Multiple Linear Regression - Estimated Regression Equation |
AantalOprichtingenVanVennootschappen[t] = + 1815.80641596785 -0.346846005071016AantalKapitaalverhogingen[t] + 0.790342856077187AantalKapitaalverminderingen[t] -60.9201147066003`O-Totaal`[t] + 60.9632875380797`O-InbrengInContanten`[t] + 60.9471520479854`O-InbrengInNatura`[t] + 61.0750196788343`O-TeStortenBedrag`[t] -6.11817074450653`KH-Totaal`[t] + 6.11852925688042`KH-InbrengInContanten`[t] + 6.12025110658391`KH-InbrengInNatura`[t] + 6.15920041550485`KH-TeStortenBedrag`[t] + 6.10973982855705`KH-ConversieVanEigenMiddelen`[t] + 6.07283591771757`KH-Schuldconversie`[t] + 6.1544759582151`KH-Uitgiftepremies`[t] + 9.90753976664803`KV-Totaal`[t] -9.91017642198655`KV-TerugbetalingAanDeAandeelhouders`[t] -9.91562118938747`KV-AanzuiveringVanVerliezen`[t] -9.89687797047405`KV-Andere`[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) | 1815.80641596785 | 72.858515 | 24.9224 | 0 | 0 |
AantalKapitaalverhogingen | -0.346846005071016 | 0.211706 | -1.6383 | 0.105655 | 0.052828 |
AantalKapitaalverminderingen | 0.790342856077187 | 0.247244 | 3.1966 | 0.002056 | 0.001028 |
`O-Totaal` | -60.9201147066003 | 55.518329 | -1.0973 | 0.276118 | 0.138059 |
`O-InbrengInContanten` | 60.9632875380797 | 55.514697 | 1.0981 | 0.275749 | 0.137875 |
`O-InbrengInNatura` | 60.9471520479854 | 55.522235 | 1.0977 | 0.27594 | 0.13797 |
`O-TeStortenBedrag` | 61.0750196788343 | 55.50804 | 1.1003 | 0.27482 | 0.13741 |
`KH-Totaal` | -6.11817074450653 | 44.171131 | -0.1385 | 0.890218 | 0.445109 |
`KH-InbrengInContanten` | 6.11852925688042 | 44.169579 | 0.1385 | 0.890208 | 0.445104 |
`KH-InbrengInNatura` | 6.12025110658391 | 44.170135 | 0.1386 | 0.890179 | 0.445089 |
`KH-TeStortenBedrag` | 6.15920041550485 | 44.173375 | 0.1394 | 0.889492 | 0.444746 |
`KH-ConversieVanEigenMiddelen` | 6.10973982855705 | 44.17387 | 0.1383 | 0.890375 | 0.445188 |
`KH-Schuldconversie` | 6.07283591771757 | 44.171445 | 0.1375 | 0.891027 | 0.445514 |
`KH-Uitgiftepremies` | 6.1544759582151 | 44.174977 | 0.1393 | 0.889581 | 0.44479 |
`KV-Totaal` | 9.90753976664803 | 60.075003 | 0.1649 | 0.869463 | 0.434732 |
`KV-TerugbetalingAanDeAandeelhouders` | -9.91017642198655 | 60.075196 | -0.165 | 0.869429 | 0.434715 |
`KV-AanzuiveringVanVerliezen` | -9.91562118938747 | 60.075766 | -0.1651 | 0.869359 | 0.43468 |
`KV-Andere` | -9.89687797047405 | 60.076424 | -0.1647 | 0.869605 | 0.434803 |
Multiple Linear Regression - Regression Statistics | |
Multiple R | 0.687488843858199 |
R-squared | 0.472640910429483 |
Adjusted R-squared | 0.349831259433609 |
F-TEST (value) | 3.84856488555092 |
F-TEST (DF numerator) | 17 |
F-TEST (DF denominator) | 73 |
p-value | 2.78485522420269e-05 |
Multiple Linear Regression - Residual Statistics | |
Residual Standard Deviation | 307.383241442328 |
Sum Squared Residuals | 6897365.36973026 |
Multiple Linear Regression - Actuals, Interpolation, and Residuals | |||
Time or Index | Actuals | Interpolation Forecast | Residuals Prediction Error |
1 | 1925 | 1882.29003769719 | 42.7099623028051 |
2 | 1580 | 1739.20502036742 | -159.205020367423 |
3 | 1961 | 1987.11327666505 | -26.1132766650511 |
4 | 1807 | 1946.40016278434 | -139.400162784341 |
5 | 1526 | 1759.72663304057 | -233.726633040571 |
6 | 1802 | 1908.75369140187 | -106.753691401873 |
7 | 1822 | 1907.0507434457 | -85.0507434457 |
8 | 1125 | 1843.60579876103 | -718.605798761033 |
9 | 1569 | 1706.782005889 | -137.782005889 |
10 | 1829 | 1923.9337758551 | -94.933775855096 |
11 | 1575 | 1824.91555276249 | -249.915552762487 |
12 | 2339 | 2491.28367283384 | -152.283672833845 |
13 | 2355 | 2357.64506451273 | -2.64506451272658 |
14 | 1960 | 1830.49308482874 | 129.506915171264 |
15 | 2103 | 2042.9571461778 | 60.0428538222041 |
16 | 1836 | 1893.71913525458 | -57.7191352545782 |
17 | 1864 | 1869.08232329707 | -5.08232329707474 |
18 | 1944 | 2064.75389130603 | -120.753891306032 |
19 | 1935 | 2171.92680734637 | -236.926807346366 |
20 | 1278 | 1827.20133891123 | -549.201338911235 |
21 | 1744 | 1872.15783484028 | -128.157834840276 |
22 | 2191 | 1805.31287929786 | 385.687120702141 |
23 | 1893 | 1807.21727507903 | 85.7827249209722 |
24 | 2674 | 2435.16982679199 | 238.830173208014 |
25 | 2617 | 1934.60716392253 | 682.392836077467 |
26 | 2028 | 1988.22604840053 | 39.7739515994711 |
27 | 2412 | 1966.98581110623 | 445.014188893767 |
28 | 2163 | 1894.69854508621 | 268.301454913791 |
29 | 1920 | 1975.57883950196 | -55.5788395019603 |
30 | 2212 | 2332.319356524 | -120.319356523999 |
31 | 2319 | 2090.80317177603 | 228.196828223974 |
32 | 1619 | 1794.16609422888 | -175.166094228875 |
33 | 1746 | 1937.32685419662 | -191.326854196624 |
34 | 2485 | 2090.17244964162 | 394.827550358376 |
35 | 2079 | 2082.83384512401 | -3.83384512400824 |
36 | 2854 | 2841.4841773708 | 12.5158226291996 |
37 | 2651 | 2562.06927470634 | 88.9307252936568 |
38 | 2127 | 1905.38061911271 | 221.619380887292 |
39 | 2154 | 1988.9028346965 | 165.0971653035 |
40 | 2549 | 1982.53092164845 | 566.469078351546 |
41 | 1912 | 1895.87745428832 | 16.1225457116801 |
42 | 2274 | 2069.45053218209 | 204.549467817906 |
43 | 2197 | 2067.46275128767 | 129.537248712332 |
44 | 1340 | 1527.98613207981 | -187.986132079811 |
45 | 1952 | 2055.31376324978 | -103.313763249779 |
46 | 2287 | 1880.65423149086 | 406.345768509137 |
47 | 1667 | 2086.59450112464 | -419.594501124643 |
48 | 2761 | 2972.48505472039 | -211.48505472039 |
49 | 2092 | 2021.06730406536 | 70.9326959346376 |
50 | 1814 | 1922.95315685818 | -108.953156858182 |
51 | 1919 | 2027.35692108822 | -108.356921088223 |
52 | 1888 | 1970.80661485915 | -82.8066148591468 |
53 | 1514 | 2075.17749725311 | -561.177497253111 |
54 | 1905 | 1717.91171298994 | 187.088287010058 |
55 | 1870 | 2025.83233602266 | -155.832336022656 |
56 | 1218 | 1897.42315028949 | -679.423150289491 |
57 | 1830 | 1977.55969634244 | -147.559696342444 |
58 | 2208 | 1956.03107421646 | 251.968925783537 |
59 | 1759 | 1889.50875915602 | -130.508759156017 |
60 | 2751 | 2537.98222329478 | 213.017776705223 |
61 | 2455 | 1911.42870906562 | 543.571290934377 |
62 | 1977 | 1947.67042914722 | 29.3295708527847 |
63 | 2512 | 2169.26503352716 | 342.734966472843 |
64 | 2171 | 2026.47555589947 | 144.524444100525 |
65 | 1772 | 1782.66193443173 | -10.6619344317331 |
66 | 2167 | 2272.52863726018 | -105.528637260181 |
67 | 2237 | 2103.15451545654 | 133.845484543458 |
68 | 1519 | 1914.21471428017 | -395.214714280167 |
69 | 2023 | 2002.78885812032 | 20.2111418796771 |
70 | 2491 | 2005.62104595282 | 485.37895404718 |
71 | 1881 | 2066.49634023838 | -185.496340238384 |
72 | 3055 | 3197.51368361696 | -142.513683616957 |
73 | 2653 | 1923.10298800747 | 729.897011992528 |
74 | 2225 | 1996.30590921333 | 228.694090786671 |
75 | 2462 | 2205.23870164398 | 256.761298356016 |
76 | 2307 | 1933.37073149408 | 373.629268505918 |
77 | 2186 | 2011.53519673234 | 174.464803267664 |
78 | 2072 | 2251.55837922043 | -179.558379220433 |
79 | 2151 | 2140.83643062578 | 10.163569374221 |
80 | 1585 | 1846.97352917178 | -261.973529171779 |
81 | 2092 | 2214.24638862414 | -122.246388624141 |
82 | 2399 | 2090.19409845881 | 308.805901541191 |
83 | 1882 | 2009.45195048134 | -127.451950481339 |
84 | 2819 | 2619.88465920975 | 199.115340790246 |
85 | 2267 | 1976.8158673471 | 290.184132652899 |
86 | 1910 | 2035.1669876821 | -125.1669876821 |
87 | 1975 | 2302.85421530872 | -327.854215308715 |
88 | 1795 | 2016.79028664013 | -221.790286640129 |
89 | 1549 | 1759.59923953667 | -210.599239536673 |
90 | 1815 | 2188.79449905848 | -373.794499058477 |
91 | 1742 | 2111.24263149687 | -369.242631496872 |
Goldfeld-Quandt test for Heteroskedasticity | |||
p-values | Alternative Hypothesis | ||
breakpoint index | greater | 2-sided | less |
21 | 0.474401377151992 | 0.948802754303984 | 0.525598622848008 |
22 | 0.35654238006025 | 0.713084760120499 | 0.64345761993975 |
23 | 0.390798762409087 | 0.781597524818174 | 0.609201237590913 |
24 | 0.479018635932752 | 0.958037271865504 | 0.520981364067248 |
25 | 0.419324038218093 | 0.838648076436186 | 0.580675961781907 |
26 | 0.532969179277538 | 0.934061641444924 | 0.467030820722462 |
27 | 0.856679291160312 | 0.286641417679376 | 0.143320708839688 |
28 | 0.839349050668477 | 0.321301898663046 | 0.160650949331523 |
29 | 0.786960655651504 | 0.426078688696993 | 0.213039344348496 |
30 | 0.741218293690279 | 0.517563412619441 | 0.258781706309721 |
31 | 0.758708893938882 | 0.482582212122235 | 0.241291106061118 |
32 | 0.735812379509558 | 0.528375240980884 | 0.264187620490442 |
33 | 0.688305157684432 | 0.623389684631136 | 0.311694842315568 |
34 | 0.669281287192504 | 0.661437425614992 | 0.330718712807496 |
35 | 0.592328033715301 | 0.815343932569398 | 0.407671966284699 |
36 | 0.568328376087845 | 0.863343247824309 | 0.431671623912155 |
37 | 0.553955787349097 | 0.892088425301807 | 0.446044212650903 |
38 | 0.494785829914383 | 0.989571659828766 | 0.505214170085617 |
39 | 0.435786665313714 | 0.871573330627427 | 0.564213334686286 |
40 | 0.504746460686838 | 0.990507078626323 | 0.495253539313162 |
41 | 0.431757795676362 | 0.863515591352725 | 0.568242204323638 |
42 | 0.39529813529504 | 0.790596270590081 | 0.60470186470496 |
43 | 0.328412447980163 | 0.656824895960326 | 0.671587552019837 |
44 | 0.283388302364851 | 0.566776604729702 | 0.716611697635149 |
45 | 0.250859430150496 | 0.501718860300992 | 0.749140569849504 |
46 | 0.362232606277419 | 0.724465212554839 | 0.637767393722581 |
47 | 0.418481341247235 | 0.836962682494469 | 0.581518658752765 |
48 | 0.562308733419425 | 0.87538253316115 | 0.437691266580575 |
49 | 0.489748589145937 | 0.979497178291873 | 0.510251410854063 |
50 | 0.448859885813291 | 0.897719771626583 | 0.551140114186709 |
51 | 0.408409301703812 | 0.816818603407623 | 0.591590698296188 |
52 | 0.364785182201754 | 0.729570364403508 | 0.635214817798246 |
53 | 0.42005068344766 | 0.840101366895321 | 0.579949316552339 |
54 | 0.355243585130147 | 0.710487170260295 | 0.644756414869853 |
55 | 0.286921418774896 | 0.573842837549791 | 0.713078581225104 |
56 | 0.456449318929956 | 0.912898637859912 | 0.543550681070044 |
57 | 0.620000757489095 | 0.759998485021809 | 0.379999242510905 |
58 | 0.56635320089647 | 0.867293598207059 | 0.43364679910353 |
59 | 0.591697298329867 | 0.816605403340267 | 0.408302701670134 |
60 | 0.517288009568994 | 0.965423980862011 | 0.482711990431005 |
61 | 0.525654821499165 | 0.94869035700167 | 0.474345178500835 |
62 | 0.477684438785378 | 0.955368877570756 | 0.522315561214622 |
63 | 0.422637520318153 | 0.845275040636306 | 0.577362479681847 |
64 | 0.33163355034203 | 0.66326710068406 | 0.66836644965797 |
65 | 0.248125594491884 | 0.496251188983767 | 0.751874405508116 |
66 | 0.24982546646227 | 0.499650932924541 | 0.75017453353773 |
67 | 0.169283799747381 | 0.338567599494762 | 0.830716200252619 |
68 | 0.354624922616664 | 0.709249845233328 | 0.645375077383336 |
69 | 0.407855278697537 | 0.815710557395073 | 0.592144721302463 |
70 | 0.343596078856017 | 0.687192157712034 | 0.656403921143983 |
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 |