35589913459335
137	18	20.4538798139395	-2.45387981393953
138	18	22.6199887858023	-4.61998878580227
139	17	18.6786223132061	-1.67862231320610
140	22	24.5828587305535	-2.58285873055353
141	30	24.688005405543	5.31199459445701
142	30	27.3748522959997	2.62514770400032
143	24	28.2221548425602	-4.2221548425602
144	21	21.8577776158595	-0.857777615859544
145	21	24.6204916139374	-3.62049161393738
146	29	27.1109158109398	1.88908418906023
147	31	23.0289785251433	7.9710214748567
148	20	19.1622257411094	0.837774258890564
149	16	16.0835409788700	-0.083540978870048
150	22	19.0930351105193	2.90696488948072
151	20	21.3101919577802	-1.31019195778019
152	28	26.2481964654844	1.7518035345156
153	38	25.9281446966976	12.0718553033024
154	22	20.9145909606628	1.08540903933719
155	20	24.9515260240323	-4.95152602403229
156	17	18.8997093899867	-1.89970938998675
157	28	24.3082470802872	3.69175291971283
158	22	23.4999486705712	-1.49994867057124
159	31	28.8451597429609	2.15484025703915

Goldfeld-Quandt test for Heteroskedasticity
p-values	Alternative Hypothesis
breakpoint index	greater	2-sided	less
14	0.136188910364565	0.272377820729131	0.863811089635435
15	0.072535377796889	0.145070755593778	0.927464622203111
16	0.0941979791975617	0.188395958395123	0.905802020802438
17	0.0640779308611252	0.128155861722250	0.935922069138875
18	0.0551065247807902	0.110213049561580	0.94489347521921
19	0.0917937929395126	0.183587585879025	0.908206207060487
20	0.0583579982131267	0.116715996426253	0.941642001786873
21	0.066236228606797	0.132472457213594	0.933763771393203
22	0.293418485887096	0.586836971774192	0.706581514112904
23	0.226255350465230	0.452510700930459	0.77374464953477
24	0.629131679412837	0.741736641174327	0.370868320587164
25	0.551562725368469	0.896874549263063	0.448437274631531
26	0.481779974826631	0.963559949653263	0.518220025173369
27	0.420501154995057	0.841002309990114	0.579498845004943
28	0.354604376747289	0.709208753494579	0.645395623252711
29	0.293389555010102	0.586779110020204	0.706610444989898
30	0.237522803264176	0.475045606528351	0.762477196735824
31	0.363998908888021	0.727997817776043	0.636001091111979
32	0.442370619866143	0.884741239732286	0.557629380133857
33	0.424379318896276	0.848758637792552	0.575620681103724
34	0.511773594377129	0.976452811245742	0.488226405622871
35	0.51021882455659	0.97956235088682	0.48978117544341
36	0.539734683091027	0.920530633817947	0.460265316908973
37	0.70607040649355	0.587859187012901	0.293929593506450
38	0.808458651696205	0.383082696607589	0.191541348303795
39	0.801823725707052	0.396352548585897	0.198176274292949
40	0.762820698351423	0.474358603297155	0.237179301648577
41	0.734200256128316	0.531599487743369	0.265799743871684
42	0.685151270184539	0.629697459630922	0.314848729815461
43	0.64554515477703	0.708909690445939	0.354454845222969
44	0.621338009539417	0.757323980921165	0.378661990460583
45	0.571327760866353	0.857344478267295	0.428672239133647
46	0.603199264078346	0.793601471843307	0.396800735921654
47	0.559277792535784	0.881444414928432	0.440722207464216
48	0.535131662307378	0.929736675385245	0.464868337692622
49	0.60471760366537	0.790564792669259	0.395282396334629
50	0.567456877444068	0.865086245111865	0.432543122555932
51	0.575651937760853	0.848696124478293	0.424348062239147
52	0.525616273226835	0.94876745354633	0.474383726773165
53	0.473281407473505	0.94656281494701	0.526718592526495
54	0.422306154152561	0.844612308305123	0.577693845847439
55	0.388955240224147	0.777910480448293	0.611044759775853
56	0.35535580993921	0.71071161987842	0.64464419006079
57	0.308294190599876	0.616588381199752	0.691705809400124
58	0.282689166410376	0.565378332820751	0.717310833589625
59	0.254194344681965	0.50838868936393	0.745805655318035
60	0.277863808893585	0.55572761778717	0.722136191106415
61	0.278376070281072	0.556752140562144	0.721623929718928
62	0.240738593915282	0.481477187830564	0.759261406084718
63	0.226116862797559	0.452233725595117	0.773883137202442
64	0.276418619131157	0.552837238262313	0.723581380868843
65	0.395130854615923	0.790261709231845	0.604869145384077
66	0.432263437367072	0.864526874734145	0.567736562632928
67	0.729578271029146	0.540843457941708	0.270421728970854
68	0.707252635957242	0.585494728085515	0.292747364042758
69	0.866477997060144	0.267044005879713	0.133522002939856
70	0.850930056363087	0.298139887273827	0.149069943636913
71	0.94255888951024	0.114882220979520	0.0574411104897602
72	0.929414695566743	0.141170608866515	0.0705853044332574
73	0.954999991016652	0.090000017966697	0.0450000089833485
74	0.942420766790874	0.115158466418252	0.0575792332091261
75	0.943552051177067	0.112895897645866	0.0564479488229332
76	0.937623627434597	0.124752745130806	0.062376372565403
77	0.976048448457155	0.0479031030856904	0.0239515515428452
78	0.969431381710656	0.0611372365786886	0.0305686182893443
79	0.964136113428501	0.0717277731429975	0.0358638865714987
80	0.966305112680776	0.0673897746384484	0.0336948873192242
81	0.959868850801987	0.080262298396026	0.040131149198013
82	0.958114424248614	0.0837711515027715	0.0418855757513858
83	0.946297700596989	0.107404598806023	0.0537022994030114
84	0.934990550165795	0.13001889966841	0.065009449834205
85	0.926805962897658	0.146388074204683	0.0731940371023417
86	0.912996710336182	0.174006579327635	0.0870032896638177
87	0.896618370538067	0.206763258923866	0.103381629461933
88	0.944617257172584	0.110765485654831	0.0553827428274157
89	0.931193735997972	0.137612528004056	0.0688062640020281
90	0.915650822025923	0.168698355948153	0.0843491779740767
91	0.923858738235336	0.152282523529328	0.076141261764664
92	0.922069219801066	0.155861560397868	0.0779307801989338
93	0.904055283737818	0.191889432524365	0.0959447162621824
94	0.883439607624637	0.233120784750726	0.116560392375363
95	0.856906783228661	0.286186433542677	0.143093216771339
96	0.830819853447907	0.338360293104186	0.169180146552093
97	0.840774167048842	0.318451665902315	0.159225832951158
98	0.850967826233296	0.298064347533409	0.149032173766704
99	0.823453189121504	0.353093621756993	0.176546810878496
100	0.808645169425626	0.382709661148747	0.191354830574374
101	0.772539916440882	0.454920167118237	0.227460083559118
102	0.732876720703347	0.534246558593306	0.267123279296653
103	0.7389591179219	0.522081764156201	0.261040882078100
104	0.699572121481993	0.600855757036014	0.300427878518007
105	0.655520149221231	0.688959701557538	0.344479850778769
106	0.655167280718719	0.689665438562562	0.344832719281281
107	0.654141191372305	0.691717617255391	0.345858808627696
108	0.685388760952075	0.629222478095851	0.314611239047925
109	0.637640122438182	0.724719755123636	0.362359877561818
110	0.598151657072604	0.803696685854793	0.401848342927396
111	0.546997579950251	0.906004840099499	0.453002420049749
112	0.860827225543269	0.278345548913463	0.139172774456732
113	0.879163551263294	0.241672897473411	0.120836448736705
114	0.9025284663066	0.194943067386798	0.0974715336933991
115	0.947569137015113	0.104861725969774	0.0524308629848868
116	0.940673179125673	0.118653641748654	0.0593268208743271
117	0.960195198408814	0.079609603182372	0.039804801591186
118	0.95608901472285	0.087821970554298	0.043910985277149
119	0.944720475851003	0.110559048297994	0.0552795241489971
120	0.956836010460145	0.0863279790797101	0.0431639895398551
121	0.950384670349506	0.099230659300988	0.049615329650494
122	0.949344547164177	0.101310905671647	0.0506554528358233
123	0.956512461057247	0.086975077885506	0.043487538942753
124	0.939252822009671	0.121494355980658	0.0607471779903289
125	0.938653358636966	0.122693282726068	0.061346641363034
126	0.920281481428365	0.159437037143270	0.0797185185716349
127	0.898150850601471	0.203698298797058	0.101849149398529
128	0.869961774323246	0.260076451353508	0.130038225676754
129	0.827957124327661	0.344085751344678	0.172042875672339
130	0.899890922476868	0.200218155046264	0.100109077523132
131	0.866199261249623	0.267601477500753	0.133800738750377
132	0.856123230208268	0.287753539583464	0.143876769791732
133	0.86753004672445	0.264939906551102	0.132469953275551
134	0.816935963952132	0.366128072095735	0.183064036047868
135	0.791923818910293	0.416152362179413	0.208076181089707
136	0.81112037593408	0.377759248131841	0.188879624065920
137	0.758985942763162	0.482028114473676	0.241014057236838
138	0.899810344826434	0.200379310347131	0.100189655173566
139	0.885331304361785	0.229337391276430	0.114668695638215
140	0.834515392909607	0.330969214180785	0.165484607090393
141	0.803130011767431	0.393739976465138	0.196869988232569
142	0.714779052261661	0.570441895476677	0.285220947738338
143	0.773087212734041	0.453825574531918	0.226912787265959
144	0.66189548639924	0.67620902720152	0.33810451360076
145	0.505973044459840	0.988053911080319	0.494026955540160

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	1	0.00757575757575758	OK
10% type I error level	12	0.090909090909091	OK