Main Article Content
Abstract
Purpose: This study aims to analyze the effect of inflation, the BI 7-Day Reverse Repo Rate, Rupiah exchange rates, and gold prices on monthly outstanding loan distribution at PT Makmur Bersama Gadai Probolinggo Branch during the 2020–2025 period.
Research Method: This study employed a quantitative associative approach using saturated sampling, with 72 monthly time-series observations. Secondary data were analyzed using multiple linear regression with the Cochrane-Orcutt transformation to address autocorrelation.
Results and Discussion: The findings indicate that macroeconomic variables are significantly associated with the monthly distribution of outstanding loans. Partially, gold prices show a significant positive relationship, while the BI 7-Day Reverse Repo Rate demonstrates a significant negative relationship. Meanwhile, inflation and Rupiah exchange rates are not statistically significant. The model shows limited explanatory power, suggesting that the distribution of financing may also be influenced by other operational and customer-related factors not captured by the model.
Implications: The findings provide practical insights for private pawn institutions on managing collateral valuation and financing strategies amid fluctuating macroeconomic conditions.
Originality: This study focuses on a private pawn institution that implements a high Loan-to-Value (LTV) financing policy. This focus area has remained underexplored in previous studies, where state-owned pawn institutions have dominated.
Keywords
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References
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- Akhtar, N., & Rashid, A. (2024). Financial development and sustainable development: A review of literature. Sustainable Development, 32(6), 7114–7139. https://doi.org/10.1002/sd.3068
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- Aziz, R., Jayaprawira, A., & Pratama, R. (2020). Rahn Financing in Macroeconomic and Sharia Pawnshops.
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- Divka Avedish, Faqihuddin Tri Wibowo, Nahdiyah Ulul Azmi, Qothrotun Nada, & Sarpini Sarpini. (2024). Peran Nilai Tukar Rupiah Dan Fluktuasi Valuta Asing Terhadap Ketahanan Ekonomi Indonesia. Jurnal Kajian dan Penalaran Ilmu Manajemen, 3(1), 223–235. https://doi.org/10.59031/jkpim.v3i1.542
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- Harahap, F. K., Sugianto, & Nur Ahmadi Bi Rahmani. (2025). The Effect of Inflation and Gold Prices on the Performance of Gold Pawn Products at PT Bank Syariah Indonesia. Amkop Management Accounting Review (AMAR), 5(1), 849–859. https://doi.org/10.37531/amar.v5i1.2738
- Haruna, K., Saleh, T. A., & Sorour, A. A. (2023). SERS detection of 1, 4-bis (2-aminoethyl) piperazine functionalized GO (AEP-GO) on X60 carbon steel surface in 15% HCl solution. Heliyon, 9(11). https://doi.org/10.1016/j.heliyon.2023.e22158
- Hikmiyati, F. (2025). Pengaruh Pembiayaan Ar-Rahn, Harga Emas, dan Tingkat Inflasi terhadap Profitabilitas pada Pegadaian Syariah di Indonesia Periode 2020 S.D. 2024. Repository UINSA IZU.
- Kalengkongan, Y. S., Hasnin, M., Taslim, F. A., Ekawati, P., & Nasar, F. (2025). Analisis Dampak Suku Bunga BI7DRR terhadap Profitabilitas dan Risiko Likuiditas Bank: Studi Empiris pada Bank Buku III dan IV 2019-2023. SIBATIK JOURNAL: Jurnal Ilmiah Bidang Sosial, Ekonomi, Budaya, Teknologi, dan Pendidikan, 5(1), 215–226. https://doi.org/10.54443/sibatik.v5i1.4237
- Mohd Thas Thaker, H., Khaliq, A., Mohd Thas Thaker, M. A. Bin, Allah Pitchay, A. Bin, & Sakaran, K. C. (2020). Drivers of Ar-Rahnu (pawn) acceptance: Malaysian evidence. Journal of Islamic Marketing, 12(7), 1241–1259. https://doi.org/https://doi.org/10.1108/JIMA-08-2019-0161
- Odeh, M. H., Badwan, N., Al-Khazaleh, S., Abdallah-Ou-Moussa, S., & Almashaqbeh, M. (2026). The impact of policy uncertainty on money demand in MENA region countries: the moderating role of financial development. International Journal of Islamic and Middle Eastern Finance and Management, 1–28. https://doi.org/10.1108/IMEFM-01-2026-0052
- Rehman, K., & Mia, M. A. (2024). Determinants of financial literacy: a systematic review and future research directions. Future Business Journal, 10(1), 75. https://doi.org/10.1186/s43093-024-00365-x
- Sodik, M. (2018). Pengaruh Fluktuasi Harga Emas Terhadap Minat Bertransaksi Nasabah Pegadaian Syariah (Studi Pada Pegadaian Syariah Cabang Raden Intan Bandar Lampung 2016-2017). UIN Raden Intan Lampung.
- Uma’iyah, A. D. F., & Nurhadi, B. (2024). Dampak BI 7-day reverse repo rate dan Fed rate terhadap Indeks Saham Syariah Indonesia dengan pendekatan Vector Error Correction Model. Journal of Economics Research and Policy Studies, 4(2), 146–158. https://doi.org/10.53088/jerps.v4i2.874
- Wasita, M. W. M., Artini, L. G. S., & Dana, I. M. (2022). The Effect of Bank Indonesia 7-Day Reverse Repo Rate on Profitability and Banking Capital in Indonesia. European Journal of Business and Management Research, 7(2), 90–95. https://doi.org/10.24018/ejbmr.2022.7.2.1338
- Wiryanto, F. S., Fawwaz, F. A., Shafwan, M. A., & Anggelyani, E. V. (2025). Peran Emas dalam Menjaga Kestabilan Nilai Tukar dan Mengurangi Inflasi Perspektif Ekonomi Islam. Journal of Economic and Business Advancement, 1(2), 293–301. https://doi.org/10.65310/rpak6w43
References
Addy, W. A., Ugochukwu, C. E., Oyewole, A. T., Ofodile, O. C., Adeoye, O. B., & Okoye, C. C. (2024). Predictive analytics in credit risk management for banks: A comprehensive review. GSC Advanced Research and Reviews, 18(2), 434–449. https://doi.org/10.30574/gscarr.2024.18.2.0077
Agustini, A., & Argantara, Z. R. (2025). Pengaruh BI RATE, Nilai Tukar, dan Inflasi terhadap Pendapatan Bagi Hasil Bank Mega Syariah Indonesia Periode 2019-2023. Al-Mujaddid: Jurnal Ekonomi dan Bisnis Islam, 1(2), 64–92. https://doi.org/10.63398/mh2b2762
Akhtar, N., & Rashid, A. (2024). Financial development and sustainable development: A review of literature. Sustainable Development, 32(6), 7114–7139. https://doi.org/10.1002/sd.3068
Amelia, R., & Kuswanto, R. (2025). The Impact of BI 7-Day Reverse Repo Rate Announcements on the IDX80 Index During 2023 to 2024. Journal of Business and Entrepreneurship, 13(1), 1–12. https://doi.org/10.46273/jobe.v13i1.517
Andika, A. (2020). Pengaruh Harga Emas, Suku Bunga, Tingkat Inflasi dan Jumlah Nasabah Terhadap Penyaluran Kredit Pada PT. Pegadaian (Persero) UPC Sambas Tahun 2016-2020. Jurnal Pembangunan Dan Pemerataan, 11(1). https://jurnal.untan.ac.id/index.php/jcc/article/view/51987
Aziz, R., Jayaprawira, A., & Pratama, R. (2020). Rahn Financing in Macroeconomic and Sharia Pawnshops.
Dirgantari, D. A., Barnas, B., & Kristianingsih, K. (2022). Pengaruh BI Rate, Tingkat Inflasi, dan Harga Emas terhadap Penyaluran Pembiayaan Gadai Emas di Bank Umum Syariah Indonesia. Journal of Applied Islamic Economics and Finance, 2(3), 600–610. https://doi.org/10.35313/jaief.v2i3.3071
Divka Avedish, Faqihuddin Tri Wibowo, Nahdiyah Ulul Azmi, Qothrotun Nada, & Sarpini Sarpini. (2024). Peran Nilai Tukar Rupiah Dan Fluktuasi Valuta Asing Terhadap Ketahanan Ekonomi Indonesia. Jurnal Kajian dan Penalaran Ilmu Manajemen, 3(1), 223–235. https://doi.org/10.59031/jkpim.v3i1.542
Han, X., Feng, Y., & Li, J. (2023). Shadow banking activities of non-financial companies and the information content of stock prices. Journal of Asian Economics, 85, 101594. https://www.sciencedirect.com/science/article/abs/pii/S1049007823000143
Harahap, F. K., Sugianto, & Nur Ahmadi Bi Rahmani. (2025). The Effect of Inflation and Gold Prices on the Performance of Gold Pawn Products at PT Bank Syariah Indonesia. Amkop Management Accounting Review (AMAR), 5(1), 849–859. https://doi.org/10.37531/amar.v5i1.2738
Haruna, K., Saleh, T. A., & Sorour, A. A. (2023). SERS detection of 1, 4-bis (2-aminoethyl) piperazine functionalized GO (AEP-GO) on X60 carbon steel surface in 15% HCl solution. Heliyon, 9(11). https://doi.org/10.1016/j.heliyon.2023.e22158
Hikmiyati, F. (2025). Pengaruh Pembiayaan Ar-Rahn, Harga Emas, dan Tingkat Inflasi terhadap Profitabilitas pada Pegadaian Syariah di Indonesia Periode 2020 S.D. 2024. Repository UINSA IZU.
Kalengkongan, Y. S., Hasnin, M., Taslim, F. A., Ekawati, P., & Nasar, F. (2025). Analisis Dampak Suku Bunga BI7DRR terhadap Profitabilitas dan Risiko Likuiditas Bank: Studi Empiris pada Bank Buku III dan IV 2019-2023. SIBATIK JOURNAL: Jurnal Ilmiah Bidang Sosial, Ekonomi, Budaya, Teknologi, dan Pendidikan, 5(1), 215–226. https://doi.org/10.54443/sibatik.v5i1.4237
Mohd Thas Thaker, H., Khaliq, A., Mohd Thas Thaker, M. A. Bin, Allah Pitchay, A. Bin, & Sakaran, K. C. (2020). Drivers of Ar-Rahnu (pawn) acceptance: Malaysian evidence. Journal of Islamic Marketing, 12(7), 1241–1259. https://doi.org/https://doi.org/10.1108/JIMA-08-2019-0161
Odeh, M. H., Badwan, N., Al-Khazaleh, S., Abdallah-Ou-Moussa, S., & Almashaqbeh, M. (2026). The impact of policy uncertainty on money demand in MENA region countries: the moderating role of financial development. International Journal of Islamic and Middle Eastern Finance and Management, 1–28. https://doi.org/10.1108/IMEFM-01-2026-0052
Rehman, K., & Mia, M. A. (2024). Determinants of financial literacy: a systematic review and future research directions. Future Business Journal, 10(1), 75. https://doi.org/10.1186/s43093-024-00365-x
Sodik, M. (2018). Pengaruh Fluktuasi Harga Emas Terhadap Minat Bertransaksi Nasabah Pegadaian Syariah (Studi Pada Pegadaian Syariah Cabang Raden Intan Bandar Lampung 2016-2017). UIN Raden Intan Lampung.
Uma’iyah, A. D. F., & Nurhadi, B. (2024). Dampak BI 7-day reverse repo rate dan Fed rate terhadap Indeks Saham Syariah Indonesia dengan pendekatan Vector Error Correction Model. Journal of Economics Research and Policy Studies, 4(2), 146–158. https://doi.org/10.53088/jerps.v4i2.874
Wasita, M. W. M., Artini, L. G. S., & Dana, I. M. (2022). The Effect of Bank Indonesia 7-Day Reverse Repo Rate on Profitability and Banking Capital in Indonesia. European Journal of Business and Management Research, 7(2), 90–95. https://doi.org/10.24018/ejbmr.2022.7.2.1338
Wiryanto, F. S., Fawwaz, F. A., Shafwan, M. A., & Anggelyani, E. V. (2025). Peran Emas dalam Menjaga Kestabilan Nilai Tukar dan Mengurangi Inflasi Perspektif Ekonomi Islam. Journal of Economic and Business Advancement, 1(2), 293–301. https://doi.org/10.65310/rpak6w43