LAMPIRAN
Lampiran 1
Hasil Penelitian Sebelumnya No Judul Penelitian, Nama
Peneliti, dan Tahun
Variabel dan Model,
P e n u l i s
Hasil 1 The Interaction between
Oil Price and Economic Growth.
Latife Ghalayini. Euro Journals Publishing, Inc.
2011: 127-141.
Harga Minyak Pertumbuhan Ekonomi.
Untuk negara-negara importir minyak, kenaikan harga minyak dan pertumbuhan ekonomi berkorelasi negatif, berkorelasi positif negara pengekspor minyak, uji kausalitas Granger
menyimpulkan bahwa interaksi antara harga minyak perubahan dan pertumbuhan ekonomi tidak
terbukti di sebagian besar negara tetapi untuk kelompok G-7, terbukti di mana, hubungan searah dari harga minyak ke produk domestik bruto.
2 Khuram shafi & Liu, Hua (2014): Oil Prices Fluctuations & Its Impact on Russians Economy; An Exchange Rate Exposure.
Harga Minyak Pertumbuhan Ekonomi.
Identifikasi dampak harga minyak dan risiko volatilitas nilai tukar terhadap
pertumbuhan ekonomi.
3 Idrisov, Georgiy (Идрисов, Георгий) &
Kazakova, Maria (Казакова, Мария) &
Polbin, Andrey (Полбин, Андрей) (2014): The theoretical interpretation of the effect of oil prices on economic growth in modern Russia.
Harga Minyak Pertumbuhan Ekonomi.
Secara teoretis ada pengaruh
harga minyak terhadap
pertumbuhan ekonomi.
No Judul Penelitian, Nama Peneliti, dan Tahun
Variabel dan Model,
P e n u l i s
Hasil 5 Idrisov, Georgy &
Kazakova, Maria &
Polbin, Andrey (2015): A theoretical interpretation of the oil prices impact on economic growth in contemporary Russia.
Harga Minyak Pertumbuhan Ekonomi.
Kenaikan harga minyak yang konstan tidak dapat mempengaruhi tingkat pertumbuhan ekonomi jangka panjang dan hanya menentukan tren transisi jangka pendek.
6 José Fuinhas &
António Marques &
Alcino Couto (2015): Oil rents and economic growth in oil producing countries:
evidence from a macro panel.
Harga Minyak Pertumbuhan Ekonomi.
Pengaruh ekspor barang dan jasa, rasio produksi minyak terhadap konsumsi energi primer, harga minyak domestik, dan harga minyak mentah. internasional.
Konsumsi minyak
menggerakkan pertumbuhan ekonomi.
7 María Dolores Gadea &
Ana Gómez-Loscos &
Antonio Montañés (2016): Oil Price and Economic Growth: A Long Story?
Harga Minyak Pertumbuhan Ekonomi.
Terjadi perubahan dalam hubungan antara harga minyak dan pertumbuhan ekonomi AS.
8 Svetlana Aleksandrova (2016): Impact of Oil Prices on Oil Exporting Countries in the Caucasus and Central Asia.
Harga Minyak Pertumbuhan Ekonomi.
Adanya dampak penurunan harga minyak pada
pertumbuhan ekonomi.
9 Nagmi M. Moftah
Aimer (2016): The Effects of Fluctuations of Oil Price on Economic Growth of Libya.
Harga Minyak Pertumbuhan Ekonomi.
Harga minyak yang lebih tinggi memiliki dampak positif dan signifikan secara statistik pada pertumbuhan ekonomi.
10 Mohaddes, Kamiar &
Pesaran, M. Hashem (2017): Oil prices and the global economy: Is it
Harga Minyak Pertumbuhan Ekonomi.
Hubungan negatif antara
harga minyak dan dividen
riil yang merupakan proksi
untuk kegiatan ekonomi.
No Judul Penelitian, Nama Peneliti, dan Tahun
Variabel dan Model,
P e n u l i s
Hasil 11 Musa Foudeh (2017):
The Long Run Effects of Oil Prices on Economic Growth: The Case of Saudi Arabia.
Harga Minyak Pertumbuhan Ekonomi.
Dampak langsung positif yang kuat dari harga minyak OS pada tingkat pertumbuhan PDB KSA. Harga minyak OS tidak mempengaruhi tingkat
pertumbuhan PDB Saudi secara tidak langsung.
12 Hlompo Panelope Maruping & Itumeleng Pleasure Mongale (2017): The real influences of oil prices changes on the growth of real GDP: The case of South Africa.
Harga Minyak Pertumbuhan Ekonomi, PDB riil.
Konsumsi minyak dianggap sebagai salah satu penentu utama kegiatan ekonomi di negara mana pun, oleh karena itu fluktuasi harga berpotensi memperlambat pertumbuhan ekonomi.
13 Jungho Baek & Taylor B.
Young (0001) atau 2017: A new look at the crude oil prices and economic growth nexus: asymmetric evidence from Alaska.
Harga Minyak Pertumbuhan Ekonomi.
Perubahan harga minyak memang secara asimetris mempengaruhi pertumbuhan ekonomi.
14 Mohammadreza Nahidi &
Arash Ketabforoush Badri (2018): The Leverage Effect of Oil Price Shocks on Economic Growth of Iran.
Harga Minyak Pertumbuhan Ekonomi.
Setiap guncangan harga minyak positif dan negatif
berdampak pada pertumbuhan ekonomi.
15 Tarek Tawfik Yousef Alkhateeb & Zafar Ahmad Sultan (2019):
Oil Price and Economic Growth: The Case of Indian Economy.
Harga Minyak Pertumbuhan Ekonomi.
Hasil VECM menunjukkan bahwa harga minyak,
pembentukan modal dan inflasi kausalitas dengan pertumbuhan ekonomi dalam jangka panjang.
Lebih lanjut hasilnya
menunjukkan bahwa koefisien
harga minyak negatif dan
signifikan yang menyiratkan
No Judul Penelitian, Nama Peneliti, dan Tahun
Variabel dan Model,
P e n u l i s
Hasil 16 Quintero Otero, Jorge
David (2020): Not all sectors are alike:
Differential impacts of shocks in oil prices on the sectors of the Colombian economy
Harga Minyak Pertumbuhan Ekonomi.
Permintaan khusus untuk minyak dan guncangan permintaan agregat yang secara signifikan
mempengaruhi total produksi di Kolombia.
17 Green, D.J. (1988). A Demand-Determined Model of the Residual Fuel Oil Market.
Butterworth & Co (Publishers) Ltd.
Kuantitas Permintaan, Kuantittas Penawaran, Harga, minyak.
Model Konsumen dan Produsen dikembangkan dikembangan untuk maksimal laba yang ditentukan oleh tingkat produksi, impor, dan perseidaan.
18 Are The Macroeconomi Effects of Oil-Price Changes Symmetric?.
Tatom, J.A.
1988.Carnegie- Rochester Conference Series on Public Policy (28), 325-368.
Harga minyak, Harga Energi, Permintaan Agregat, Impor, Ekspor.
Penurunan harga minyak tahun 1986 merupak shock dalam ekonomi. Guncangan harga energi dikarenakan produktivitas tenaga kerja, modal, sumber daya dan input agregat.
19 Production-sharing contracts and decision- making in oil
production- The case.
Yusgiantoro, P. and Hsiao, F.S.T. 1993.
Energy Economics Volume 15.
Kontrak bagi hasil,
pengambilan keputusan, Produksi minyak.
Pengaturan menjadi model pengambilan keputusan produksi minyak di Indonesia.
Model dibangun untuk
menentukan nilai moneter yang diharapkan dari proyek, model produksi yang kompleks dapat diimplementasikan dengan mudah pada program sojiware spreadsheet elektronik.
20 Ewald Walterskirchen (2000): Higher Oil Prices and Budgetary Consolidation Dampen Economic Growth.
Harga minyak, Konsolidasi Anggaran, Pertumbuhan Ekonomi.
Kenaikan harga minyak mentah dan upaya yang lebih kuat untuk mengkonsolidasikan keuangan publik akan membuat
pertumbuhan ekonomi lebih
No Judul Penelitian, Nama Peneliti, dan
Tahun
Variabel dan Model,
P e n u l i s
Hasil 21 Estimating Oil
Product Demand in Indonesia using a Cointegrating Error Correction Model.
Kurtubi.
2001.OPEC Energy Review Volume 25 issue 1.
Struktutr ekonomi.
pertumbuhan ekonomi, Konsumsi minyak,
transportasi dan listrik dan rumah tangga.
Konsumsi minyak pada transportasi dan listrik dan sektor rumah tangga. Perubahan ini terjadi, karena pendapatan riil per kapita meningkat lebih dari empat belas kali lipat, Lebih banyak orang membeli
kendaraan pribadi, dan karena pertumbuhan industri produksi, sehingga Indonesia terus berkembang.
22 Pengaruh Harga Minyak dan Suku Bunga FED terhadap Harga-harga Aset Indonesia 1993- 2005. Hakim, L.
2005.Jurnal Empirika Fak. Ekonomi
Universitas Muhammadiyah Surakarta.
Penawaran uang (M), pendapatan nasional riil (Y), tingkat gaji (W), tingkat harga (P) dan, tingkat harga impor (PM).
Harga minyak maupun suku bungan Fed berpengaruh terhadap harga- harga aset. Respon harga- harga (IHK), harga valuta asing dan harga saham (IHSG) terhadap shock harga mniyak bumi jauh lebih tinggi daripada suku bunga Fed.Sebaliknya, harga di pasar uang merespon shock suku bunga Fed yang jauh lebih kuat daripada harga minyak bumi.
23 Noor-e-Saher (2011):
Impact of Oil Prices on Economic Growth and Exports Earning:
In the Case of Pakistan and India.
Harga minyak, pendapatan ekspor, pertumbuhan ekonomi.
Harga minyak tidak disignifikan terhadap ekspor, SDM, modal fisik dan pertumbuhan
ekonomi signifikan pada ekspor.
24 Murphy, David J. &
Hall, Charles A.S.
(2011): Adjusting the economy to the new energy realities of the second half of the age of oil.
Pertumbuhan ekonomi, Energi baru.
Pertumbuhan ekonomi, membutuhkan lebih banyak minyak, harga minyak yang tinggi yang akan menurunkan pertumbuhan ekonomi.
25 Coleman, Les (2012): Pasar Modal, Hubungan positif antara harga
No Judul Penelitian, Nama Peneliti, dan
Tahun
Variabel dan Model,
P e n ul is
Hasil 26 Naranpanawa,
Athula
& Bandara, Jayatilleke S.
(2012): Poverty and growth impacts of high oil prices:
Evidence from Sri Lanka.
Kemiskinan, pertumbuhan harga minyak.
Naiknya harga minyak dan pangan pada tahun 2007 dan 2008
berdampak negatif pada kemiskinan dan pertumbuhan ekonomi, harga minyak yang tinggi, rumah tangga
berpendapatan rendah di perkotaan dan rumah tangga pedesaan berpenghasilan rendah.
27 Hamilto, J.D.
(1983):Oil and the Macroeconomy since World War II. The University of Chicago Press.
GNP, Inflasi, Pengangguran, Harga.
Kenaikan harga minyak dapat mempredeksi harga minyak tahun yang akan datang. Harga minyak impor merupakan harga minyak masa depan.
28 Hamdi, Helmi &
Sbia,
Rashid (2013):
Dynamic relationships between oil revenues, government spending and economic growth in an oil-dependent economy.
Pendapatan minyak, pengeluaran pemerintah, Pertumbuhan ekonomi.
Hubungan dinamis antara pendapatan minyak,
pengeluaran pemerintah dan pertumbuhan ekonomi.
29 Hanan Naser (2014):
Oil Market, Nuclear Energy Consumption and Economic Growth:
Pasar Minyak, Konsumsi Energi Nuklir, Pertumbuhan Ekonomi.
Hubungan antara konsumsi minyak, konsumsi energi nuklir, harga minyak dan pertumbuhan ekonomi di empat negara
berkembang (Rusia, Cina, Korea
Selatan, dan India) ada hubungan
kausalitas searah terhadap PDB riil
No Judul Penelitian, Nama Peneliti, dan Tahun
Variabel dan Model,
P e n u l i s
Hasil 30 Taha Zaghdoudi
(2017): Oil prices, renewable energy, CO2 emissions and
economic growth in OECD countries.
Harga minyak, Energi
terbaruka n, emisi CO2, pertumbu han ekonomi.
Dengan melakukan model kointegrasi panel, terdapat hubungan kuat tentang hubungan jangka panjang yang negatif dan signifikan antara harga minyak, energi terbarukan dan emisi CO2.
31 Dmitry Burakov (2017): Oil Prices, Economic Growth and Emigration: An Empirical Study of Transmission Channel.
Harga Minyak, Pertumbuhan Ekonomi, Emigrasi.
Hubungan langsung antara harga minyak dan pertumbuhan
ekonomi, serta antara pertumbuhan ekonomi dan emigrasi.
32 Shahbaz, Muhammad
& Sarwar, Suleman &
Chen, Wei & Malik, Muhammad Nasir (2017): Dynamics of electricity consumption, oil price and economic growth: Global
perspective.
Konsumsi listrik,
harga minyak, pertumbuhan ekonomi.
Hubungan antara pertumbuhan ekonomi, konsumsi listrik, harga minyak, modal, dan tenaga kerja.
33 Troster, Victor &
Shahbaz, Muhammad
& Uddin, Gazi Salah (2018): Renewable energy, oil prices, and economic activity: A Granger-causality in quantiles analysis.
Energi terbarukan, harga minyak, konsumsi minyak, harga minyak, pertumbuhan ekonomi.
Hubungan kausal antara konsumsi energi terbarukan, harga
minyak, dan aktivitas ekonomi terdapat dua arah antara perubahan konsumsi energi terbarukan dan pertumbuhan ekonomi pada kegiatan distribusi.
34 Peter Uchenna Okoye
& Chinwendu
Christopher Mbakwe &
Evelyn Ndifreke Igbo (2018): Modeling the Construction Sector
Sektor Konstruksi, Harga Minyak Pertumbuhan Ekonomi, harga minyak, sumber daya
Korelasi positif dan signifikan
yang sangat kuat antara output
sektor konstruksi dan total output
PDB (0,934), konstruksi output
sektor dan harga minyak (0,856),
dan total output PDB dan harga
No Judul Penelitian, Nama Peneliti, dan Tahun
Variabel dan Model,
Pe nul
is
Hasil 35 Rostin Rostin & Abd
Azis Muthalib & Pasrun Adam & Muh. Nur &
Zainudin Saenong & La Ode Suriadi & Jamal Nasir Baso (2019): The Effect of Crude Oil Prices on Inflation, Interest Rates and Economic Growth in Indonesia.
Harga Minyak, Inflasi,
Suku Bunga, Pertumbuhan Ekonomi.
Tidak terdapat pengaruh harga minyak mentah terhadap
pertumbuhan ekonomi baik dalam jangka pendek maupun jangka panjang.
36
Omodero, Cordelia
Onyinyechi (2019): A Relative Assessment Of The Contributions Of Agriculture, Oil And Non-Oil Tax Revenues To Nigeria’S Economic Expansion.
Kontribusi Pendapatan
Pertanian, Minyak, Non-Minyak, Ekspansi Ekonomi.
Pendapatan minyak memiliki dampak negatif yang signifikan terhadap pertumbuhan ekonomi yang diwakili oleh produk domestik bruto pendapatan pertanian dan pajak non- minyak memiliki pengaruh kuat dan positif yang kuat terhadap pertumbuhan ekonomi.
37 Shahbaz, Muhammad
& Ahmed, Khalid &
Tiwari, Aviral Kumar
& Jiao, Zhilun (2019):
Resource curse hypothesis and role of oil prices in USA.
Bencana sumber daya, harga minyak, produksi tambahan.
Harga minyak menigkatkan pertumbuhan ekonomi.
Tenaga kerja mendorong pertumbuhan ekonomi.
38 Bulat Mukhamediyev
& Lazat Spankulova (2020): The Impact of Innovation, Knowledge Spillovers and Oil Prices on Economic Growth of the Regions of
Kazakhstan.
Inovasi, Tranformasi Pengetahuan, Harga Minyak, Pertumbuhan Ekonom.
Berdasarkan analisis data panel
dengan fixed effect telah
mengkonfirmasi bahwa biaya
inovasi teknologi, dampaknya
antar wilayah, biaya kesehatan,
serta tingkat pertumbuhan harga
minyak dunia secara positif
mempengaruhi pertumbuhan
ekonomi.
Lampiran 2. Uji Akar-Akar Unit
Uji Akar-akar Unit
Tabel uji akar-akar unit pada variabel penelitian ini sebagai berikut Variabel
Uji Akar Unit
Level 1
stDifference 2
ndDifference
ADF Prob ADF Prob ADF Prob
LNPDO -2.030297 0.2733 -6.670932 0.0000 -7.872221 0.0000 ECG -4.576017 0.0005 -9.001568 0.0000 -6.262611 0.0000 LNPFO -1.907943 0.3261 -7.378399 0.0000 -11.43633 0.0000 INF -6.419040 0.0000 -8.415867 0.0000 -7.410925 0.0000 LNKUR -0.887495 0.7840 -6.861020 0.0000 -4.845368 0.0003 LNMS -2.109596 0.2419 -6.900983 0.0000 -6.367309 0.0000 LNBN -2.490762 0.1239 -7.245050 0.0000 -9.222567 0.0000 SUB -1.818519 0.3674 -7.306907 0.0000 -12.81476 0.0000
1 Variabel LNPDO LEVEL
Null Hypothesis: LNPDO has a unit root Exogenous: Constant
Lag Length: 0 (Automatic - based on SIC, maxlag=10)
t-Statistic Prob.*
Augmented Dickey-Fuller test statistic -2.030297 0.2733
Test critical values: 1% level -3.571310
5% level -2.922449
10% level -2.599224
*MacKinnon (1996) one-sided p-values.
Augmented Dickey-Fuller Test Equation Dependent Variable: D(LNPDO) Method: Least Squares
Date: 11/30/21 Time: 18:26 Sample (adjusted): 1971 2019
Included observations: 49 after adjustments
Variable Coefficient Std. Error t-Statistic Prob.
Variabel LNPDO First Difference
Null Hypothesis: D(LNPDO) has a unit root Exogenous: Constant
Lag Length: 0 (Automatic - based on SIC, maxlag=10)
t-Statistic Prob.*
Augmented Dickey-Fuller test statistic -6.670932 0.0000
Test critical values: 1% level -3.574446
5% level -2.923780
10% level -2.599925
*MacKinnon (1996) one-sided p-values.
Augmented Dickey-Fuller Test Equation Dependent Variable: D(LNPDO,2) Method: Least Squares
Date: 11/30/21 Time: 18:27 Sample (adjusted): 1972 2019
Included observations: 48 after adjustments
Variable Coefficient Std. Error t-Statistic Prob.
D(LNPDO(-1)) -0.950336 0.142459 -6.670932 0.0000
C 0.048210 0.056539 0.852680 0.3983
R-squared 0.491720 Mean dependent var 0.013958 Adjusted R-squared 0.480671 S.D. dependent var 0.541317 S.E. of regression 0.390098 Akaike info criterion 0.995935 Sum squared resid 7.000105 Schwarz criterion 1.073901 Log likelihood -21.90243 Hannan-Quinn criter. 1.025398 F-statistic 44.50133 Durbin-Watson stat 1.936023 Prob(F-statistic) 0.000000
Variabel LNPDO Second Difference
Null Hypothesis: D(LNPDO,2) has a unit root Exogenous: Constant
Lag Length: 1 (Automatic - based on SIC, maxlag=10)
t-Statistic Prob.*
Augmented Dickey-Fuller test statistic -7.872221 0.0000
Test critical values: 1% level -3.581152
5% level -2.926622
10% level -2.601424
*MacKinnon (1996) one-sided p-values.
Augmented Dickey-Fuller Test Equation Dependent Variable: D(LNPDO,3) Method: Least Squares
Date: 12/02/21 Time: 09:02 Sample (adjusted): 1974 2019
Included observations: 46 after adjustments
Variable Coefficient Std. Error t-Statistic Prob.
D(LNPDO(-1),2) -1.750727 0.222393 -7.872221 0.0000 D(LNPDO(-1),3) 0.359589 0.138384 2.598492 0.0128
C -0.000604 0.072381 -0.008347 0.9934
R-squared 0.695157 Mean dependent var -0.005652 Adjusted R-squared 0.680978 S.D. dependent var 0.868264 S.E. of regression 0.490413 Akaike info criterion 1.475856 Sum squared resid 10.34171 Schwarz criterion 1.595115 Log likelihood -30.94469 Hannan-Quinn criter. 1.520531 F-statistic 49.02814 Durbin-Watson stat 2.104496 Prob(F-statistic) 0.000000
2 Variabel LNPFO LEVEL
Null Hypothesis: LNPFO has a unit root Exogenous: Constant
Lag Length: 0 (Automatic - based on SIC, maxlag=10)
t-Statistic Prob.*
Augmented Dickey-Fuller test statistic -1.907943 0.3261
Test critical values: 1% level -3.571310
5% level -2.922449
10% level -2.599224
*MacKinnon (1996) one-sided p-values.
Augmented Dickey-Fuller Test Equation Dependent Variable: D(LNPFO) Method: Least Squares
Date: 11/30/21 Time: 18:30 Sample (adjusted): 1971 2019
Included observations: 49 after adjustments
Variable Coefficient Std. Error t-Statistic Prob.
LNPFO(-1) -0.144500 0.075736 -1.907943 0.0625
C 0.528167 0.280851 1.880593 0.0662
R-squared 0.071884 Mean dependent var 0.002041 Adjusted R-squared 0.052137 S.D. dependent var 0.382905 S.E. of regression 0.372790 Akaike info criterion 0.904357 Sum squared resid 6.531702 Schwarz criterion 0.981574 Log likelihood -20.15675 Hannan-Quinn criter. 0.933653 F-statistic 3.640245 Durbin-Watson stat 1.615441 Prob(F-statistic) 0.062518
Variabel LNPFO First Difference
Null Hypothesis: D(LNPFO) has a unit root Exogenous: Constant
Lag Length: 0 (Automatic - based on SIC, maxlag=10)
t-Statistic Prob.*
Augmented Dickey-Fuller test statistic -7.378399 0.0000
Test critical values: 1% level -3.574446
5% level -2.923780
10% level -2.599925
*MacKinnon (1996) one-sided p-values.
Augmented Dickey-Fuller Test Equation Dependent Variable: D(LNPFO,2) Method: Least Squares
Date: 11/30/21 Time: 18:30 Sample (adjusted): 1972 2019
Included observations: 48 after adjustments
Variable Coefficient Std. Error t-Statistic Prob.
D(LNPFO(-1)) -0.987083 0.133780 -7.378399 0.0000
C 0.026115 0.050640 0.515706 0.6085
R-squared 0.542019 Mean dependent var 0.015833 Adjusted R-squared 0.532063 S.D. dependent var 0.512693 S.E. of regression 0.350713 Akaike info criterion 0.783076 Sum squared resid 5.657978 Schwarz criterion 0.861043 Log likelihood -16.79382 Hannan-Quinn criter. 0.812540 F-statistic 54.44077 Durbin-Watson stat 1.942695 Prob(F-statistic) 0.000000
Variabel LNPFO Second Difference
Null Hypothesis: D(LNPFO,2) has a unit root Exogenous: Constant
Lag Length: 0 (Automatic - based on SIC, maxlag=10)
t-Statistic Prob.*
Augmented Dickey-Fuller test statistic -11.43633 0.0000
Test critical values: 1% level -3.577723
5% level -2.925169
10% level -2.600658
*MacKinnon (1996) one-sided p-values.
Augmented Dickey-Fuller Test Equation Dependent Variable: D(LNPFO,3) Method: Least Squares
Date: 12/02/21 Time: 08:58 Sample (adjusted): 1973 2019
Included observations: 47 after adjustments
Variable Coefficient Std. Error t-Statistic Prob.
D(LNPFO(-1),2) -1.444101 0.126273 -11.43633 0.0000
C 0.003607 0.063548 0.056752 0.9550
R-squared 0.744012 Mean dependent var -0.040638 Adjusted R-squared 0.738324 S.D. dependent var 0.850091 S.E. of regression 0.434858 Akaike info criterion 1.214026 Sum squared resid 8.509563 Schwarz criterion 1.292756 Log likelihood -26.52962 Hannan-Quinn criter. 1.243653 F-statistic 130.7897 Durbin-Watson stat 2.160747 Prob(F-statistic) 0.000000
3 Variabel ECG LEVEL
Null Hypothesis: ECG has a unit root Exogenous: Constant
Lag Length: 0 (Automatic - based on SIC, maxlag=10)
t-Statistic Prob.*
Augmented Dickey-Fuller test statistic -4.576017 0.0005
Test critical values: 1% level -3.571310
5% level -2.922449
10% level -2.599224
*MacKinnon (1996) one-sided p-values.
Augmented Dickey-Fuller Test Equation Dependent Variable: D(ECG)
Method: Least Squares Date: 11/30/21 Time: 18:31 Sample (adjusted): 1971 2019
Included observations: 49 after adjustments
Variable Coefficient Std. Error t-Statistic Prob.
ECG(-1) -0.614672 0.134325 -4.576017 0.0000
C 2.897826 0.765672 3.784685 0.0004
R-squared 0.308212 Mean dependent var 0.035714 Adjusted R-squared 0.293494 S.D. dependent var 3.678049 S.E. of regression 3.091545 Akaike info criterion 5.135179 Sum squared resid 449.2096 Schwarz criterion 5.212396 Log likelihood -123.8119 Hannan-Quinn criter. 5.164475 F-statistic 20.93993 Durbin-Watson stat 1.963984 Prob(F-statistic) 0.000035
Variabel ECG First Difference
Null Hypothesis: D(ECG) has a unit root Exogenous: Constant
Lag Length: 0 (Automatic - based on SIC, maxlag=10)
t-Statistic Prob.*
Augmented Dickey-Fuller test statistic -9.001568 0.0000
Test critical values: 1% level -3.574446
5% level -2.923780
10% level -2.599925
*MacKinnon (1996) one-sided p-values.
Augmented Dickey-Fuller Test Equation Dependent Variable: D(ECG,2)
Method: Least Squares Date: 11/30/21 Time: 18:32 Sample (adjusted): 1972 2019
Included observations: 48 after adjustments
Variable Coefficient Std. Error t-Statistic Prob.
D(ECG(-1)) -1.274943 0.141636 -9.001568 0.0000
C 0.022816 0.520945 0.043797 0.9653
R-squared 0.637876 Mean dependent var -0.017292 Adjusted R-squared 0.630003 S.D. dependent var 5.933318 S.E. of regression 3.609080 Akaike info criterion 5.445556 Sum squared resid 599.1710 Schwarz criterion 5.523523 Log likelihood -128.6934 Hannan-Quinn criter. 5.475020 F-statistic 81.02822 Durbin-Watson stat 2.150619 Prob(F-statistic) 0.000000
Variabel ECG Second Difference
Null Hypothesis: D(ECG,2) has a unit root Exogenous: Constant
Lag Length: 4 (Automatic - based on SIC, maxlag=10)
t-Statistic Prob.*
Augmented Dickey-Fuller test statistic -6.262611 0.0000
Test critical values: 1% level -3.592462
5% level -2.931404
10% level -2.603944
*MacKinnon (1996) one-sided p-values.
Augmented Dickey-Fuller Test Equation Dependent Variable: D(ECG,3)
Method: Least Squares Date: 12/02/21 Time: 08:57 Sample (adjusted): 1977 2019
Included observations: 43 after adjustments
Variable Coefficient Std. Error t-Statistic Prob.
D(ECG(-1),2) -5.232834 0.835567 -6.262611 0.0000 D(ECG(-1),3) 3.090140 0.728758 4.240285 0.0001 D(ECG(-2),3) 1.941601 0.553276 3.509278 0.0012 D(ECG(-3),3) 0.987626 0.344267 2.868777 0.0068 D(ECG(-4),3) 0.319292 0.153149 2.084836 0.0440
C 0.027646 0.633703 0.043626 0.9654
R-squared 0.868695 Mean dependent var -0.104884 Adjusted R-squared 0.850951 S.D. dependent var 10.76105 S.E. of regression 4.154499 Akaike info criterion 5.815049 Sum squared resid 638.6150 Schwarz criterion 6.060797 Log likelihood -119.0235 Hannan-Quinn criter. 5.905673 F-statistic 48.95745 Durbin-Watson stat 2.141191 Prob(F-statistic) 0.000000
4 Variabel INF LEVEL
Null Hypothesis: INF has a unit root Exogenous: Constant
Lag Length: 0 (Automatic - based on SIC, maxlag=10)
t-Statistic Prob.*
Augmented Dickey-Fuller test statistic -6.419040 0.0000
Test critical values: 1% level -3.571310
5% level -2.922449
10% level -2.599224
*MacKinnon (1996) one-sided p-values.
Augmented Dickey-Fuller Test Equation Dependent Variable: D(INF)
Method: Least Squares Date: 11/30/21 Time: 18:33 Sample (adjusted): 1971 2019
Included observations: 49 after adjustments
Variable Coefficient Std. Error t-Statistic Prob.
INF(-1) -0.938038 0.146134 -6.419040 0.0000
C 10.13905 2.339296 4.334231 0.0001
R-squared 0.467145 Mean dependent var -0.296531 Adjusted R-squared 0.455807 S.D. dependent var 15.96113 S.E. of regression 11.77443 Akaike info criterion 7.809698 Sum squared resid 6515.952 Schwarz criterion 7.886915 Log likelihood -189.3376 Hannan-Quinn criter. 7.838994 F-statistic 41.20408 Durbin-Watson stat 1.969614 Prob(F-statistic) 0.000000
Variabel INF First Difference
Null Hypothesis: D(INF) has a unit root Exogenous: Constant
Lag Length: 1 (Automatic - based on SIC, maxlag=10)
t-Statistic Prob.*
Augmented Dickey-Fuller test statistic -8.415867 0.0000
Test critical values: 1% level -3.577723
5% level -2.925169
10% level -2.600658
*MacKinnon (1996) one-sided p-values.
Augmented Dickey-Fuller Test Equation Dependent Variable: D(INF,2)
Method: Least Squares Date: 11/30/21 Time: 18:34 Sample (adjusted): 1973 2019
Included observations: 47 after adjustments
Variable Coefficient Std. Error t-Statistic Prob.
D(INF(-1)) -2.009719 0.238801 -8.415867 0.0000 D(INF(-1),2) 0.353704 0.137303 2.576079 0.0134
C -0.586473 1.915820 -0.306121 0.7610
R-squared 0.783194 Mean dependent var -0.504255 Adjusted R-squared 0.773339 S.D. dependent var 27.58420 S.E. of regression 13.13253 Akaike info criterion 8.049763 Sum squared resid 7588.385 Schwarz criterion 8.167858 Log likelihood -186.1694 Hannan-Quinn criter. 8.094203 F-statistic 79.47333 Durbin-Watson stat 2.211809 Prob(F-statistic) 0.000000
Variabel INF Second Difference
Null Hypothesis: D(INF,2) has a unit root Exogenous: Constant
Lag Length: 3 (Automatic - based on SIC, maxlag=10)
t-Statistic Prob.*
Augmented Dickey-Fuller test statistic -7.410925 0.0000
Test critical values: 1% level -3.588509
5% level -2.929734
10% level -2.603064
*MacKinnon (1996) one-sided p-values.
Augmented Dickey-Fuller Test Equation Dependent Variable: D(INF,3)
Method: Least Squares Date: 12/02/21 Time: 08:57 Sample (adjusted): 1976 2019
Included observations: 44 after adjustments
Variable Coefficient Std. Error t-Statistic Prob.
D(INF(-1),2) -4.845645 0.653852 -7.410925 0.0000 D(INF(-1),3) 2.485784 0.542531 4.581825 0.0000 D(INF(-2),3) 1.203826 0.348408 3.455216 0.0013 D(INF(-3),3) 0.356759 0.144135 2.475175 0.0178
C -0.341980 2.402911 -0.142319 0.8876
R-squared 0.911425 Mean dependent var 0.616136 Adjusted R-squared 0.902340 S.D. dependent var 50.95477 S.E. of regression 15.92364 Akaike info criterion 8.480131 Sum squared resid 9888.931 Schwarz criterion 8.682880 Log likelihood -181.5629 Hannan-Quinn criter. 8.555321 F-statistic 100.3262 Durbin-Watson stat 2.129457 Prob(F-statistic) 0.000000
5 Variabel SUB LEVEL
Null Hypothesis: SUB has a unit root Exogenous: Constant
Lag Length: 0 (Automatic - based on SIC, maxlag=10)
t-Statistic Prob.*
Augmented Dickey-Fuller test statistic -1.818519 0.3674
Test critical values: 1% level -3.571310
5% level -2.922449
10% level -2.599224
*MacKinnon (1996) one-sided p-values.
Augmented Dickey-Fuller Test Equation Dependent Variable: D(SUB)
Method: Least Squares Date: 11/30/21 Time: 18:34 Sample (adjusted): 1971 2019
Included observations: 49 after adjustments
Variable Coefficient Std. Error t-Statistic Prob.
SUB(-1) -0.129968 0.071469 -1.818519 0.0754
C 0.504033 0.281677 1.789398 0.0800
R-squared 0.065737 Mean dependent var 0.070204 Adjusted R-squared 0.045859 S.D. dependent var 1.073275 S.E. of regression 1.048376 Akaike info criterion 2.972323 Sum squared resid 51.65738 Schwarz criterion 3.049540 Log likelihood -70.82190 Hannan-Quinn criter. 3.001619 F-statistic 3.307013 Durbin-Watson stat 2.013803 Prob(F-statistic) 0.075360
Variabel SUB First Difference
Null Hypothesis: D(SUB) has a unit root Exogenous: Constant
Lag Length: 0 (Automatic - based on SIC, maxlag=10)
t-Statistic Prob.*
Augmented Dickey-Fuller test statistic -7.306907 0.0000
Test critical values: 1% level -3.574446
5% level -2.923780
10% level -2.599925
*MacKinnon (1996) one-sided p-values.
Augmented Dickey-Fuller Test Equation Dependent Variable: D(SUB,2)
Method: Least Squares Date: 11/30/21 Time: 18:35 Sample (adjusted): 1972 2019
Included observations: 48 after adjustments
Variable Coefficient Std. Error t-Statistic Prob.
D(SUB(-1)) -1.083791 0.148324 -7.306907 0.0000
C 0.070251 0.158097 0.444352 0.6589
R-squared 0.537181 Mean dependent var -0.030000 Adjusted R-squared 0.527120 S.D. dependent var 1.586817 S.E. of regression 1.091195 Akaike info criterion 3.053198 Sum squared resid 54.77251 Schwarz criterion 3.131165 Log likelihood -71.27675 Hannan-Quinn criter. 3.082662 F-statistic 53.39089 Durbin-Watson stat 1.956262 Prob(F-statistic) 0.000000
Variabel SUB Second Difference
Null Hypothesis: D(SUB,2) has a unit root Exogenous: Constant
Lag Length: 0 (Automatic - based on SIC, maxlag=10)
t-Statistic Prob.*
Augmented Dickey-Fuller test statistic -12.81476 0.0000
Test critical values: 1% level -3.577723
5% level -2.925169
10% level -2.600658
*MacKinnon (1996) one-sided p-values.
Augmented Dickey-Fuller Test Equation Dependent Variable: D(SUB,3)
Method: Least Squares Date: 12/02/21 Time: 08:53 Sample (adjusted): 1973 2019
Included observations: 47 after adjustments
Variable Coefficient Std. Error t-Statistic Prob.
D(SUB(-1),2) -1.599547 0.124821 -12.81476 0.0000
C 0.006072 0.191672 0.031682 0.9749
R-squared 0.784913 Mean dependent var -0.038511 Adjusted R-squared 0.780134 S.D. dependent var 2.801926 S.E. of regression 1.313821 Akaike info criterion 3.425377 Sum squared resid 77.67563 Schwarz criterion 3.504107 Log likelihood -78.49637 Hannan-Quinn criter. 3.455004 F-statistic 164.2180 Durbin-Watson stat 2.278719 Prob(F-statistic) 0.000000
6 Variabel LNKUR LEVEL
Null Hypothesis: LNKUR has a unit root Exogenous: Constant
Lag Length: 0 (Automatic - based on SIC, maxlag=10)
t-Statistic Prob.*
Augmented Dickey-Fuller test statistic -0.887495 0.7840
Test critical values: 1% level -3.571310
5% level -2.922449
10% level -2.599224
*MacKinnon (1996) one-sided p-values.
Augmented Dickey-Fuller Test Equation Dependent Variable: D(LNKUR) Method: Least Squares
Date: 11/30/21 Time: 18:36 Sample (adjusted): 1971 2019
Included observations: 49 after adjustments
Variable Coefficient Std. Error t-Statistic Prob.
LNKUR(-1) -0.022901 0.025804 -0.887495 0.3793
C 0.247703 0.212917 1.163379 0.2505
R-squared 0.016482 Mean dependent var 0.060816 Adjusted R-squared -0.004444 S.D. dependent var 0.219828 S.E. of regression 0.220316 Akaike info criterion -0.147549 Sum squared resid 2.281336 Schwarz criterion -0.070332 Log likelihood 5.614962 Hannan-Quinn criter. -0.118253 F-statistic 0.787648 Durbin-Watson stat 1.735146 Prob(F-statistic) 0.379332
Variabel LNKUR First Difference
Null Hypothesis: D(LNKUR) has a unit root Exogenous: Constant
Lag Length: 0 (Automatic - based on SIC, maxlag=10)
t-Statistic Prob.*
Augmented Dickey-Fuller test statistic -6.861020 0.0000
Test critical values: 1% level -3.574446
5% level -2.923780
10% level -2.599925
*MacKinnon (1996) one-sided p-values.
Augmented Dickey-Fuller Test Equation Dependent Variable: D(LNKUR,2) Method: Least Squares
Date: 11/30/21 Time: 18:37 Sample (adjusted): 1972 2019
Included observations: 48 after adjustments
Variable Coefficient Std. Error t-Statistic Prob.
D(LNKUR(-1)) -0.943482 0.137513 -6.861020 0.0000
C 0.068700 0.031357 2.190895 0.0336
R-squared 0.505767 Mean dependent var 0.008750 Adjusted R-squared 0.495023 S.D. dependent var 0.293610 S.E. of regression 0.208644 Akaike info criterion -0.255597 Sum squared resid 2.002494 Schwarz criterion -0.177630 Log likelihood 8.134329 Hannan-Quinn criter. -0.226133 F-statistic 47.07360 Durbin-Watson stat 2.027300 Prob(F-statistic) 0.000000
Variabel LNKUR Second Difference
Null Hypothesis: D(LNKUR,2) has a unit root Exogenous: Constant
Lag Length: 5 (Automatic - based on SIC, maxlag=10)
t-Statistic Prob.*
Augmented Dickey-Fuller test statistic -4.845368 0.0003
Test critical values: 1% level -3.596616
5% level -2.933158
10% level -2.604867
*MacKinnon (1996) one-sided p-values.
Augmented Dickey-Fuller Test Equation Dependent Variable: D(LNKUR,3) Method: Least Squares
Date: 12/02/21 Time: 08:50 Sample (adjusted): 1978 2019
Included observations: 42 after adjustments
Variable Coefficient Std. Error t-Statistic Prob.
D(LNKUR(-1),2) -3.578516 0.738544 -4.845368 0.0000 D(LNKUR(-1),3) 1.882987 0.643781 2.924887 0.0060 D(LNKUR(-2),3) 1.467708 0.543732 2.699322 0.0106 D(LNKUR(-3),3) 1.065448 0.422981 2.518904 0.0165 D(LNKUR(-4),3) 0.794188 0.293652 2.704521 0.0105 D(LNKUR(-5),3) 0.224549 0.159921 1.404126 0.1691
C 0.005499 0.035864 0.153335 0.8790
R-squared 0.839570 Mean dependent var -0.001905 Adjusted R-squared 0.812067 S.D. dependent var 0.534184 S.E. of regression 0.231575 Akaike info criterion 0.063186 Sum squared resid 1.876945 Schwarz criterion 0.352798 Log likelihood 5.673087 Hannan-Quinn criter. 0.169340 F-statistic 30.52723 Durbin-Watson stat 1.826675 Prob(F-statistic) 0.000000
7 Variabel LNBN LEVEL
Null Hypothesis: LNBN has a unit root Exogenous: Constant
Lag Length: 0 (Automatic - based on SIC, maxlag=10)
t-Statistic Prob.*
Augmented Dickey-Fuller test statistic -2.490762 0.1239
Test critical values: 1% level -3.571310
5% level -2.922449
10% level -2.599224
*MacKinnon (1996) one-sided p-values.
Augmented Dickey-Fuller Test Equation Dependent Variable: D(LNBN)
Method: Least Squares Date: 11/30/21 Time: 19:33 Sample (adjusted): 1971 2019
Included observations: 49 after adjustments
Variable Coefficient Std. Error t-Statistic Prob.
LNBN(-1) -0.028488 0.011437 -2.490762 0.0163
C 0.686134 0.207738 3.302887 0.0018
R-squared 0.116606 Mean dependent var 0.173265 Adjusted R-squared 0.097810 S.D. dependent var 0.202725 S.E. of regression 0.192556 Akaike info criterion -0.416903 Sum squared resid 1.742651 Schwarz criterion -0.339686 Log likelihood 12.21412 Hannan-Quinn criter. -0.387607 F-statistic 6.203894 Durbin-Watson stat 2.334561 Prob(F-statistic) 0.016337
Variabel LNBN First Difference
Null Hypothesis: D(LNBN) has a unit root Exogenous: Constant
Lag Length: 0 (Automatic - based on SIC, maxlag=10)
t-Statistic Prob.*
Augmented Dickey-Fuller test statistic -7.245050 0.0000
Test critical values: 1% level -3.574446
5% level -2.923780
10% level -2.599925
*MacKinnon (1996) one-sided p-values.
Augmented Dickey-Fuller Test Equation Dependent Variable: D(LNBN,2) Method: Least Squares
Date: 11/30/21 Time: 19:36 Sample (adjusted): 1972 2019
Included observations: 48 after adjustments
Variable Coefficient Std. Error t-Statistic Prob.
D(LNBN(-1)) -1.063960 0.146853 -7.245050 0.0000
C 0.182390 0.039238 4.648284 0.0000
R-squared 0.532951 Mean dependent var -0.002917 Adjusted R-squared 0.522798 S.D. dependent var 0.298435 S.E. of regression 0.206159 Akaike info criterion -0.279568 Sum squared resid 1.955063 Schwarz criterion -0.201602 Log likelihood 8.709638 Hannan-Quinn criter. -0.250105 F-statistic 52.49075 Durbin-Watson stat 2.008872 Prob(F-statistic) 0.000000
Variabel LNBN Second Difference
Null Hypothesis: D(LNBN,2) has a unit root Exogenous: Constant
Lag Length: 1 (Automatic - based on SIC, maxlag=10)
t-Statistic Prob.*
Augmented Dickey-Fuller test statistic -9.222567 0.0000
Test critical values: 1% level -3.581152
5% level -2.926622
10% level -2.601424
*MacKinnon (1996) one-sided p-values.
Augmented Dickey-Fuller Test Equation Dependent Variable: D(LNBN,3) Method: Least Squares
Date: 12/02/21 Time: 08:49 Sample (adjusted): 1974 2019
Included observations: 46 after adjustments
Variable Coefficient Std. Error t-Statistic Prob.
D(LNBN(-1),2) -2.191968 0.237674 -9.222567 0.0000 D(LNBN(-1),3) 0.446979 0.136587 3.272484 0.0021
C -0.006431 0.035295 -0.182201 0.8563
R-squared 0.805810 Mean dependent var -0.000217 Adjusted R-squared 0.796778 S.D. dependent var 0.530863 S.E. of regression 0.239314 Akaike info criterion 0.040911 Sum squared resid 2.462655 Schwarz criterion 0.160170 Log likelihood 2.059055 Hannan-Quinn criter. 0.085586 F-statistic 89.21647 Durbin-Watson stat 2.210303 Prob(F-statistic) 0.000000
8 Variabel LNMS LEVEL
Null Hypothesis: LNMS has a unit root Exogenous: Constant
Lag Length: 0 (Automatic - based on SIC, maxlag=10)
t-Statistic Prob.*
Augmented Dickey-Fuller test statistic -2.109596 0.2419
Test critical values: 1% level -3.571310
5% level -2.922449
10% level -2.599224
*MacKinnon (1996) one-sided p-values.
Augmented Dickey-Fuller Test Equation Dependent Variable: D(LNMS)
Method: Least Squares Date: 11/30/21 Time: 19:37 Sample (adjusted): 1971 2019
Included observations: 49 after adjustments
Variable Coefficient Std. Error t-Statistic Prob.
LNMS(-1) -0.024526 0.011626 -2.109596 0.0402
C 0.488349 0.136912 3.566888 0.0008
R-squared 0.086499 Mean dependent var 0.209796 Adjusted R-squared 0.067063 S.D. dependent var 0.262309 S.E. of regression 0.253361 Akaike info criterion 0.131959 Sum squared resid 3.017019 Schwarz criterion 0.209176 Log likelihood -1.232986 Hannan-Quinn criter. 0.161255 F-statistic 4.450394 Durbin-Watson stat 2.172358 Prob(F-statistic) 0.040246
Variabel LNMS First Difference
Null Hypothesis: D(LNMS) has a unit root Exogenous: Constant
Lag Length: 0 (Automatic - based on SIC, maxlag=10)
t-Statistic Prob.*
Augmented Dickey-Fuller test statistic -6.900983 0.0000
Test critical values: 1% level -3.574446
5% level -2.923780
10% level -2.599925
*MacKinnon (1996) one-sided p-values.
Augmented Dickey-Fuller Test Equation Dependent Variable: D(LNMS,2) Method: Least Squares
Date: 11/30/21 Time: 19:38 Sample (adjusted): 1972 2019
Included observations: 48 after adjustments
Variable Coefficient Std. Error t-Statistic Prob.
D(LNMS(-1)) -1.020577 0.147889 -6.900983 0.0000
C 0.215006 0.049859 4.312286 0.0001
R-squared 0.508671 Mean dependent var -0.002292 Adjusted R-squared 0.497990 S.D. dependent var 0.378008 S.E. of regression 0.267829 Akaike info criterion 0.243839 Sum squared resid 3.299693 Schwarz criterion 0.321805 Log likelihood -3.852129 Hannan-Quinn criter. 0.273302 F-statistic 47.62357 Durbin-Watson stat 1.736925 Prob(F-statistic) 0.000000
Variabel LNMS Second Difference
Null Hypothesis: D(LNMS,2) has a unit root Exogenous: Constant
Lag Length: 3 (Automatic - based on SIC, maxlag=10)
t-Statistic Prob.*
Augmented Dickey-Fuller test statistic -6.367309 0.0000
Test critical values: 1% level -3.588509
5% level -2.929734
10% level -2.603064
*MacKinnon (1996) one-sided p-values.
Augmented Dickey-Fuller Test Equation Dependent Variable: D(LNMS,3) Method: Least Squares
Date: 12/02/21 Time: 08:46 Sample (adjusted): 1976 2019
Included observations: 44 after adjustments
Variable Coefficient Std. Error t-Statistic Prob.
D(LNMS(-1),2) -3.324542 0.522127 -6.367309 0.0000 D(LNMS(-1),3) 1.448494 0.424887 3.409128 0.0015 D(LNMS(-2),3) 0.745197 0.284036 2.623603 0.0124 D(LNMS(-3),3) 0.272980 0.135512 2.014440 0.0509
C -0.017449 0.039855 -0.437807 0.6639
R-squared 0.823018 Mean dependent var 0.000227 Adjusted R-squared 0.804866 S.D. dependent var 0.594516 S.E. of regression 0.262621 Akaike info criterion 0.270436 Sum squared resid 2.689823 Schwarz criterion 0.473185 Log likelihood -0.949586 Hannan-Quinn criter. 0.345625 F-statistic 45.34038 Durbin-Watson stat 2.019248 Prob(F-statistic) 0.000000
Lampiran 3. Uji Johansen Cointegration
Date: 11/30/21 Time: 19:48 Sample (adjusted): 1972 2019
Included observations: 48 after adjustments Trend assumption: Linear deterministic trend
Series: ECG INF LNBN LNKUR LNMS LNPDO LNPFO SUB Lags interval (in first differences): 1 to 1
Unrestricted Cointegration Rank Test (Trace)
Hypothesized Trace 0.05
No. of CE(s) Eigenvalue Statistic Critical Value Prob.**
None * 0.806848 246.8167 159.5297 0.0000
At most 1 * 0.598536 167.8914 125.6154 0.0000 At most 2 * 0.546895 124.0848 95.75366 0.0002 At most 3 * 0.481666 86.08647 69.81889 0.0015 At most 4 * 0.373111 54.54399 47.85613 0.0104 At most 5 * 0.301070 32.12870 29.79707 0.0265 At most 6 0.178913 14.93487 15.49471 0.0606 At most 7 * 0.107757 5.472799 3.841466 0.0193
Trace test indicates 6 cointegrating eqn(s) at the 0.05 level * denotes rejection of the hypothesis at the 0.05 level **MacKinnon-Haug-Michelis (1999) p-values
Unrestricted Cointegration Rank Test (Maximum Eigenvalue)
Hypothesized Max-Eigen 0.05
No. of CE(s) Eigenvalue Statistic Critical Value Prob.**
None * 0.806848 78.92530 52.36261 0.0000
At most 1 0.598536 43.80661 46.23142 0.0890 At most 2 0.546895 37.99828 40.07757 0.0842 At most 3 0.481666 31.54249 33.87687 0.0926 At most 4 0.373111 22.41529 27.58434 0.1998 At most 5 0.301070 17.19383 21.13162 0.1630 At most 6 0.178913 9.462069 14.26460 0.2497 At most 7 * 0.107757 5.472799 3.841466 0.0193
Max-eigenvalue test indicates 1 cointegrating eqn(s) at the 0.05 level * denotes rejection of the hypothesis at the 0.05 level
**MacKinnon-Haug-Michelis (1999) p-values
D(ECG) -0.892206 -0.290462 -0.018385 1.689480 1.066633 -0.568717 -0.210534 0.265945
D(INF) 3.934730 2.649370 2.808479 -7.330343 -0.450157 1.218780 1.074832 -0.182707
D(LNBN) 0.027313 0.007095 -0.053796 -0.063561 0.013971 -0.006260 -0.034771 0.007578
D(LNKUR) -0.117566 0.000524 0.053405 -0.034449 -0.014248 0.000917 -0.050225 -0.000871
D(LNMS) -0.033617 -0.028320 -0.020203 -0.096737 0.055430 -0.042243 0.014155 -0.052723
D(LNPDO) -0.141110 0.154288 -0.046928 -0.003943 0.110162 -0.003695 0.037910 0.037329
D(LNPFO) -0.060244 0.188063 -0.088956 0.016649 0.035408 -0.076627 0.008522 0.023177
D(SUB) -0.366851 -0.280113 -0.133427 -0.125148 -0.203971 -0.063539 0.184288 0.167878
1 Cointegrating Equation(s): Log likelihood -274.5259
Normalized cointegrating coefficients (standard error in parentheses)
ECG INF LNBN LNKUR LNMS LNPDO LNPFO SUB
1.000000 0.394494 8.162989 -3.611298 -3.132773 -11.30737 3.675425 -0.188608 (0.03024) (0.78597) (0.72249) (0.59324) (0.85661) (0.62517) (0.13714)
Adjustment coefficients (standard error in parentheses) D(ECG) 0.405178
(0.24749) D(INF) -1.786883 (0.91320) D(LNBN) -0.012404 (0.01090) D(LNKUR) 0.053391 (0.01180) D(LNMS) 0.015266 (0.01847) D(LNPDO) 0.064082 (0.02354) D(LNPFO) 0.027359 (0.02367) D(SUB) 0.166598 (0.06608)
2 Cointegrating Equation(s): Log likelihood -252.6226
Normalized cointegrating coefficients (standard error in parentheses)
ECG INF LNBN LNKUR LNMS LNPDO LNPFO SUB
1.000000 0.000000 -1.167893 -24.54251 15.26417 -25.55079 -8.737459 -2.870845 (7.08437) (6.60694) (5.13831) (8.06355) (5.89788) (1.27290) 0.000000 1.000000 23.65278 53.05836 -46.63428 36.10555 31.46532 6.799182
D(LNPFO) 0.005400 -0.004051 (0.01982) (0.00827) D(SUB) 0.199304 0.087832 (0.06482) (0.02706)
3 Cointegrating Equation(s): Log likelihood -233.6235
Normalized cointegrating coefficients (standard error in parentheses)
ECG INF LNBN LNKUR LNMS LNPDO LNPFO SUB
1.000000 0.000000 0.000000 -24.25620 14.24841 -25.69251 -8.309841 -2.768224 (6.27243) (2.70071) (7.04202) (5.61038) (1.18980) 0.000000 1.000000 0.000000 47.26002 -26.06249 38.97564 22.80499 4.720856 (11.5889) (4.98981) (13.0108) (10.3657) (2.19827) 0.000000 0.000000 1.000000 0.245144 -0.869741 -0.121343 0.366144 0.087868 (0.22952) (0.09882) (0.25768) (0.20529) (0.04354)
Adjustment coefficients (standard error in parentheses)
D(ECG) 0.445356 0.186649 3.786034
(0.31467) (0.15632) (2.33234) D(INF) -3.052978 -1.507002 -15.49060 (1.10751) (0.55019) (8.20882) D(LNBN) 0.005094 0.005905 -0.184031 (0.01294) (0.00643) (0.09591) D(LNKUR) 0.035136 0.009745 0.504909 (0.01419) (0.00705) (0.10520) D(LNMS) 0.025456 0.012523 0.147153 (0.02335) (0.01160) (0.17304) D(LNPDO) 0.062055 0.023010 0.194597 (0.02594) (0.01289) (0.19228) D(LNPFO) 0.035705 0.014731 -0.218708 (0.02303) (0.01144) (0.17067)
D(SUB) 0.244758 0.116003 1.669833
(0.07913) (0.03931) (0.58654)
4 Cointegrating Equation(s): Log likelihood -217.8522
Normalized cointegrating coefficients (standard error in parentheses)
ECG INF LNBN LNKUR LNMS LNPDO LNPFO SUB
1.000000 0.000000 0.000000 0.000000 0.159160 -7.399133 5.682120 0.195709 (0.30420) (2.08377) (1.64808) (0.31464) 0.000000 1.000000 0.000000 0.000000 1.388558 3.333409 -4.456503 -1.053979 (0.75783) (5.19117) (4.10576) (0.78384) 0.000000 0.000000 1.000000 0.000000 -0.727349 -0.306224 0.224735 0.057913
(0.02521) (0.01068) (0.16358) (0.09392) D(LNPDO) 0.063453 0.023021 0.190673 -0.369367 (0.03041) (0.01289) (0.19735) (0.11331) D(LNPFO) 0.029801 0.014685 -0.202139 -0.226351 (0.02693) (0.01141) (0.17478) (0.10035)
D(SUB) 0.289136 0.116347 1.545282 -0.023871
(0.09174) (0.03888) (0.59538) (0.34184)
5 Cointegrating Equation(s): Log likelihood -206.6446
Normalized cointegrating coefficients (standard error in parentheses)
ECG INF LNBN LNKUR LNMS LNPDO LNPFO SUB
1.000000 0.000000 0.000000 0.000000 0.000000 -5.871881 5.382154 0.304968 (1.20275) (1.35635) (0.30747) 0.000000 1.000000 0.000000 0.000000 0.000000 16.65759 -7.073491 -0.100769 (3.60239) (4.06243) (0.92090) 0.000000 0.000000 1.000000 0.000000 0.000000 -7.285642 1.595555 -0.441393 (0.93207) (1.05110) (0.23827) 0.000000 0.000000 0.000000 1.000000 0.000000 -4.819502 1.671560 -0.276547 (0.72569) (0.81836) (0.18551) 0.000000 0.000000 0.000000 0.000000 1.000000 -9.595699 1.884680 -0.686474 (1.34904) (1.52132) (0.34486)
Adjustment coefficients (standard error in parentheses)
D(ECG) -0.629778 0.080928 5.461182 0.772944 -3.855238
(0.35408) (0.13203) (1.92067) (1.40075) (1.15482)
D(INF) -0.252693 -1.444163 -22.78331 -0.604422 14.64325
(1.21449) (0.45288) (6.58796) (4.80463) (3.96106)
D(LNBN) 0.021398 0.004756 -0.247371 0.148960 0.110665
(0.01599) (0.00596) (0.08675) (0.06327) (0.05216)
D(LNKUR) 0.053710 0.011190 0.470709 -0.290301 -0.157058
(0.01929) (0.00719) (0.10464) (0.07632) (0.06292)
D(LNMS) 0.035021 0.007538 0.050552 0.136935 -0.071489
(0.02926) (0.01091) (0.15871) (0.11575) (0.09542)
D(LNPDO) 0.014288 0.012583 0.190026 -0.150904 0.026378
(0.03336) (0.01244) (0.18093) (0.13196) (0.10879) D(LNPFO) 0.013999 0.011330 -0.202347 -0.156134 0.274210 (0.03188) (0.01189) (0.17294) (0.12613) (0.10398)
D(SUB) 0.380168 0.135674 1.546480 -0.428365 -0.733012
(0.10641) (0.03968) (0.57723) (0.42098) (0.34706)
6 Cointegrating Equation(s): Log likelihood -198.0477
Adjustment coefficients (standard error in parentheses)
D(ECG) -0.761378 0.062207 6.152780 1.529569 -4.903326 0.267281
(0.35979) (0.12979) (1.94716) (1.48148) (1.37447) (2.72214)
D(INF) 0.029331 -1.404043 -24.26542 -2.225893 16.88934 2.088370
(1.25163) (0.45153) (6.77377) (5.15379) (4.78151) (9.46980)
D(LNBN) 0.019949 0.004550 -0.239758 0.157289 0.099127 -0.004819
(0.01661) (0.00599) (0.08987) (0.06837) (0.06344) (0.12563)
D(LNKUR) 0.053922 0.011220 0.469594 -0.291521 -0.155369 -0.655015
(0.02006) (0.00724) (0.10855) (0.08259) (0.07662) (0.15175)
D(LNMS) 0.025246 0.006147 0.101922 0.193135 -0.149339 -0.293038
(0.02986) (0.01077) (0.16162) (0.12297) (0.11408) (0.22595)
D(LNPDO) 0.013433 0.012461 0.194519 -0.145988 0.019568 -0.773278
(0.03468) (0.01251) (0.18767) (0.14279) (0.13247) (0.26236)
D(LNPFO) -0.003733 0.008807 -0.109162 -0.054188 0.132994 -0.063427
(0.03144) (0.01134) (0.17014) (0.12945) (0.12010) (0.23786)
D(SUB) 0.365465 0.133583 1.623748 -0.343833 -0.850108 -1.946619
(0.11030) (0.03979) (0.59692) (0.45416) (0.42135) (0.83450)
7 Cointegrating Equation(s): Log likelihood -193.3166
Normalized cointegrating coefficients (standard error in parentheses)
ECG INF LNBN LNKUR LNMS LNPDO LNPFO SUB
1.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 -0.696835 (0.34375) 0.000000 1.000000 0.000000 0.000000 0.000000 0.000000 0.000000 -0.004429 (0.74506) 0.000000 0.000000 1.000000 0.000000 0.000000 0.000000 0.000000 0.018439 (0.28809) 0.000000 0.000000 0.000000 1.000000 0.000000 0.000000 0.000000 -0.178781 (0.16887) 0.000000 0.000000 0.000000 0.000000 1.000000 0.000000 0.000000 -0.008214 (0.37871) 0.000000 0.000000 0.000000 0.000000 0.000000 1.000000 0.000000 0.136489 (0.06089) 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 1.000000 0.335043 (0.05469)
Adjustment coefficients (standard error in parentheses)
D(ECG) -0.743614 0.072691 6.107810 0.962043 -4.708533 0.364867 -3.038596
(0.36041) (0.13109) (1.94299) (1.86785) (1.42518) (2.72049) (1.91917)
D(INF) -0.061361 -1.457565 -24.03584 0.671473 15.89487 1.590169 3.117708
(1.24910) (0.45433) (6.73398) (6.47356) (4.93934) (9.42860) (6.65140)
D(LNBN) 0.022883 0.006281 -0.247185 0.063560 0.131298 0.011297 0.117401
Lampiran 4. Uji Kausalitas (Granger Causalitas Test)
Pairwise Granger Causality Tests Date: 11/30/21 Time: 19:42 Sample: 1970 2019
Lags: 2
Null Hypothesis: Obs F-Statistic Prob.
INF does not Granger Cause ECG 48 0.11462 0.8920
ECG does not Granger Cause INF 0.14447 0.8659
LNBN does not Granger Cause ECG 48 0.32787 0.7222
ECG does not Granger Cause LNBN 2.10410 0.1343
LNKUR does not Granger Cause ECG 48 0.26501 0.7684
ECG does not Granger Cause LNKUR 0.35570 0.7027
LNMS does not Granger Cause ECG 48 0.50243 0.6086
ECG does not Granger Cause LNMS 0.89191 0.4173
LNPDO does not Granger Cause ECG 48 0.06090 0.9410
ECG does not Granger Cause LNPDO 1.87894 0.1651
LNPFO does not Granger Cause ECG 48 0.18501 0.8318
ECG does not Granger Cause LNPFO 1.50075 0.2344
RESID does not Granger Cause ECG 46 0.18910 0.8284
ECG does not Granger Cause RESID 0.75169 0.4780
SUB does not Granger Cause ECG 48 0.21350 0.8086
ECG does not Granger Cause SUB 0.64056 0.5319
LNBN does not Granger Cause INF 48 3.22005 0.0498
INF does not Granger Cause LNBN 7.38732 0.0017
LNKUR does not Granger Cause INF 48 1.44768 0.2463
INF does not Granger Cause LNKUR 0.18158 0.8346
LNMS does not Granger Cause INF 48 1.85349 0.1690
INF does not Granger Cause LNMS 0.50705 0.6058
LNPDO does not Granger Cause INF 48 3.39924 0.0426
INF does not Granger Cause LNPDO 0.00435 0.9957
LNPDO does not Granger Cause LNBN 48 3.92904 0.0271
LNBN does not Granger Cause LNPDO 2.50474 0.0935
LNPFO does not Granger Cause LNBN 48 3.77408 0.0309
LNBN does not Granger Cause LNPFO 0.11058 0.8956
RESID does not Granger Cause LNBN 46 0.02618 0.9742
LNBN does not Granger Cause RESID 0.97794 0.3847
SUB does not Granger Cause LNBN 48 0.61457 0.5456
LNBN does not Granger Cause SUB 1.60096 0.2135
LNMS does not Granger Cause LNKUR 48 0.37782 0.6876
LNKUR does not Granger Cause LNMS 3.69065 0.0332
LNPDO does not Granger Cause LNKUR 48 0.55847 0.5762 LNKUR does not Granger Cause LNPDO 1.01090 0.3724
LNPFO does not Granger Cause LNKUR 48 0.41018 0.6661 LNKUR does not Granger Cause LNPFO 1.33718 0.2733
RESID does not Granger Cause LNKUR 46 0.13176 0.8769 LNKUR does not Granger Cause RESID 0.67616 0.5141
SUB does not Granger Cause LNKUR 48 0.15584 0.8562
LNKUR does not Granger Cause SUB 0.41538 0.6627
LNPDO does not Granger Cause LNMS 48 1.11489 0.3372
LNMS does not Granger Cause LNPDO 2.65578 0.0817
LNPFO does not Granger Cause LNMS 48 1.46550 0.2423
LNMS does not Granger Cause LNPFO 0.00184 0.9982
RESID does not Granger Cause LNMS 46 0.02731 0.9731
LNMS does not Granger Cause RESID 1.04973 0.3592
SUB does not Granger Cause LNMS 48 0.28667 0.7522
LNMS does not Granger Cause SUB 0.06792 0.9344
LNPFO does not Granger Cause LNPDO 48 0.25079 0.7793 LNPDO does not Granger Cause LNPFO 0.46470 0.6314 RESID does not Granger Cause LNPDO 46 0.85243 0.4338 LNPDO does not Granger Cause RESID 1.52931 0.2288
Lampiran 5. Uji Simultanitas
Uji Simultanitas
Dependent Variable: DLNPDO
Method: Least Squares (Gauss-Newton / Marquardt steps) Date: 01/24/21 Time: 16:40
Sample (adjusted): 1972 2019
Included observations: 48 after adjustments
DLNPDO = C(1) + C(2)*DECG + C(3)*DLNPFO+ C(4)*DLNPDO(-1)
Coefficient Std. Error t-Statistic Prob.
C(1) 0.028663 0.039662 0.722675 0.4737
C(2) 0.009929 0.011159 0.889818 0.3784
C(3) 0.780933 0.118425 6.594308 0.0000
C(4) 0.019344 0.101255 0.191043 0.8494
R-squared 0.532864 Mean dependent var 0.050000 Adjusted R-squared 0.501013 S.D. dependent var 0.386435 S.E. of regression 0.272974 Akaike info criterion 0.320773 Sum squared resid 3.278644 Schwarz criterion 0.476706 Log likelihood -3.698542 Hannan-Quinn criter. 0.379700 F-statistic 16.73030 Durbin-Watson stat 2.131357 Prob(F-statistic) 0.000000
.
Dependent Variable: DECG
Method: Least Squares (Gauss-Newton / Marquardt steps) Date: 01/24/21 Time: 16:42
Sample (adjusted): 1972 2019
Included observations: 48 after adjustments
DECG = C(5) + C(6)*DLNPDO + C(7)*DLNMS + C(8)*DECG(-1)
Coefficient Std. Error t-Statistic Prob.
C(5) 0.449049 0.632586 0.709862 0.4815
C(6) 3.145409 1.316132 2.389889 0.0212
C(7) -2.758239 1.868097 -1.476497 0.1469
Null Hypothesis: D(RESID01) has a unit root Exogenous: Constant
Lag Length: 2 (Automatic - based on SIC, maxlag=9)
t-Statistic Prob.*
Augmented Dickey-Fuller test statistic -6.992447 0.0000
Test critical values: 1% level -3.588509
5% level -2.929734
10% level -2.603064
*MacKinnon (1996) one-sided p-values.
Augmented Dickey-Fuller Test Equation Dependent Variable: D(RESID01,2) Method: Least Squares
Date: 01/24/21 Time: 16:45 Sample (adjusted): 1976 2019
Included observations: 44 after adjustments
Variable Coefficient Std. Error t-Statistic Prob.
D(RESID01(-1)) -2.552997 0.365108 -6.992447 0.0000 D(RESID01(-1),2) 0.883969 0.265560 3.328698 0.0019 D(RESID01(-2),2) 0.324728 0.148224 2.190782 0.0344
C 0.081340 0.614247 0.132422 0.8953
R-squared 0.769883 Mean dependent var 0.015890 Adjusted R-squared 0.752624 S.D. dependent var 8.191110 S.E. of regression 4.074006 Akaike info criterion 5.733639 Sum squared resid 663.9010 Schwarz criterion 5.895838 Log likelihood -122.1401 Hannan-Quinn criter. 5.793790 F-statistic 44.60811 Durbin-Watson stat 2.082215 Prob(F-statistic) 0.000000
.
Lampiran 6 Uji Eksogenitas
Dependent Variable: LNPDO
Method: Least Squares (Gauss-Newton / Marquardt steps) Date: 01/24/21 Time: 17:28
Sample (adjusted): 1971 2019
Included observations: 49 after adjustments
LNPDO = C(1) + C(2)*ECG + C(3)* LNPFO+ C(4)*LNPDO(-1)
Coefficient Std. Error t-Statistic Prob.
C(1) -0.042721 0.260392 -0.164065 0.8704
C(2) 0.031742 0.013916 2.280904 0.0273
C(3) 0.379108 0.086324 4.391690 0.0001
C(4) 0.573312 0.087529 6.549997 0.0000
R-squared 0.808351 Mean dependent var 3.437755 Adjusted R-squared 0.795575 S.D. dependent var 0.702757 S.E. of regression 0.317740 Akaike info criterion 0.622944 Sum squared resid 4.543156 Schwarz criterion 0.777378 Log likelihood -11.26213 Hannan-Quinn criter. 0.681536 F-statistic 63.26824 Durbin-Watson stat 1.353371 Prob(F-statistic) 0.000000
.
Null Hypothesis: RESID01 has a unit root Exogenous: Constant
Lag Length: 0 (Automatic - based on SIC, maxlag=10)
t-Statistic Prob.*
Augmented Dickey-Fuller test statistic -5.376724 0.0000
Test critical values: 1% level -3.574446
5% level -2.923780
10% level -2.599925
*MacKinnon (1996) one-sided p-values.
Augmented Dickey-Fuller Test Equation Dependent Variable: D(RESID01) Method: Least Squares
Date: 01/24/21 Time: 17:28 Sample (adjusted): 1972 2019
Included observations: 48 after adjustments
Variable Coefficient Std. Error t-Statistic Prob.
RESID01(-1) -0.726796 0.135175 -5.376724 0.0000
C 0.015155 0.041300 0.366957 0.7153
R-squared 0.385923 Mean dependent var 0.018936 Adjusted R-squared 0.372573 S.D. dependent var 0.361185 S.E. of regression 0.286096 Akaike info criterion 0.375792 Sum squared resid 3.765131 Schwarz criterion 0.453759 Log likelihood -7.019011 Hannan-Quinn criter. 0.405256 F-statistic 28.90916 Durbin-Watson stat 1.900313 Prob(F-statistic) 0.000002
.
Dependent Variable: ECG
Method: Least Squares (Gauss-Newton / Marquardt steps) Date: 01/24/21 Time: 17:29
Sample (adjusted): 1971 2019
Included observations: 49 after adjustments
ECG = C(5) + C(6)*LNPDO + C(7)* LNMS + C(8)*ECG(-1)
Coefficient Std. Error t-Statistic Prob.
C(5) 0.832530 2.270361 0.366695 0.7156
C(6) 0.878650 0.897433 0.979071 0.3328
C(7) -0.072327 0.203112 -0.356097 0.7234
C(8) 0.359847 0.137934 2.608824 0.0123
R-squared 0.170178 Mean dependent var 4.692041 Adjusted R-squared 0.114857 S.D. dependent var 3.316186 S.E. of regression 3.119935 Akaike info criterion 5.191609 Sum squared resid 438.0298 Schwarz criterion 5.346043 Log likelihood -123.1944 Hannan-Quinn criter. 5.250201 F-statistic 3.076173 Durbin-Watson stat 1.929229 Prob(F-statistic) 0.036975
Null Hypothesis: RESID01 has a unit root Exogenous: Constant
Lag Length: 0 (Automatic - based on SIC, maxlag=10)
t-Statistic Prob.*
Augmented Dickey-Fuller test statistic -6.564263 0.0000
Test critical values: 1% level -3.574446
5% level -2.923780
10% level -2.599925
*MacKinnon (1996) one-sided p-values.
Augmented Dickey-Fuller Test Equation Dependent Variable: D(RESID01) Method: Least Squares
Date: 01/24/21 Time: 17:30 Sample (adjusted): 1972 2019
Included observations: 48 after adjustments
Variable Coefficient Std. Error t-Statistic Prob.
RESID01(-1) -0.965980 0.147157 -6.564263 0.0000
C -0.022754 0.444531 -0.051186 0.9594
R-squared 0.483666 Mean dependent var -0.025852 Adjusted R-squared 0.472441 S.D. dependent var 4.240202 S.E. of regression 3.079797 Akaike info criterion 5.128378 Sum squared resid 436.3169 Schwarz criterion 5.206345 Log likelihood -121.0811 Hannan-Quinn criter. 5.157842 F-statistic 43.08955 Durbin-Watson stat 1.987550 Prob(F-statistic) 0.000000
.
Dependent Variable: INF
Method: Least Squares (Gauss-Newton / Marquardt steps) Date: 01/24/21 Time: 17:31
Sample (adjusted): 1971 2019
Included observations: 49 after adjustments
INF= C(9) +C(10)*ECG + C(11)*LNBN + C(12)*INF(-1)
Coefficient Std. Error t-Statistic Prob.
C(9) 46.44079 9.591685 4.841776 0.0000
C(10) -2.534415 0.358604 -7.067453 0.0000
C(11) -1.190089 0.501610 -2.372539 0.0220
C(12) -0.187790 0.104748 -1.792784 0.0797
R-squared 0.567158 Mean dependent var 10.82837 Adjusted R-squared 0.538302 S.D. dependent var 11.67340 S.E. of regression 7.931881 Akaike info criterion 7.057765 Sum squared resid 2831.163 Schwarz criterion 7.212199 Log likelihood -168.9152 Hannan-Quinn criter. 7.116357 F-statistic 19.65472 Durbin-Watson stat 1.458100 Prob(F-statistic) 0.000000
.
Null Hypothesis: RESID01 has a unit root Exogenous: Constant
Lag Length: 0 (Automatic - based on SIC, maxlag=10)
t-Statistic Prob.*
Augmented Dickey-Fuller test statistic -5.531657 0.0000
Test critical values: 1% level -3.574446
5% level -2.923780
10% level -2.599925
*MacKinnon (1996) one-sided p-values.
Augmented Dickey-Fuller Test Equation Dependent Variable: D(RESID01) Method: Least Squares
Date: 01/24/21 Time: 17:32 Sample (adjusted): 1972 2019
Included observations: 48 after adjustments