Analisis pertumbuhan ekonomi Indonesia dengan VECM: peran instrumen syariah dan makroekonomi
Nayli Kurnia Ilahi, Universitas Negeri Yogyakarta, Indonesia
Elsya Anggraini, Universitas Negeri Yogyakarta, Indonesia
Andika Putri Ratnasari, Universitas Negeri Yogyakarta, Indonesia
Indira Ihnu Brilliant, Universitas Negeri Yogyakarta, Indonesia
Abstract
This study aims to analyze the influence of Sharia Stocks, Sharia Mutual Funds, the Indonesian Composite Index (IHSG), and inflation on Indonesia’s Gross Domestic Product (GDP) in both the short and long run during the 2011-2024 period. The research is motivated by the dynamic development of Indonesia’s capital market and previous study indicating nonlinear relationships between capital market instruments and economic growth. Using the Vector Error Correction Model (VECM), the study conducts a series of procedures, including stationarity testing, optimal lag selection, Johansen cointegration testing, VECM estimation, Granger causality testing, impulse response function (IRF), variance decomposition (VD), and forecasting. The results reveal three cointegrating vectors, confirming stable long-run relationships among the variables. The IRF results show that shocks in sharia stocks and the IHSG significantly affect GDP, whereas the impact of inflation is relatively small. The VD analysis further indicates that sharia stocks contribute the most to GDP fluctuations in the medium term. These findings highlight the critical role of both sharia and conventional capital markets in supporting Indonesia’s economic growth and underline the strong interdependence between financial market dynamics and the real economy.
Keywords
References
Badan Pusat Statistik. (2024). Publikasi statistik Indonesia. Jakarta: Author. From https://www.bps.go.id
Desvina, A. P., & Lubis, P. S. (2019). Pendekatan VECM untuk menganalisis hubungan IHSG, BI Rate, Kurs (USD/IDR), dan Jumlah Uang Beredar (M2). Jurnal Sains Matematika dan Statistika, 5(1), 107-115.
Fathurrahman, A., & Al-Islami, H. (2023). Pengaruh pasar modal syariah terhadap pertumbuhan ekonomi nasional: Pendekatan metode Vector Error Correction Model (VECM). Jurnal Tabarru’: Islamic Banking and Finance, 6(1), 111-124. https://doi.org/10.25299/jtb.2023.vol6(1).12883
Investing.com. (2024). Historical data: Indeks Harga Saham Gabungan (IHSG). From https://id.investing.com
Julia, A. M., & Diana, N. (2022). Bagaimana Pengaruh Keberadaan Pasar Modal Syariah terhadap Laju Pertumbuhan Ekonomi Nasional. Jurnal Masharif Al-Syariah: Jurnal Ekonomi Dan Perbankan Syariah, 7(1), 253-276.
Lisnawati, & Budiyanti, E. (2011). Perkembangan pasar modal dan pertumbuhan ekonomi di Indonesia: Analisis Vector Autoregressions (VAR). Jurnal Ekonomi & Kebijakan Publik, 2(2), 707-718.
Nathania, P. D., & As’ari, H. (2023). Pengaruh inflasi, nilai tukar dan produk domestik bruto terhadap harga saham. Jurnal Kewirausahaan, Akuntansi dan Manajemen Tri Bisnis, 5(1), 29-47. https://doi.org/10.59806/tribisnis.v5i1.245
Otoritas Jasa Keuangan. (2024). Statistik Pasar Modal Indonesia. Jakarta: Author. From https://www.ojk.go.id
Sulistyowati, & Rahmawati, M. F. (2020). Analisis pengaruh pasar saham terhadap pertumbuhan ekonomi di negara berkembang (suatu kajian literatur). Research Fair Unisri, 4(1). https://doi.org/10.33061/rsfu.v4i1.3392
DOI: https://doi.org/10.21831/jssd.v3i2.27059
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