Multiple Linear Regression - Estimated Regression Equation |
Intrinsic[t] = + 54.2386642084418 -0.587744609266962Doubts[t] + 0.0524751067601769PerantalExpectations[t] -0.423549311998046ParentalCriticism[t] + 0.371892413952631Organization[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) | 54.2386642084418 | 9.998049 | 5.4249 | 1e-06 | 0 |
Doubts | -0.587744609266962 | 0.452204 | -1.2997 | 0.197379 | 0.09869 |
PerantalExpectations | 0.0524751067601769 | 0.395455 | 0.1327 | 0.894763 | 0.447382 |
ParentalCriticism | -0.423549311998046 | 0.546946 | -0.7744 | 0.440955 | 0.220477 |
Organization | 0.371892413952631 | 0.32555 | 1.1423 | 0.256674 | 0.128337 |
Multiple Linear Regression - Regression Statistics | |
Multiple R | 0.219898124366846 |
R-squared | 0.0483551851000568 |
Adjusted R-squared | 0.00136037942598555 |
F-TEST (value) | 1.02894744230714 |
F-TEST (DF numerator) | 4 |
F-TEST (DF denominator) | 81 |
p-value | 0.39745463009183 |
Multiple Linear Regression - Residual Statistics | |
Residual Standard Deviation | 11.0129215191381 |
Sum Squared Residuals | 9824.03967132238 |
Multiple Linear Regression - Actuals, Interpolation, and Residuals | |||
Time or Index | Actuals | Interpolation Forecast | Residuals Prediction Error |
1 | 68 | 56.4921038032693 | 11.5078961967307 |
2 | 48 | 51.7001217712323 | -3.70012177123229 |
3 | 44 | 53.4187842551163 | -9.41878425511632 |
4 | 67 | 53.4204206725458 | 13.5795793274542 |
5 | 46 | 53.8790011481879 | -7.8790011481879 |
6 | 54 | 50.2615300800526 | 3.73846991994739 |
7 | 61 | 54.4251959326098 | 6.57480406739024 |
8 | 52 | 51.501397941894 | 0.498602058106046 |
9 | 46 | 51.1740768718582 | -5.17407687185818 |
10 | 55 | 52.8666377024208 | 2.13336229757916 |
11 | 52 | 57.5131892205945 | -5.51318922059449 |
12 | 76 | 54.0498063765278 | 21.9501936234722 |
13 | 49 | 54.5301461461301 | -5.53014614613011 |
14 | 30 | 56.695485569109 | -26.6954855691090 |
15 | 75 | 52.2819146122256 | 22.7180853877744 |
16 | 51 | 49.7629719356421 | 1.2370280643579 |
17 | 50 | 53.3059302787526 | -3.30593027875264 |
18 | 38 | 57.0770782092518 | -19.0770782092518 |
19 | 47 | 47.9279313247481 | -0.927931324748048 |
20 | 52 | 55.9116960639182 | -3.91169606391823 |
21 | 66 | 54.0959871293572 | 11.9040128706428 |
22 | 66 | 54.0959871293572 | 11.9040128706428 |
23 | 33 | 52.7321324704725 | -19.7321324704725 |
24 | 48 | 51.1754619735004 | -3.17546197350041 |
25 | 57 | 53.4122655939152 | 3.58773440608477 |
26 | 64 | 55.1156874450401 | 8.88431255495992 |
27 | 58 | 55.009919022805 | 2.99008097719503 |
28 | 59 | 49.9975181288222 | 9.0024818711778 |
29 | 42 | 52.1312592689335 | -10.1312592689335 |
30 | 39 | 52.3283466808423 | -13.3283466808423 |
31 | 59 | 52.7704094604586 | 6.22959053954143 |
32 | 37 | 57.570230993986 | -20.5702309939861 |
33 | 49 | 52.1244892919451 | -3.1244892919451 |
34 | 80 | 61.3936027154581 | 18.6063972845419 |
35 | 62 | 50.2772733443864 | 11.7227266556136 |
36 | 44 | 54.1560504218205 | -10.1560504218205 |
37 | 53 | 51.4348159882295 | 1.56518401177046 |
38 | 58 | 55.6433687618437 | 2.35663123815628 |
39 | 69 | 54.0511002083001 | 14.9488997916999 |
40 | 63 | 53.876070898986 | 9.12392910101397 |
41 | 36 | 49.6811223407015 | -13.6811223407015 |
42 | 38 | 54.1560504218205 | -16.1560504218205 |
43 | 46 | 54.0524853099424 | -8.05248530994237 |
44 | 56 | 52.4980181233273 | 3.50198187667275 |
45 | 37 | 51.1882479801153 | -14.1882479801153 |
46 | 51 | 50.9740322022305 | 0.0259677977695099 |
47 | 44 | 55.3831965383998 | -11.3831965383998 |
48 | 58 | 55.643620077631 | 2.35637992236898 |
49 | 37 | 54.0000102031822 | -17.0000102031822 |
50 | 65 | 54.4235595151802 | 10.5764404848198 |
51 | 48 | 54.8995839339385 | -6.89958393393846 |
52 | 53 | 53.838836424985 | -0.838836424985029 |
53 | 51 | 53.2943423193456 | -2.29434231934557 |
54 | 39 | 52.5974921916316 | -13.5974921916316 |
55 | 64 | 56.389356900106 | 7.61064309989403 |
56 | 47 | 55.3685227985681 | -8.36852279856812 |
57 | 47 | 56.4988737802577 | -9.49887378025772 |
58 | 64 | 47.8770656269004 | 16.1229343730996 |
59 | 59 | 57.2847753259356 | 1.71522467406445 |
60 | 54 | 52.7209558727701 | 1.27904412722986 |
61 | 55 | 55.106965473482 | -0.106965473482001 |
62 | 72 | 55.0640305469947 | 16.9359694530053 |
63 | 58 | 53.8787498324006 | 4.12125016759940 |
64 | 59 | 52.4963817058977 | 6.50361829410227 |
65 | 36 | 48.6665555845774 | -12.6665555845774 |
66 | 62 | 56.6075724516947 | 5.39242754830529 |
67 | 63 | 59.2105680335758 | 3.78943196642417 |
68 | 50 | 55.4275165665294 | -5.42751656652939 |
69 | 70 | 55.7461156650071 | 14.2538843349929 |
70 | 59 | 53.8860867023165 | 5.11391329768354 |
71 | 73 | 52.7877891422219 | 20.2122108577781 |
72 | 62 | 55.3317909561417 | 6.66820904385829 |
73 | 41 | 52.7225922901997 | -11.7225922901997 |
74 | 56 | 54.6315079476512 | 1.36849205234875 |
75 | 52 | 54.9531285652007 | -2.95312856520069 |
76 | 54 | 51.0547684956463 | 2.94523150435371 |
77 | 73 | 51.3336784939787 | 21.6663215060213 |
78 | 40 | 50.6812396642641 | -10.6812396642641 |
79 | 41 | 55.0264804958535 | -14.0264804958535 |
80 | 54 | 54.2596155336986 | -0.259615533698615 |
81 | 42 | 49.9004716781452 | -7.90047167814517 |
82 | 70 | 53.6718709244317 | 16.3281290755683 |
83 | 51 | 51.7472120026463 | -0.747212002646311 |
84 | 60 | 56.2243433941223 | 3.77565660587770 |
85 | 49 | 54.788115059217 | -5.78811505921701 |
86 | 52 | 55.4373080625895 | -3.43730806258953 |
Goldfeld-Quandt test for Heteroskedasticity | |||
p-values | Alternative Hypothesis | ||
breakpoint index | greater | 2-sided | less |
8 | 0.286237989499656 | 0.572475978999312 | 0.713762010500344 |
9 | 0.168125989608239 | 0.336251979216478 | 0.83187401039176 |
10 | 0.169105116511431 | 0.338210233022863 | 0.830894883488569 |
11 | 0.276396613868645 | 0.55279322773729 | 0.723603386131355 |
12 | 0.325449884273283 | 0.650899768546565 | 0.674550115726717 |
13 | 0.341447103244330 | 0.682894206488661 | 0.65855289675567 |
14 | 0.779269721870058 | 0.441460556259885 | 0.220730278129942 |
15 | 0.917829560226778 | 0.164340879546444 | 0.0821704397732218 |
16 | 0.907251874633806 | 0.185496250732389 | 0.0927481253661944 |
17 | 0.867027004570496 | 0.265945990859009 | 0.132972995429504 |
18 | 0.869675246106047 | 0.260649507787906 | 0.130324753893953 |
19 | 0.835386353697692 | 0.329227292604616 | 0.164613646302308 |
20 | 0.789053836279615 | 0.421892327440769 | 0.210946163720385 |
21 | 0.768523925605712 | 0.462952148788575 | 0.231476074394288 |
22 | 0.742755747781793 | 0.514488504436414 | 0.257244252218207 |
23 | 0.898405771382532 | 0.203188457234936 | 0.101594228617468 |
24 | 0.864529786629819 | 0.270940426740363 | 0.135470213370181 |
25 | 0.823744565260079 | 0.352510869479843 | 0.176255434739921 |
26 | 0.819997977456535 | 0.36000404508693 | 0.180002022543465 |
27 | 0.777312445008661 | 0.445375109982677 | 0.222687554991339 |
28 | 0.739490396907365 | 0.521019206185271 | 0.260509603092635 |
29 | 0.722930881718046 | 0.554138236563909 | 0.277069118281954 |
30 | 0.764212332372556 | 0.471575335254888 | 0.235787667627444 |
31 | 0.716525056154643 | 0.566949887690714 | 0.283474943845357 |
32 | 0.779456248320404 | 0.441087503359193 | 0.220543751679596 |
33 | 0.732227210613075 | 0.535545578773851 | 0.267772789386925 |
34 | 0.862275996236708 | 0.275448007526584 | 0.137724003763292 |
35 | 0.871764638652674 | 0.256470722694651 | 0.128235361347326 |
36 | 0.864000997163627 | 0.271998005672746 | 0.135999002836373 |
37 | 0.825838435420207 | 0.348323129159586 | 0.174161564579793 |
38 | 0.781912357383288 | 0.436175285233425 | 0.218087642616712 |
39 | 0.823185121008296 | 0.353629757983407 | 0.176814878991704 |
40 | 0.82456684393758 | 0.350866312124839 | 0.175433156062420 |
41 | 0.848242268151872 | 0.303515463696255 | 0.151757731848128 |
42 | 0.883888156617435 | 0.232223686765129 | 0.116111843382565 |
43 | 0.866513182954505 | 0.266973634090989 | 0.133486817045495 |
44 | 0.834325690336979 | 0.331348619326043 | 0.165674309663021 |
45 | 0.867622920727188 | 0.264754158545624 | 0.132377079272812 |
46 | 0.829867788876663 | 0.340264422246675 | 0.170132211123337 |
47 | 0.838185520215485 | 0.323628959569030 | 0.161814479784515 |
48 | 0.797669260851261 | 0.404661478297478 | 0.202330739148739 |
49 | 0.86856454037833 | 0.262870919243338 | 0.131435459621669 |
50 | 0.860028496782855 | 0.279943006434291 | 0.139971503217145 |
51 | 0.845367849244923 | 0.309264301510155 | 0.154632150755077 |
52 | 0.801422900487789 | 0.397154199024422 | 0.198577099512211 |
53 | 0.754851442779486 | 0.490297114441028 | 0.245148557220514 |
54 | 0.816543573448037 | 0.366912853103926 | 0.183456426551963 |
55 | 0.813690621779944 | 0.372618756440112 | 0.186309378220056 |
56 | 0.784595861551249 | 0.430808276897502 | 0.215404138448751 |
57 | 0.780258030809199 | 0.439483938381602 | 0.219741969190801 |
58 | 0.815081457405477 | 0.369837085189047 | 0.184918542594523 |
59 | 0.774370875756136 | 0.451258248487728 | 0.225629124243864 |
60 | 0.715543923908292 | 0.568912152183416 | 0.284456076091708 |
61 | 0.654635688610498 | 0.690728622779004 | 0.345364311389502 |
62 | 0.756340513416382 | 0.487318973167236 | 0.243659486583618 |
63 | 0.694345734570089 | 0.611308530859822 | 0.305654265429911 |
64 | 0.643471300594002 | 0.713057398811997 | 0.356528699405998 |
65 | 0.667335068736981 | 0.665329862526038 | 0.332664931263019 |
66 | 0.602683285658674 | 0.794633428682652 | 0.397316714341326 |
67 | 0.567837885510869 | 0.864324228978261 | 0.432162114489131 |
68 | 0.539990513491816 | 0.920018973016367 | 0.460009486508184 |
69 | 0.49298514144767 | 0.98597028289534 | 0.50701485855233 |
70 | 0.41515235847481 | 0.83030471694962 | 0.58484764152519 |
71 | 0.763543111868891 | 0.472913776262218 | 0.236456888131109 |
72 | 0.767914049675977 | 0.464171900648047 | 0.232085950324023 |
73 | 0.685484474732587 | 0.629031050534826 | 0.314515525267413 |
74 | 0.575842342385135 | 0.84831531522973 | 0.424157657614865 |
75 | 0.459246177626421 | 0.918492355252842 | 0.540753822373579 |
76 | 0.439661830523934 | 0.879323661047868 | 0.560338169476066 |
77 | 0.462435076050967 | 0.924870152101934 | 0.537564923949033 |
78 | 0.53817141831744 | 0.92365716336512 | 0.46182858168256 |
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 | 0 | 0 | OK |