"VAR ANALYSIS: ASSOCIATION BETWEEN NON-PERFORMING LOAN, HOUSING PRICE, " by Yulifar Amin Gultom, Masruri Muchtar et al.
  •  
  •  
 

Abstract

Background: The economic crisis from 2008 to 2009 was due to the collapse of the housing price bubble, which increased the default rate or non-performing loans of mortgages. Much research on non-performing loans compared to property price and economic indicators has been done in other countries, but not in Indonesia. This research is modified to suit the housing market in Indonesia, aiming to investigate causality relationships between non-performing loans, residential property price index, gross domestic product, mortgages, and credit interest rates. It also analyzes the impulse response function and variance decomposition of each variable, focusing on non-performing loans to show the effect of shocks from other variables. Methods: The study uses a vector autoregression model. Findings: The result shows that there are causality relationships between non-performing loans, residential property price index, gross domestic product, mortgages, and credit interest rates. Furthermore, compared to the normal period, in a crisis period, no specific trend is found from the decomposition of all variables to the non-performing loans. Conclusion: This research also shows that monetary and fiscal policies from the government can affect non-performing loans and mortgages. The increase in house prices by the property firm must be applied carefully to avoid a negative effect on the economy. Novelty/Originality of this article: This research is specifically adapted to the housing market in Indonesia, addressing a gap in previous studies. It also provides detailed analysis of impulse response function and variance decomposition focused on non-performing loans.

References

Ahmad, M. I. et al. 2016. Non-Performing Loans and Economic Growth. Journal of Economics, Business and Management, 3 (10), 584–586. https://www.saspublishers.com/media /articles/SJEBM_310584-586.pdf

Anastasia, N., and F. Hidayat. 2019. Hubungan Indeks Harga Properti Residensial dan Kredit Perbankan. EKUITAS (Jurnal Ekonomi Dan Keuangan), 3 (1), 95–111. https://doi.org/10.24034/j25485024.y2019.v3.i1.3998

Badan Pusat Statistik. n.d.-a. PDRB triwulanan atas dasar harga berlaku menurut lapangan usaha di provinsi seluruh Indonesia (miliar rupiah). Accessed on 3 October 2024, https://www.bps.go.id

Badan Pusat Statistik. n.d.-b. Sirusa. Accessed on 17 October 2024, https://sirusa.bps.go.id/sirusa/

Balgova, M., A. Plekhanov, and M. Skrzypinska. 2017. Reducing Non-Performing Loans: Stylized Facts and Economic Impact. Paper presented at the 2018 Annual Meeting of the American Economic Association.

Bank Indonesia. n.d. Statistik Sistem Keuangan Indonesia. Accessed on 4 October 2024, https://www.bi.go.id/id/statistik/ekonomi-keuangan/sski/default.aspx

Bank Indonesia. 2024. Survei Harga Properti Residensial di Pasar Primer Triwulan II 2024. https://www.bi.go.id/id/publikasi/laporan/Pages/SHPR_Tw_II_2024.aspx

Benbouzid, N., S. Mallick, and K. Pilbeam. 2018. The Housing Market and the Credit Default Swap Premium in the UK Banking Sector: A VAR Approach. Research in International Business and Finance, 44, 1–15. https://doi.org/10.1016/j.ribaf.2017.01.009

Bricongne, J.-C., B. Meunier, and S. Pouget. 2023. Web-Scraping Housing Prices in Real-Time: The Covid-19 Crisis in the UK. Journal of Housing Economics, 59, 101906. https://doi.org/10.1016/j.jhe.2022.101906

Chang, E. J., S. M. Guerra, E. J. A. Lima, and B. M. Tabak. 2008. The Stability–Concentration Relationship in the Brazilian Banking System. Journal of International Financial Markets, Institutions and Money, 18 (4), 388–397. https://doi.org/10.1016/j.intfin.2007.04.004

Espinoza, R., and A. Prasad. 2010. Nonperforming Loans in the GCC Banking System and Their Macroeconomic Effects. Working Paper, International Monetary Fund.

Fanama, V., and R. Pratikto. 2019. Bubble Property di Indonesia: Analisis Empiris Survei Harga Properti Residensial. Jurnal Administrasi Bisnis, 15 (2), 169–180. https://doi.org/10.26593/jab.v15i2.3679

Fatima, N. 2014. Capital Adequacy: A Financial Soundness Indicator for Banks. Global Journal of Finance and Management, 6 (8), 771–776. https://www.scirp.org /reference/referencespapers?referenceid=2170449

Forster, R., and X. Sun. 2022. Taming the Housing Crisis: An LTV Macroprudential Policy. Economic Modelling, 108, 105761. https://doi.org/10.1016/j.econmod.2022.105761

Gerardi, K. S., A. Lehnert, S.M. Sherland, and P. S. Willen. 2008. Making Sense of the Subprime Crisis. Brookings Papers on Economic Activity, 2008 (2), 69-159. https://doi.org /10.1353/eca.0.0017

Ghosh, A. 2017. Impact of Non-Performing Loans on US Product and Labor Markets. Journal of Financial Economic Policy, 9 (3), 302–323. https://doi.org/10.1108/JFEP-01-2017-0003

Huang, M. 2024. A Greater Crisis? Investigating MSA-Level Housing Markets during the COVID-19 Pandemic. Research in International Business and Finance, 71, 102464. https://doi.org/10.1016/j.ribaf.2024.102464

Immergluck, D. 2009. A Symposium on the Subprime Crisis: Core of the Crisis: Deregulation, the Global Savings Glut, and Financial Innovation in the Subprime Debacle. City & Community, 8 (3), 341–345. https://doi.org/10.1111/j.1540-6040.2009.01292_1.x

Inaba, N., T. Kozu, T. Sekine, and T. Nagahata. 2005. Non-Performing Loans and the Real Economy: Japan’s Experience. BIS Papers Chapters, 22, 106–127. https://www.bis.org/publ/bppdf/bispap22g.pdf

Khoirudin, R. 2017. Determinan yang Mempengaruhi Jumlah Permintaan Kredit Pemilikan Rumah di Indonesia. Ekonomikawan: Jurnal Ilmu Ekonomi dan Studi Pembangunan, 17 (2), 105–120. https://doi.org/10.30596/ekonomikawan.v17i2.1794

Klein, N. 2013. Non-Performing Loans in CESEE: Determinants and Impact on Macroeconomic Performance. Working Paper, International Monetary Fund.

Lailia, A. F. 2019. Pengaruh PDRB, Suku Bunga Kredit dan Indeks Harga Properti Residensial (IHPR) terhadap Jumlah Permintaan Kredit Kepemilikan Rumah (KPR) Siap Huni di Jawa Timur Tahun 2010-2017. Thesis, UIN Sunan Ampel Surabaya. http://digilib.uinsa.ac.id/32513/

Ma, X., and Z. Zhang. 2022. Expectations, Credit Conditions, and Housing Boom-Bust: Evidence from SVAR with Sign and Zero Restrictions. Journal of Banking & Finance, 134, 106330. https://doi.org/10.1016/j.jbankfin.2021.106330

Makri, V., A. Tsagkanos, and A. Bellas. 2014. Determinants of Non-Performing Loans: The Case of Eurozone. Panoeconomicus, 61 (2), 193–206. https://doi.org/10.2298 /PAN1402193M

Maslow, A. H. 1943. A Theory of Human Motivation. Psychological Review, 50 (4), 370–396. https://doi.org/10.1037/h0054346

Nkusu, M. 2011. Nonperforming loans and macrofinancial vulnerabilities in advanced economies. Working Paper, International Monetary Fund.

Phillips, P. C. B., and J. Yu. 2011. Dating the Timeline of Financial Bubbles During the Subprime Crisis. Quantitative Economics, 2 (3), 455–491. https://doi.org/10.3982/QE82

Radivojevic, N., and J. Jovovic. 2017. Examining of Determinants of Non-Performing Loans. Prague Economic Papers, 26 (3), 300–316. https://doi.org/10.18267/j.pep.615

Rinaldi, L., and A. Sanchis-Arellano. (2006). Household Debt Sustainability: What Explains Household Non-Performing Loans? An Empirical Analysis. ECB Working Paper, 570. http://ssrn.com/abstract_id=872528

Said, P. 2015. Pengaruh Suku Bunga Kredit Konsumsi, Inflasi, NPL, dan LDR terhadap Penyaluran Kredit Pemilikan Rumah pada Bank Perkreditan Rakyat di Indonesia Tahun 2011-2015. Jurnal Pembangunan Dan Pemerataan, 7 (3). https://jurnal.untan.ac.id /index.php/jcc/article/view/19423

Schwartz, A. 2011. Lessons from the Housing Crisis. Family and Consumer Sciences Research Journal, 40 (1), 3–14. https://doi.org/10.1111/j.1552-3934.2011.02084.x

Sihombing, P. R. 2021. Corat Coret Catatan Statistisi Pemula.

Sihombing, P. R. 2022. Aplikasi STATA Untuk Statistisi Pemula.

Vale, S. 2024. House Prices and Credit as Transmission Channels from Monetary Policy to Inequality: Evidence from OECD Countries. Economic Analysis and Policy, 84, 293–307. https://doi.org/10.1016/j.eap.2024.08.027

Vatansever, M., and A. Hepsen. (2013). Determining Impacts on Non-Performing Loan Ratio in Turkey. Journal of Finance and Investment Analysis, 2(4), 119–129. https://www.scienpress.com/Upload/JFIA%2fVol%202_4_7.pdf

Dataset.xlsx (1726 kB)
Dataset

Hasil Stata.pdf (305 kB)
Stata result

Author Bio.docx (28 kB)
Author Bio

1994 - Revisi Reviewer 2.docx (875 kB)
Revisi kedua

1994 - Daftar Revisi Akhir 1.docx (21 kB)
Daftar revisi akhir 1

1994 - Daftar Revisi Akhir 2.docx (31 kB)
Daftar revisi akhir 2

NEW_PROOFREADING CERTIFICATE.pdf (91 kB)
Proofread certificate

Share

COinS