| Multiple Linear Regression - Estimated Regression Equation |
| Allochtonen[t] = + 5.95971907838046e-14 -1.00000000000000PmAH[t] -1`50+`[t] -1`Kort-geschoolden`[t] + 1Totaal_NWW[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) | 5.95971907838046e-14 | 0 | 1.84 | 0.068122 | 0.034061 |
| PmAH | -1.00000000000000 | 0 | -302126877091037 | 0 | 0 |
| `50+` | -1 | 0 | -847499136595611 | 0 | 0 |
| `Kort-geschoolden` | -1 | 0 | -995783378701965 | 0 | 0 |
| Totaal_NWW | 1 | 0 | 1172554188227856 | 0 | 0 |
| Multiple Linear Regression - Regression Statistics | |
| Multiple R | 1 |
| R-squared | 1 |
| Adjusted R-squared | 1 |
| F-TEST (value) | 2.07693327813918e+30 |
| F-TEST (DF numerator) | 4 |
| F-TEST (DF denominator) | 126 |
| p-value | 0 |
| Multiple Linear Regression - Residual Statistics | |
| Residual Standard Deviation | 2.83887387350201e-14 |
| Sum Squared Residuals | 1.01545981357619e-25 |
| Multiple Linear Regression - Actuals, Interpolation, and Residuals | |||
| Time or Index | Actuals | Interpolation Forecast | Residuals Prediction Error |
| 1 | 22.037 | 22.0370000000001 | -1.39436549705867e-13 |
| 2 | 21.732 | 21.7319999999997 | 2.64988403957292e-13 |
| 3 | 21.172 | 21.1720000000000 | -1.63708577568790e-14 |
| 4 | 21.388 | 21.3880000000000 | -2.83244468699482e-14 |
| 5 | 22.053 | 22.053 | -2.19086514796257e-14 |
| 6 | 22.687 | 22.687 | -4.70488549618069e-15 |
| 7 | 24.793 | 24.793 | 6.32464805708135e-15 |
| 8 | 26.113 | 26.113 | -2.55942390497803e-15 |
| 9 | 23.708 | 23.708 | 1.25329906294968e-14 |
| 10 | 23.554 | 23.554 | -1.89517626303593e-14 |
| 11 | 23.222 | 23.222 | 9.0995267982118e-15 |
| 12 | 23.363 | 23.363 | -7.4410747227253e-15 |
| 13 | 24.023 | 24.023 | -9.27529025607326e-15 |
| 14 | 23.355 | 23.355 | -1.81055653441793e-15 |
| 15 | 23.276 | 23.276 | -6.42702660725644e-15 |
| 16 | 23.085 | 23.085 | -1.34987256723788e-14 |
| 17 | 23.173 | 23.173 | 2.67075489194684e-15 |
| 18 | 23.487 | 23.487 | -1.29294747517701e-14 |
| 19 | 25.576 | 25.576 | 7.18821858850646e-15 |
| 20 | 26.311 | 26.311 | 5.6017887642539e-15 |
| 21 | 27.109 | 27.109 | -4.06738836503146e-15 |
| 22 | 27.06 | 27.06 | 1.7766533621944e-15 |
| 23 | 26.49 | 26.49 | 2.18172716581063e-15 |
| 24 | 27.157 | 27.157 | 7.19267980525531e-15 |
| 25 | 26.973 | 26.973 | -6.90657330022654e-15 |
| 26 | 27.589 | 27.589 | 6.05155331606072e-15 |
| 27 | 27.246 | 27.246 | 6.95565589504913e-15 |
| 28 | 26.845 | 26.845 | 7.52633754254068e-15 |
| 29 | 26.582 | 26.582 | -1.42612980764935e-14 |
| 30 | 26.544 | 26.544 | -3.58898580658815e-15 |
| 31 | 29.105 | 29.105 | -8.67059108819859e-15 |
| 32 | 28.703 | 28.703 | -1.13440623138335e-15 |
| 33 | 27.921 | 27.921 | -7.194622204126e-15 |
| 34 | 28.566 | 28.566 | 2.06907626305457e-14 |
| 35 | 29.86 | 29.86 | 2.13090130407413e-15 |
| 36 | 30.194 | 30.194 | -5.23099051848936e-15 |
| 37 | 31.33 | 31.33 | -3.54336827745476e-16 |
| 38 | 31.018 | 31.018 | -7.9611202701636e-15 |
| 39 | 30.954 | 30.954 | -6.94664083384472e-15 |
| 40 | 31.398 | 31.398 | 3.57478356886525e-15 |
| 41 | 31.267 | 31.267 | 5.02829597065022e-15 |
| 42 | 32.069 | 32.069 | 6.45437251800447e-15 |
| 43 | 34.665 | 34.665 | -6.78104387705468e-16 |
| 44 | 35.834 | 35.834 | 5.10858532776871e-15 |
| 45 | 34.034 | 34.034 | -1.10795700859167e-14 |
| 46 | 34.435 | 34.435 | -4.7747415593056e-15 |
| 47 | 34 | 34 | 8.50868602597298e-17 |
| 48 | 35.216 | 35.216 | -6.76033964642284e-15 |
| 49 | 35.734 | 35.734 | 1.03583681751205e-14 |
| 50 | 35.347 | 35.347 | -1.18265067764993e-14 |
| 51 | 35.357 | 35.357 | -1.14514349403553e-14 |
| 52 | 34.802 | 34.802 | -3.05989596168257e-15 |
| 53 | 34.493 | 34.493 | -8.546966181921e-15 |
| 54 | 35.047 | 35.047 | 3.7522330975807e-15 |
| 55 | 37.386 | 37.386 | 5.36417841553899e-15 |
| 56 | 38.691 | 38.691 | -7.05591602176881e-15 |
| 57 | 37.249 | 37.249 | 7.89923930641528e-15 |
| 58 | 37.668 | 37.668 | -7.26322072956547e-15 |
| 59 | 36.764 | 36.764 | 1.93218718708355e-14 |
| 60 | 37.926 | 37.926 | 9.9281263597166e-15 |
| 61 | 38.145 | 38.145 | -4.35340287074763e-15 |
| 62 | 37.664 | 37.664 | -6.52408093035672e-15 |
| 63 | 37.449 | 37.449 | -4.29705502239248e-15 |
| 64 | 37.389 | 37.389 | -2.56569290670593e-15 |
| 65 | 37.121 | 37.121 | -4.10681666736668e-15 |
| 66 | 37.447 | 37.447 | -5.80212980716945e-16 |
| 67 | 39.751 | 39.751 | -1.24773250931881e-14 |
| 68 | 40.154 | 40.154 | 1.22061902207135e-14 |
| 69 | 38.814 | 38.814 | -1.22927270461425e-15 |
| 70 | 38.673 | 38.673 | 8.05726738434459e-15 |
| 71 | 37.948 | 37.948 | -3.9577393911937e-15 |
| 72 | 39.161 | 39.161 | 3.19349094593801e-15 |
| 73 | 37.408 | 37.408 | -5.01459276703801e-15 |
| 74 | 37.356 | 37.356 | 1.79278681176569e-14 |
| 75 | 36.606 | 36.606 | 1.80854066088765e-14 |
| 76 | 37.04 | 37.04 | -3.88140633968540e-15 |
| 77 | 36.349 | 36.349 | -1.21460367165643e-14 |
| 78 | 36.158 | 36.158 | -4.97433209911962e-15 |
| 79 | 37.342 | 37.342 | -1.20990581254355e-14 |
| 80 | 36.8 | 36.8 | -2.28719225939759e-14 |
| 81 | 37.135 | 37.135 | 3.03512539732841e-15 |
| 82 | 34.265 | 34.265 | -1.45030778748095e-14 |
| 83 | 33.226 | 33.226 | -4.15571263003123e-15 |
| 84 | 32.357 | 32.357 | -1.02603896327229e-15 |
| 85 | 36.87 | 36.87 | -1.41072870192564e-14 |
| 86 | 35.88 | 35.88 | -8.74313967220859e-16 |
| 87 | 34.808 | 34.808 | -8.8964321286908e-16 |
| 88 | 34.025 | 34.025 | -2.12612364044014e-15 |
| 89 | 33.901 | 33.901 | 1.55408387289965e-14 |
| 90 | 37.459 | 37.459 | -2.08024899231367e-14 |
| 91 | 37.152 | 37.152 | 6.1560876688198e-16 |
| 92 | 34.929 | 34.929 | 1.86505646291389e-14 |
| 93 | 34.116 | 34.116 | -4.52501573838639e-15 |
| 94 | 33.71 | 33.71 | -2.42001630012801e-15 |
| 95 | 34.264 | 34.264 | 6.95437905820048e-15 |
| 96 | 34.826 | 34.826 | 9.64635865360283e-15 |
| 97 | 34.096 | 34.096 | -5.10283280681074e-15 |
| 98 | 33.955 | 33.955 | -1.0963472083258e-14 |
| 99 | 34.111 | 34.111 | -1.12909829064628e-15 |
| 100 | 32.344 | 32.344 | 5.8772776920021e-15 |
| 101 | 32.871 | 32.871 | 7.56375695590457e-15 |
| 102 | 36.244 | 36.244 | -4.8498490713393e-15 |
| 103 | 35.988 | 35.988 | 4.07385931710708e-15 |
| 104 | 35.439 | 35.439 | -2.26071291692842e-16 |
| 105 | 35.692 | 35.692 | -4.61896243239328e-16 |
| 106 | 35.804 | 35.804 | 1.27203387734614e-14 |
| 107 | 37.747 | 37.747 | -4.14407304817765e-15 |
| 108 | 40.673 | 40.673 | -1.00875468710497e-14 |
| 109 | 41.601 | 41.601 | 4.45754323316784e-15 |
| 110 | 42.273 | 42.273 | 5.48898593899409e-15 |
| 111 | 41.952 | 41.952 | -5.54595616720295e-15 |
| 112 | 41.463 | 41.463 | -1.13464192298241e-14 |
| 113 | 42.759 | 42.759 | -3.41321875646778e-15 |
| 114 | 45.434 | 45.434 | 1.34586081960627e-14 |
| 115 | 45.776 | 45.776 | 1.25601586156790e-14 |
| 116 | 44.63 | 44.63 | -1.19609632033471e-14 |
| 117 | 44.793 | 44.793 | 9.90873329165066e-15 |
| 118 | 44.757 | 44.757 | -1.45312139867557e-14 |
| 119 | 49.099 | 49.099 | 9.33557350758775e-15 |
| 120 | 47.974 | 47.974 | 3.54983116452130e-15 |
| 121 | 47.919 | 47.919 | 1.01674814794200e-14 |
| 122 | 47.519 | 47.519 | -9.60876029656346e-15 |
| 123 | 47.136 | 47.136 | 1.23573860063422e-15 |
| 124 | 45.91 | 45.91 | -1.78353101437798e-14 |
| 125 | 46.436 | 46.436 | 9.64810281214765e-15 |
| 126 | 50.334 | 50.334 | 4.88187491482466e-15 |
| 127 | 50.294 | 50.294 | 7.60689157353962e-15 |
| 128 | 47.224 | 47.224 | -4.36687414070035e-15 |
| 129 | 47.03 | 47.03 | 1.60700817220776e-15 |
| 130 | 45.79 | 45.79 | 1.61975627163457e-14 |
| 131 | 38.252 | 38.252 | 1.04944286653876e-14 |
| Goldfeld-Quandt test for Heteroskedasticity | |||
| p-values | Alternative Hypothesis | ||
| breakpoint index | greater | 2-sided | less |
| 8 | 0.027976881628882 | 0.055953763257764 | 0.972023118371118 |
| 9 | 0.000531968463002966 | 0.00106393692600593 | 0.999468031536997 |
| 10 | 0.000138068385548253 | 0.000276136771096506 | 0.999861931614452 |
| 11 | 0.00330689380912324 | 0.00661378761824647 | 0.996693106190877 |
| 12 | 0.920376506707688 | 0.159246986584625 | 0.0796234932923125 |
| 13 | 0.0189094088751939 | 0.0378188177503879 | 0.981090591124806 |
| 14 | 0.721702492813446 | 0.556595014373107 | 0.278297507186554 |
| 15 | 0.0207059609814779 | 0.0414119219629558 | 0.979294039018522 |
| 16 | 1.20904919381343e-08 | 2.41809838762686e-08 | 0.999999987909508 |
| 17 | 4.60128861656144e-08 | 9.20257723312289e-08 | 0.999999953987114 |
| 18 | 0.00102069959545445 | 0.00204139919090891 | 0.998979300404546 |
| 19 | 0.179238678598225 | 0.358477357196449 | 0.820761321401775 |
| 20 | 0.997699245051446 | 0.00460150989710883 | 0.00230075494855442 |
| 21 | 1.03887465157732e-11 | 2.07774930315464e-11 | 0.999999999989611 |
| 22 | 0.000353483463817436 | 0.000706966927634873 | 0.999646516536183 |
| 23 | 7.0172294904418e-06 | 1.40344589808836e-05 | 0.99999298277051 |
| 24 | 3.12219380973743e-16 | 6.24438761947486e-16 | 1 |
| 25 | 0.999965839056258 | 6.83218874838026e-05 | 3.41609437419013e-05 |
| 26 | 5.4002030424953e-20 | 1.08004060849906e-19 | 1 |
| 27 | 1.52845707203577e-12 | 3.05691414407155e-12 | 0.999999999998472 |
| 28 | 0.542274970237323 | 0.915450059525354 | 0.457725029762677 |
| 29 | 2.0012914112302e-07 | 4.0025828224604e-07 | 0.99999979987086 |
| 30 | 3.07314842685570e-16 | 6.14629685371139e-16 | 1 |
| 31 | 0.999999999979767 | 4.0466935571821e-11 | 2.02334677859105e-11 |
| 32 | 0.0117916589110054 | 0.0235833178220109 | 0.988208341088995 |
| 33 | 4.61356224759908e-11 | 9.22712449519816e-11 | 0.999999999953864 |
| 34 | 6.07328668138620e-08 | 1.21465733627724e-07 | 0.999999939267133 |
| 35 | 1.57921930731923e-25 | 3.15843861463845e-25 | 1 |
| 36 | 3.66102752688546e-12 | 7.32205505377092e-12 | 0.99999999999634 |
| 37 | 1.91751650693865e-06 | 3.83503301387729e-06 | 0.999998082483493 |
| 38 | 9.7703249138767e-05 | 0.000195406498277534 | 0.999902296750861 |
| 39 | 6.39446454256804e-07 | 1.27889290851361e-06 | 0.999999360553546 |
| 40 | 1.85116022335405e-45 | 3.70232044670809e-45 | 1 |
| 41 | 7.22580195938298e-05 | 0.000144516039187660 | 0.999927741980406 |
| 42 | 2.69944630911712e-22 | 5.39889261823424e-22 | 1 |
| 43 | 0.191542000682657 | 0.383084001365314 | 0.808457999317343 |
| 44 | 5.66396905209328e-12 | 1.13279381041866e-11 | 0.999999999994336 |
| 45 | 3.56308295974313e-14 | 7.12616591948626e-14 | 0.999999999999964 |
| 46 | 8.57333592588901e-08 | 1.71466718517780e-07 | 0.99999991426664 |
| 47 | 0.999999840635038 | 3.18729923309085e-07 | 1.59364961654542e-07 |
| 48 | 0.999398995496538 | 0.00120200900692400 | 0.000601004503461998 |
| 49 | 0.00394741600442405 | 0.0078948320088481 | 0.996052583995576 |
| 50 | 4.03405950669529e-22 | 8.06811901339058e-22 | 1 |
| 51 | 0.789968204418178 | 0.420063591163644 | 0.210031795581822 |
| 52 | 0.0122879796866863 | 0.0245759593733725 | 0.987712020313314 |
| 53 | 1.37258618850530e-14 | 2.74517237701059e-14 | 0.999999999999986 |
| 54 | 0.00130924555773581 | 0.00261849111547161 | 0.998690754442264 |
| 55 | 4.80805033002905e-42 | 9.6161006600581e-42 | 1 |
| 56 | 0.464167432860348 | 0.928334865720696 | 0.535832567139652 |
| 57 | 0.997268515550378 | 0.00546296889924456 | 0.00273148444962228 |
| 58 | 3.57031536401388e-15 | 7.14063072802777e-15 | 0.999999999999996 |
| 59 | 4.76548349423128e-27 | 9.53096698846255e-27 | 1 |
| 60 | 2.80340330323686e-09 | 5.60680660647373e-09 | 0.999999997196597 |
| 61 | 0.999999961305605 | 7.73887895038263e-08 | 3.86943947519131e-08 |
| 62 | 0.490929597177802 | 0.981859194355603 | 0.509070402822198 |
| 63 | 0.99999936676356 | 1.26647287753143e-06 | 6.33236438765713e-07 |
| 64 | 0.999854088353431 | 0.000291823293138083 | 0.000145911646569041 |
| 65 | 0.74101958019986 | 0.517960839600279 | 0.258980419800139 |
| 66 | 0.820530442528544 | 0.358939114942912 | 0.179469557471456 |
| 67 | 1 | 4.52278779009158e-27 | 2.26139389504579e-27 |
| 68 | 0.0783578334816332 | 0.156715666963266 | 0.921642166518367 |
| 69 | 3.2748725809629e-20 | 6.5497451619258e-20 | 1 |
| 70 | 0.989771768804748 | 0.0204564623905043 | 0.0102282311952521 |
| 71 | 1.17851875153289e-24 | 2.35703750306577e-24 | 1 |
| 72 | 5.79165372512274e-09 | 1.15833074502455e-08 | 0.999999994208346 |
| 73 | 0.000140735347197839 | 0.000281470694395678 | 0.999859264652802 |
| 74 | 0.0030902157002204 | 0.0061804314004408 | 0.99690978429978 |
| 75 | 0.976330684986361 | 0.0473386300272774 | 0.0236693150136387 |
| 76 | 0.041411529744868 | 0.082823059489736 | 0.958588470255132 |
| 77 | 0.995695637266447 | 0.00860872546710622 | 0.00430436273355311 |
| 78 | 0.905575766218031 | 0.188848467563938 | 0.0944242337819689 |
| 79 | 1.24302848065296e-06 | 2.48605696130592e-06 | 0.99999875697152 |
| 80 | 0.0494700765751206 | 0.0989401531502412 | 0.95052992342488 |
| 81 | 3.00435794432421e-36 | 6.00871588864842e-36 | 1 |
| 82 | 6.73836151010632e-07 | 1.34767230202126e-06 | 0.99999932616385 |
| 83 | 0.999946463054938 | 0.000107073890124116 | 5.35369450620582e-05 |
| 84 | 8.71392515186244e-21 | 1.74278503037249e-20 | 1 |
| 85 | 0.0672769105963 | 0.1345538211926 | 0.9327230894037 |
| 86 | 4.47992219842564e-21 | 8.95984439685128e-21 | 1 |
| 87 | 1.95373742389373e-21 | 3.90747484778745e-21 | 1 |
| 88 | 0.997897224725084 | 0.00420555054983205 | 0.00210277527491603 |
| 89 | 0.999968753073257 | 6.24938534862937e-05 | 3.12469267431468e-05 |
| 90 | 0.999999999999999 | 1.99469534001525e-15 | 9.97347670007623e-16 |
| 91 | 1 | 3.69652991042511e-21 | 1.84826495521255e-21 |
| 92 | 1.08178177068417e-06 | 2.16356354136834e-06 | 0.99999891821823 |
| 93 | 0.999544812167305 | 0.000910375665390303 | 0.000455187832695152 |
| 94 | 0.99123935696619 | 0.0175212860676199 | 0.00876064303380995 |
| 95 | 7.35040528323005e-06 | 1.47008105664601e-05 | 0.999992649594717 |
| 96 | 4.37121078528351e-05 | 8.74242157056703e-05 | 0.999956287892147 |
| 97 | 0.99999999999994 | 1.20408929999822e-13 | 6.02044649999108e-14 |
| 98 | 0.000368852054070015 | 0.00073770410814003 | 0.99963114794593 |
| 99 | 0.000310359418631203 | 0.000620718837262406 | 0.99968964058137 |
| 100 | 6.41450429834065e-08 | 1.28290085966813e-07 | 0.999999935854957 |
| 101 | 0.999300384816067 | 0.00139923036786542 | 0.000699615183932712 |
| 102 | 0.604405541546662 | 0.791188916906676 | 0.395594458453338 |
| 103 | 0.996358914899006 | 0.00728217020198782 | 0.00364108510099391 |
| 104 | 0.948092482950687 | 0.103815034098626 | 0.0519075170493129 |
| 105 | 0.99999606683731 | 7.86632538046704e-06 | 3.93316269023352e-06 |
| 106 | 1.34989815188627e-13 | 2.69979630377255e-13 | 0.999999999999865 |
| 107 | 0.99999991801057 | 1.63978859638475e-07 | 8.19894298192377e-08 |
| 108 | 0.997871949877798 | 0.00425610024440392 | 0.00212805012220196 |
| 109 | 0.999999999922656 | 1.54687538033950e-10 | 7.73437690169749e-11 |
| 110 | 0.99999994300781 | 1.13984381358541e-07 | 5.69921906792706e-08 |
| 111 | 0.999392304741628 | 0.00121539051674352 | 0.000607695258371761 |
| 112 | 0.885704638655388 | 0.228590722689223 | 0.114295361344612 |
| 113 | 0.99941211799454 | 0.00117576401091775 | 0.000587882005458874 |
| 114 | 0.999957105427848 | 8.578914430385e-05 | 4.2894572151925e-05 |
| 115 | 0.999999071783016 | 1.85643396810402e-06 | 9.28216984052011e-07 |
| 116 | 0.730788214369567 | 0.538423571260866 | 0.269211785630433 |
| 117 | 0.997342510906204 | 0.00531497818759253 | 0.00265748909379627 |
| 118 | 0.999914275897267 | 0.000171448205465391 | 8.57241027326954e-05 |
| 119 | 0.58040712705674 | 0.83918574588652 | 0.41959287294326 |
| 120 | 0.99880486688253 | 0.0023902662349414 | 0.0011951331174707 |
| 121 | 0.999637115710453 | 0.0007257685790944 | 0.0003628842895472 |
| 122 | 0.974348961011744 | 0.0513020779765118 | 0.0256510389882559 |
| 123 | 0.96802685394904 | 0.0639462921019221 | 0.0319731460509610 |
| Meta Analysis of Goldfeld-Quandt test for Heteroskedasticity | |||
| Description | # significant tests | % significant tests | OK/NOK |
| 1% type I error level | 86 | 0.741379310344828 | NOK |
| 5% type I error level | 93 | 0.801724137931034 | NOK |
| 10% type I error level | 98 | 0.844827586206897 | NOK |
