THE EFFECT OF PROPERTY MARKET VALUE, PROPERTY TYPE, PROPERTY LOCATION AND LOAN-TO-VALUE RATIO ON THE RECOVERY RATE OF NON-PERFORMING LOANS:A Case Study at PT Bank Negara Indonesia (Persero), TbkAt Regional Office 16, Papua

Authors

  • Irwin Niko Winardy Parasian Hutapea Magister Manajemen Properti Dan Penilaian, Sekolah Pascasarjana Universitas Sumatera Utara Author
  • Elisabet Siahaan Universitas Sumatera Utara Author
  • Handy Octavianus Universitas Sumatera Utara Author

DOI:

https://doi.org/10.5281/zenodo.21126113

Keywords:

Property Market Value, Property Type,, Property Location, Loan-to-Value, Recovery of Non-Performing Loans

Abstract

The rise in the risk of non-performing loans (NPLs) highlights the importance of optimising the quality of property collateral to improve loan recovery rates. This study aims to analyse the influence of property market value, property type, property location and loan-to-value (LTV) ratio on the recovery rate of non-performing loans at PT Bank Negara Indonesia (Persero) Tbk Regional Office 16 in Papua. The study employs a quantitative approach using multiple linear regression. A sample of 100 data points was selected from a population of 192 using purposive sampling. The data used were secondary data in the form of loan-level data on non-performing loans sourced from the internal records of BNI Regional Office 16 in Papua. The results of the study indicate that Property Market Value and Property Location have a positive and significant effect on the Recovery Rate of Non-Performing Loans, whilst Loan-to-Value (LTV) has a negative and significant effect. Meanwhile, Property Type does not have a significant effect on the Recovery Rate of Non-Performing Loans. Property Market Value is the variable with the most dominant influence on the Recovery Rate of Non-Performing Loans. Furthermore, the results of the simultaneous test indicate that Property Market Value, Property Type, Property Location and Loan-to-Value (LTV) collectively have a significant effect on the Recovery Rate of Non-Performing Loans. These findings underscore the importance of the economic value of collateral, the quality of the property’s location and the management of the LTV ratio in supporting the effectiveness of non-performing loan recovery and strengthening banking risk management strategies.

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References

Amadi, A. N., Adetiloye, K. A., & Amadi, I. P. (2024). The criticality of credit recovery in banking system stability: A GMM estimation. Asian Economic and Financial Review, 14(1), 59–75. https://doi.org/10.55493/5002.v14i1.4963

Athari, S. A., Irani, F., & AlAl Hadood, A. (2023). Country risk factors and banking sector stability: Do countries’ income and risk-level matter? Evidence from global study. Heliyon, 9(10), e20398. https://doi.org/10.1016/j.heliyon.2023.e20398

Atichasari, A. S., Ratnasari, A., Kulsum, U., Kahpi, H. S., Wulandari, S. S., & Marfu, A. (2023). Examining non-performing loans on corporate financial sustainability: Evidence from Indonesia. Sustainable Futures, 6, 100137. https://doi.org/10.1016/j.sftr.2023.100137

Aufa, S., Santoso, R., & Suparti, S. (2022). PEMODELAN INDEKS HARGA PROPERTI RESIDENSIAL DI INDONESIA MENGGUNAKAN METODE GENERALIZED SPACE TIME AUTOREGRESSIVE. Jurnal Gaussian, 11(1), 31–44. https://doi.org/10.14710/j.gauss.v11i1.34001

Bajaj, R. V., Sanati, G., & Lodha, C. (2024). Impact Assessment Study of NPAs and Rate of Recovery: Are Private Sector Banks in India Better off? Global Business Review, 25(3), 724–749. https://doi.org/10.1177/0972150920980305

Beaupain, R., & Braouezec, Y. (2024). International banking regulation and Tier 1 capital ratios. On the robustness of the critical average risk weight framework. International Review of Financial Analysis, 91, 103025. https://doi.org/10.1016/j.irfa.2023.103025

Behn, M., Haselmann, R., & Vig, V. (2025). Model-Based Capital Regulation: Where Do We Stand and Where Should We Go from Here? Annual Review of Financial Economics, 17(1), 93–111. https://doi.org/10.1146/annurev-financial-082123-110117

Behncke, S. (2023). Effects of Macroprudential Policies on Bank Lending and Credit Risks. Journal of Financial Services Research, 63(2), 175–199. https://doi.org/10.1007/s10693-022-00378-z

Benmelech, E. (2024). The Benefits and Costs of Secured Debt. Annual Review of Financial Economics, 16(1), 325–342. https://doi.org/10.1146/annurev-financial-082123-105311

Bessis, J. . (2015). Risk management in banking. Wiley.

Betz, J., Krüger, S., Kellner, R., & Rösch, D. (2020). Macroeconomic effects and frailties in the resolution of non-performing loans. Journal of Banking & Finance, 112, 105212. https://doi.org/10.1016/j.jbankfin.2017.09.008

Bian, X., Lin, Z., & Liu, Y. (2018). House price, loan-to-value ratio and credit risk. Journal of Banking & Finance, 92, 1–12. https://doi.org/10.1016/j.jbankfin.2018.04.006

Bischof, J., Rudolf, N., & Schmundt, W. (2022). How Do Non-Performing Loans Evolve Along the Economic Cycle? The Role of Macroeconomic Conditions and Legal Efficiency. European Accounting Review, 31(5), 1149–1174. https://doi.org/10.1080/09638180.2022.2071960

Biswas, A., Fout, H., & Pennington-Cross, A. (2023). Mortgage Losses under Alternative Property Disposition Approaches: Deed-in-Lieu, Short Sales, and Foreclosure Sales. The Journal of Real Estate Finance and Economics, 66(3), 603–635. https://doi.org/10.1007/s11146-020-09785-2

BNI Wilayah 16. (2026). Welcoming Speech: Business Meeting BNI Wilayah 16. BNI Wilayah 16.

Bouteille, Sylvain., & Coogan-Pushner, Diane. (2022). The handbook of credit risk management : originating, assessing, and managing credit exposures. John Wiley & Sons, Inc.

Buch, C. M., & Goldberg, L. S. (2022). Complexity and riskiness of banking organizations: Evidence from the International Banking Research Network. Journal of Banking & Finance, 134, 106244. https://doi.org/10.1016/j.jbankfin.2021.106244

Caglio, C. R., Darst, R. M., & Kalemli-Özcan, S. (2021). Collateral Heterogeneity and Monetary Policy Transmission: Evidence from Loans to SMEs and Large Firms (28685).

Carleo, A., Rocci, R., & Staffa, M. S. (2023). Measuring the Recovery Performance of a Portfolio of NPLs. Computation, 11(2), 29. https://doi.org/10.3390/computation11020029

Chang, J.-W., & Chuan, G. (2024). Contagion in debt and collateral markets. Journal of Monetary Economics, 148, 103600. https://doi.org/10.1016/j.jmoneco.2024.103600

Chao, W., Jing, M., & Xiaoxing, L. (2023). Optimizing systemic risk through credit network reconstruction. Emerging Markets Review, 57, 101060. https://doi.org/10.1016/j.ememar.2023.101060

Chen, J., Cheng, C., Ku, C. Y., & Liao, W. (2021). Are Banks Improving Risk Governance After the Financial Crisis? Journal of Accounting, Auditing & Finance, 36(3), 540–556. https://doi.org/10.1177/0148558X19870099

Di Tommaso, C., & Pacelli, V. (2022). Does nonperforming loan securitization affect credit default swap spreads? Evidence from European banks. Journal of International Financial Management & Accounting, 33(2), 285–306. https://doi.org/10.1111/jifm.12147

Dill, A. (2020). Bank Regulation, Risk Management, and Compliance: Theory, Practice, and Key Problem Areas. Informa Law.

Feng, Z. (2022). How Does Local Economy Affect Commercial Property Performance? The Journal of Real Estate Finance and Economics, 65(3), 361–383. https://doi.org/10.1007/s11146-021-09848-y

Florêncio, L., & de Alencar, C. T. (2020). Protected Collateral Value: An Approach to Valuation of Commercial Properties for Loan Guarantees. Real Estate Management and Valuation, 28(3), 1–11. https://doi.org/10.1515/remav-2020-0019

Gatt, W. (2024). Loan‐to‐value limits as a macroprudential policy tool: Developments in theory and practice. Journal of Economic Surveys, 38(1), 232–267. https://doi.org/10.1111/joes.12548

Geltner, David., Miller, N. G. ., Clayton, Jim., & Eichholtz, Piet. (2023). Commercial real estate analysis and investments. The CE Shop LLC.

Giammanco, M. D., Gitto, L., & Ofria, F. (2023). Government failures and non-performing loans in Asian countries. Journal of Economic Studies, 50(6), 1158–1170. https://doi.org/10.1108/JES-06-2022-0348

Goetzmann, W., Spaenjers, C., & Van Nieuwerburgh, S. (2021). Real and Private-Value Assets. https://doi.org/10.3386/w28580

Hair, J. F. ., Hult, G. T. M. ., Ringle, C. M. ., & Sarstedt, Marko. (2022). A primer on partial least squares structural equation modeling (PLS-SEM). SAGE Publications, Inc.

Harahap, R. H., Wibowo, S. A., & Wanderbori, H. (2024). Strengthening BNI’s Position as Transactional Bank by Optimization of Cash Management Solutions. International Journal of Current Science Research and Review, 07(07). https://doi.org/10.47191/ijcsrr/V7-i7-11

Haryanto, F. (2022). Peran Kebijakan Makroprudensial PERAN KEBIJAKAN MAKROPRUDENSIAL MELALUI PENERAPAN LOAN-TO-VALUE TERHADAP PENYALURAN KREDIT PROPERTI DI INDONESIA. E-Jurnal Ekonomi Pembangunan Universitas Udayana, 11(11), 4221. https://doi.org/10.24843/EEP.2022.v11.i11.p15

Hayes, A. (2025, August 6). Loan-To-Value (LTV) Ratio: What It Is, How To Calculate, and Example. Https://Www.Investopedia.Com/Terms/l/Loantovalue.Asp.

Higgins, E., Yavas, A., & Zhu, S. (2022). Private mortgage securitization and loss given default. Real Estate Economics, 50(5), 1334–1359. https://doi.org/10.1111/1540-6229.12376

Hong, J., & Ahn, S. (2022). Penalty interest rates, LTV constraints, and screening laxity in mortgage markets. Journal of Banking & Finance, 138, 106407. https://doi.org/10.1016/j.jbankfin.2022.106407

Hull, J. C. (2023). Risk Management and Financial Institutions. John Wiley & Sons.

Kara, G. I., & Vojtech, C. M. (2024). Bank failures, capital buffers, and exposure to the housing market bubble. Real Estate Economics, 52(6), 1470–1505. https://doi.org/10.1111/1540-6229.12494

Khairi, A., Bahri, B., & Artha, B. (2021). A Literature Review of Non-Performing Loan. Journal of Business and Management Review, 2(5), 366–373. https://doi.org/10.47153/jbmr25.1402021

Kinghan, C., McCarthy, Y., & O’Toole, C. (2022). How do macroprudential loan-to-value restrictions impact first time home buyers? A quasi-experimental approach. Journal of Banking & Finance, 138, 105678. https://doi.org/10.1016/j.jbankfin.2019.105678

Kusumah, E. P. (2023). Metode Penelitian Bisnis: Analisa Data melalui SPSS dan Smart-PLS. Deepublish Publisher.

Ling, D. C., Naranjo, A., & Scheick, B. (2021). There is no place like home: Information asymmetries, local asset concentration, and portfolio returns. Real Estate Economics, 49(1), 36–74. https://doi.org/10.1111/1540-6229.12336

Liu, X., Chen, X., Orford, S., Tian, M., & Zou, G. (2024). Does better accessibility always mean higher house prices? Environment and Planning B: Urban Analytics and City Science, 51(9), 2179–2195. https://doi.org/10.1177/23998083241242212

Manz, F., Müller, B., & Schiereck, D. (2020). The pricing of European non-performing real estate loan portfolios: evidence on stock market evaluation of complex asset sales. Journal of Business Economics, 90(7), 1087–1120. https://doi.org/10.1007/s11573-020-00983-1

Marouli, A. Z., Giannini, E. N., & Caloghirou, Y. D. (2023). A Non-Performing Loans (NPLs) Portfolio Pricing Model Based on Recovery Performance: The Case of Greece. Risks, 11(5), 96. https://doi.org/10.3390/risks11050096

Matenda, F. R., Sibanda, M., Chikodza, E., & Gumbo, V. (2022). Corporate Loan Recovery Rates under Downturn Conditions in a Developing Economy: Evidence from Zimbabwe. Risks, 10(10), 198. https://doi.org/10.3390/risks10100198

Morawakage, P. S., Earl, G., Liu, B., Roca, E., & Omura, A. (2023). Housing Risk and Returns in Submarkets with Spatial Dependence and Heterogeneity. The Journal of Real Estate Finance and Economics, 67(4), 695–734. https://doi.org/10.1007/s11146-021-09877-7

Morgan, P. J., Regis, P. J., & Salike, N. (2015). Loan-to-Value Policy as a Macroprudential Tool: The Case of Residential Mortgage Loans in Asia (ADBI Working Paper 528).

Nasir, M. S., Oktaviani, Y., & Andriyani, N. (2022). Determinants of Non-Performing Loans and Non-Performing Financing level: Evidence in Indonesia 2008-2021. Banks and Bank Systems, 17(4), 116–128. https://doi.org/10.21511/bbs.17(4).2022.10

Olarewaju, O. M. (2020). Investigating the factors affecting nonperforming loans in commercial banks: The case of African lower middle‐income countries. African Development Review, 32(4), 744–757. https://doi.org/10.1111/1467-8268.12475

Otoritas Jasa Keuangan. (2025). Statistik Perbankan Indonesia.

Pepper, G., & Oliver, M. J. (2006). The Liquidity Theory of Asset Prices. John Wiley & Sons.

Prasetyo, D., Ahmad, A. A., & Suharno, S. (2023). THE EFFECT OF LOAN-TO-VALUE POLICY AND MACROECONOMIC VARIABLES ON INDONESIAN PROPERTY CREDIT. PROCEEDING OF INTERNATIONAL CONFERENCE ON MULTIDISCIPLINARY STUDY, 1(1), 76–87. https://doi.org/10.33373/icms.v1i1.9

Prusko, W., & Ehmke, D. (2023). Restructuring Lessons from the Covid Pandemic: Bail-Out vs. Market Approach. European Business Organization Law Review, 24(2), 207–229. https://doi.org/10.1007/s40804-023-00272-8

PT Bank Negara Indonesia (Persero) Tbk. (2026). Laporan Tahunan BNI 2025.

Rahmawan, M. D., Yunani, A., Pradana, M., Joviano, R., Saleh, H. G. M., & Wardhana, A. (2024). Loan to Value in Mortgage: A Taxonomical and Quantitative Analysis. 2024 Asian Conference on Communication and Networks (ASIANComNet), 1–6. https://doi.org/10.1109/ASIANComNet63184.2024.10811048

Rajabi, H., Mirzahossein, H., Hosseinian, S. M., & Jin, X. (2024). Residential location choice: an investigation of transportation, public facilities, and social factors. Computational Urban Science, 4(1), 2. https://doi.org/10.1007/s43762-024-00115-3

Ramcharan, R. (2020). Banks’ Balance Sheets and Liquidation Values: Evidence from Real Estate Collateral. The Review of Financial Studies, 33(2), 504–535. https://doi.org/10.1093/rfs/hhz056

Reite, E. J., Blix Prestmo, J., & Oust, A. (2023). Loan-to-Value Regulations on Mortgages and the Use and Refinancing of Unsecured Debt. Journal of Real Estate Research, 45(3), 300–327. https://doi.org/10.1080/08965803.2022.2109654

Rifas, A. H., Nimsith, I., & Shibly, A. (2016). The Factors Influencing to Recover the Bank Loans in the Islamic Financial Institution: Special Reference to Amana Bank PLC. 6th International Symposium 2016 on “Multidisciplinary Research for Sustainable Development in the Information Era,” 536–546.

Sabriani, A. A., Irawan, T., & Santoso, Moch. H. (2023). Dinamika Indeks Harga Properti Residensial Dan Non-Performing Loan Properti Sebelum Dan Saat Pandemi Covid-19. JEMSI (Jurnal Ekonomi, Manajemen, Dan Akuntansi), 9(5), 1772–1780. https://doi.org/10.35870/jemsi.v9i5.1397

Saha, A., Rooj, D., & Sengupta, R. (2023). Macroprudential Policy and mortgage leverage decisions—Evidence from micro data. Economic Analysis and Policy, 80, 1430–1444. https://doi.org/10.1016/j.eap.2023.10.011

Sanga, B., & Aziakpono, M. (2023). FinTech and SMEs financing: A systematic literature review and bibliometric analysis. Digital Business, 3(2), 100067. https://doi.org/10.1016/j.digbus.2023.100067

Scarpa, M., Gabrielli, L., & Ruggeri, A. G. (2024). How Much Does Location Determine the Market Value of a Building According to a Multiple Econometric Analysis? The 1st International Online Conference on Buildings, 55. https://doi.org/10.3390/IOCBD2023-16868

Scott, A. O., Amajuoyi, P., & Adeusi, K. B. (2024). Effective credit risk mitigation strategies: Solutions for reducing exposure in financial institutions. Magna Scientia Advanced Research and Reviews, 12(1), 198–211. https://doi.org/10.30574/msarr.2024.11.1.0084

Segura, A., & Suarez, J. (2023). Bank restructuring under asymmetric information: The role of bad loan sales. Journal of Financial Intermediation, 56, 101058. https://doi.org/10.1016/j.jfi.2023.101058

Sekaran, Uma., & Bougie, Roger. (2016). Research methods for business : a skill-building approach. John Wiley & Sons.

Sewanyina, M., Manyange, M., & Ongesa, T. (2025). Mitigating Credit Risk through Corporate Governance: An Investigation into the Causal Pathways from Board Accountability to Reduced Non-Performing Loans in Uganda’s Commercial Banks. F1000Research, 14, 1113. https://doi.org/10.12688/f1000research.171389.1

Siraki, Q., & Yona, L. (2021). Factors Influencing the Recovery of Non-Performing Loans in Commercial Banks: The Case of Exim Bank. European Journal of Business and Management. https://doi.org/10.7176/EJBM/13-14-05

Sitsuksai, V., & Rattagan, E. (2023). Analyzing Inuential Factors on the Recovery Time of Non-Performing Loans: A Time Series and Machine Learning Approach. ECTI-CIT Transactions, 17(4), 522–532.

Tham, K.-W., Said, R., & Mohd Adnan, Y. (2022). Dynamic implications of GDP, interest rates, taxes, income, foreign direct investments, housing prices on property NPLs. International Journal of Housing Markets and Analysis, 15(5), 1122–1144. https://doi.org/10.1108/IJHMA-07-2021-0078

Thein, E. E., Niigata, A., & Inaba, K. (2024). Concentrated bank market and SMEs’ collateral issues: a study of the firms of developing Asian countries. Journal of Economic Structures, 13(1), 18. https://doi.org/10.1186/s40008-024-00338-x

Tozzi, M. G., Tam, V. W. Y., Evangelista, A., Chinelli, C., Haddad, A., & Soares, C. (2024). Drivers for increasing attractiveness of commercial centers. International Journal of Construction Management, 24(14), 1569–1580. https://doi.org/10.1080/15623599.2022.2120592

van Bekkum, S., Gabarro, M., Irani, R. M., & Peydró, J.-L. (2024). The real effects of borrower-based macroprudential policy: Evidence from administrative household-level data. Journal of Monetary Economics, 147, 103574. https://doi.org/10.1016/j.jmoneco.2024.103574

van Dijk, D. W., Geltner, D. M., & van de Minne, A. M. (2022). The Dynamics of Liquidity in Commercial Property Markets: Revisiting Supply and Demand Indexes in Real Estate. The Journal of Real Estate Finance and Economics, 64(3), 327–360. https://doi.org/10.1007/s11146-020-09782-5

Wang, H., Forbes, C. S., Fenech, J.-P., & Vaz, J. (2020). The determinants of bank loan recovery rates in good times and bad – New evidence. Journal of Economic Behavior & Organization, 177, 875–897. https://doi.org/10.1016/j.jebo.2020.06.001

Wardi, L. S. P., Muslihun, M., & Sanurdi, S. (2024). Peran Agunan dalam Penyelesaian Pembiayaan Produktif Bermasalah pada Bank Syariah. JISHUM : Jurnal Ilmu Sosial Dan Humaniora, 2(3), 293–304. https://doi.org/10.57248/jishum.v2i3.366

Wijoyo, T. A., & Apriyani, E. (2024). An In-Depth Analysis of Credit Risk: Taking Proactive Measures to Tackle Non-Performing Loans in the Banking Sector. Jurnal Mantik, 8(1), 361–368. https://doi.org/10.35335/mantik.v8i1.5072

Wyatt, P. (2022). Property Valuation (3rd ed.). Wiley-Blackwell.

Xu, L., & Dong, X. (2024). Navigating the Nexus of Urbanization, Technology, and Global Economics in Real Estate Market Dynamics. Advances in Economics, Management and Political Sciences, 108(1), 61–66. https://doi.org/10.54254/2754-1169/108/20241913

Yuan, K.-H., & Deng, L. (2021). Equivalence of Partial-Least-Squares SEM and the Methods of Factor-Score Regression. Structural Equation Modeling: A Multidisciplinary Journal, 28(4), 557–571. https://doi.org/10.1080/10705511.2021.1894940

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2026-07-02