Model Vector Autoregression VAR

Tabel 4.4 Hasil uji kointegrasi Hypothesized Trace 0.05 No. of CEs Eigenvalue Statistic Critical Value Prob. None 0.991552 220.5535 47.85613 0.0001 At most 1 0.798321 77.33802 29.79707 0.0000 At most 2 0.620349 29.30563 15.49471 0.0002 At most 3 0.008317 0.250541 3.841466 0.6167 Trace test indicates 3 cointegrating eqns at the 0.05 level denotes rejection of the hypothesis at the 0.05 level MacKinnon-Haug-Michelis 1999 p-values Tabel 4.4 diatas menunjukkan bahwa pada r = 3 nilai trace statistic nya lebih kecil dari critical value pada tingkat signifikansi 5. Hal ini berarti hipotesis 0 yang menyatakan bahwa terdapat paling tidak 3 kointegrasi tidak dapat ditolak dan hipotesis alternatif yang menyatakan bahwa tidak ada kointegrasi belum dapat diterima. Hasil tersebut menunjukkan bahwa masing-masing variabel tersebut saling mempengaruhi dan memiliki hubungan stabilitas atau keseimbangan dan kesamaan pergerakan dalam jangka panjang. Variabel-variabel ini dalam periode pendek akan cenderung saling menyesuaikan untuk mencapai keseimbangan jangka panjangnya.

4.1.5. Estimasi Vector Error Correction Model VECM

Variabel-variabel atau peubah tidak stasioner yang terintegrasi pada tingkat yang sama akan bersifat stasioner setelah dilakukan pembedaan. Uji kointegrasi diatas menunjukkan bahwa pada variabel-variabel penelitian terindikasi adanya kointegrasi dengan rank 3 pada derajat kepercayaan 5. Dengan demikian maka model yang digunakan adalah model VEC. Hasil estimasi VECM dapat dilihat pada Tabel 4.5 berikut sedangkan untuk selengkapnya dapat dilihat pada Lampiran 9. Tabel 4.5 Hasil estimasi VECM Standard errors in t-statistics in [ ] Cointegrating Eq: CointEq1 CointEq2 CointEq3 HCPO-1 1.000000 0.000000 0.000000 PBIO-1 0.000000 1.000000 0.000000 HTBS-1 0.000000 0.000000 1.000000 HMGO-1 -0.612350 -48.27822 -0.145270 0.14411 11.7257 0.03278 [-4.24920] [-4.11731] [-4.43110] C -586.6817 511174.6 275.3727 Error Correction: DHCPO DPBIO DHTBS DHMGO CointEq1 0.065309 -131.4849 0.202915 1.078142 0.90094 55.8857 0.15919 0.51658 [ 0.07249] [-2.35275] [ 1.27466] [ 2.08707] CointEq2 0.007169 -1.407614 0.001747 0.004380 0.00443 0.27489 0.00078 0.00254 [ 1.61772] [-5.12069] [ 2.23055] [ 1.72370] CointEq3 0.617213 535.3889 -0.622291 -1.737379 2.85990 177.401 0.50533 1.63982 [ 0.21582] [ 3.01796] [-1.23146] [-1.05950] DHCPO-1 -0.369451 153.5152 -0.138236 -0.969399 0.93418 57.9475 0.16506 0.53564 [-0.39548] [ 2.64921] [-0.83747] [-1.80979] DHCPO-2 -0.915205 58.05090 -0.275026 -0.846875 0.70770 43.8990 0.12505 0.40578 [-1.29321] [ 1.32237] [-2.19938] [-2.08701] DHCPO-3 -0.654045 -9.790574 -0.176965 -0.635100 0.65153 40.4147 0.11512 0.37358 [-1.00386] [-0.24225] [-1.53720] [-1.70006] DHCPO-4 0.490049 41.09184 0.002152 -0.205702 0.66503 41.2523 0.11751 0.38132 [ 0.73688] [ 0.99611] [ 0.01832] [-0.53945] DPBIO-1 -0.003544 0.375961 -0.000889 -0.003566 0.00420 0.26023 0.00074 0.00241 [-0.84476] [ 1.44474] [-1.19931] [-1.48269] DPBIO-2 -0.003844 0.517094 -0.000538 -0.002101 0.00319 0.19784 0.00056 0.00183 [-1.20538] [ 2.61372] [-0.95463] [-1.14877] Persamaan VECM adalah sebagai berikut VAR Model - Substituted Coefficients: =============================== DHCPO = 0.065309192284 HCPO-1 - 0.612350176027HMGO-1 - 586.681697993 + 0.00716890326138 PBIO-1 - 48.2782165129HMGO-1 + 511174.562631 + 0.617212727326 HTBS-1 - 0.145269722001HMGO-1 + 275.372683012 - 0.369450987714DHCPO-1 - 0.915204818945DHCPO-2 - 0.65404470723DHCPO-3 + 0.49004891865DHCPO-4 - 0.00354390388993DPBIO-1 - 0.00384439082025DPBIO-2 - 0.00551906469568DPBIO-3 - 0.00741578120025DPBIO-4 + 1.61680921918DHTBS-1 + 1.42746089992DHTBS-2 + 3.93985380619DHTBS-3 - 3.81427340429DHTBS-4 + 0.251090268534DHMGO-1 - 0.361396293546DHMGO-2 - 0.101309955176DHMGO-3 - 0.270857568601DHMGO-4 + 125.453605992 DPBIO = - 131.484883156 HCPO-1 - 0.612350176027HMGO-1 - 586.681697993 - 1.40761411451 PBIO-1 - 48.2782165129HMGO-1 + 511174.562631 + 535.3888962 HTBS-1 - 0.145269722001HMGO- 1 + 275.372683012 + 153.51518553DHCPO-1 + 58.0508985987DHCPO-2 - 9.79057390559DHCPO-3 + 41.0918354932DHCPO-4 + 0.375961422836DPBIO-1 + 0.517093958504DPBIO-2 + 0.133073226928DPBIO-3 + 0.158297333985DPBIO-4 - 529.917330746DHTBS-1 - 243.213126066DHTBS-2 + 111.469911895DHTBS-3 - 293.017688206DHTBS-4 - 73.0342761624DHMGO-1 - 75.1226835383DHMGO-2 - 45.9160257866DHMGO-3 - 29.01910842DHMGO-4 + 10220.0714817 DHTBS = 0.202914853866 HCPO-1 - 0.612350176027HMGO-1 - 586.681697993 + 0.00174656487595 PBIO-1 - 48.2782165129HMGO-1 + 511174.562631 - 0.622290837204 HTBS-1 - 0.145269722001HMGO-1 + 275.372683012 - 0.138235538828DHCPO-1 - 0.275025517945DHCPO-2 - 0.176964630351DHCPO-3 + 0.00215238970809DHCPO-4 - 0.000889000166843DPBIO-1 - 0.000537979747005DPBIO-2 - 0.0011334173482DPBIO-3 - 0.00181070757716DPBIO-4 + 0.917030088539DHTBS-1 + 0.443817966876DHTBS-2 + 1.22876774853DHTBS-3 - 0.620158755645DHTBS-4 + 0.0938786100256DHMGO-1 - 0.0577974736675DHMGO-2 + 0.0800652221419DHMGO-3 + 0.013511708666DHMGO-4 + 21.9000981527 DHMGO = 1.07814160141 HCPO-1 - 0.612350176027HMGO-1 - 586.681697993 + 0.00437981744036 PBIO-1 - 48.2782165129HMGO-1 + 511174.562631 - 1.73737856909 HTBS- 1 - 0.145269722001HMGO-1 + 275.372683012 - 0.969398899DHCPO-1 - 0.84687482248DHCPO-2 - 0.635100094005DHCPO-3 - 0.205702043944DHCPO-4 - 0.00356649273703DPBIO-1 - 0.00210079000268DPBIO-2 - 0.00172359526136DPBIO-3 - 0.00159451126435DPBIO-4 + 2.14993003761DHTBS-1 + 2.24296823623DHTBS-2 + 1.97236952889DHTBS-3 + 0.693329935301DHTBS-4 - 0.147486155175DHMGO-1 - 0.144978785132DHMGO-2 - 0.365763363707DHMGO-3 - 0.229106105219DHMGO-4 + 123.059902846