The Influence of Financial Ratios and Non-Accounting Information on Credit Decisions at Bank Syariah Indonesia (BSI)

Authors

  • Edy Zulfiar Politeknik Negeri Lhokseumawe
  • Faisal Faisal Politeknik Negeri Lhokkseumawe
  • Mariana Mariana Politeknik Negeri Lhokkseumawe
  • Anhar Firdaus Politeknik Negeri Lhokkseumawe
  • Diana Diana Politeknik Negeri Lhokkseumawe

DOI:

https://doi.org/10.32497/keunis.v14i2.7089

Keywords:

Fixed Assets Turnover (FATO), Return on Net Worth (RONW), Debt-to-Equity Ratio (DER), Non-Accounting Information, Credit Decision-Making

Abstract

This quantitative causal-associative study investigates the influence of financial ratios—i.e., Fixed Assets Turnover (FATO), Return on Net Worth (RONW), and Debt-to-Equity Ratio (DER)—and non-accounting information on credit decisions at Bank Syariah Indonesia (BSI) in Pidie Regency, Aceh, during 2023–2024. Using a census, data were collected from 359 credit recipients, combining secondary financial reports and internal credit documentation. Multiple linear regression and path analysis were performed to examine both the direct and mediating effects of the research variables. The results show that FATO (β = 0.478, p < 0.001) and RONW (β = 0.174, p < 0.001) positively impact credit decisions, whereas the influence of DER (β = 0.028, p = 0.279) is not significant. Meanwhile, non-accounting information (β = 0.154, p = 0.013) both directly affects credit decisions and mediates the relationship between financial ratios and lending outcomes, increasing the explanatory power by 1.2% (ΔR² = 0.012). These findings indicate that qualitative factors, such as managerial integrity, borrower reputation, and business environment, enhance the assessment of creditworthiness. This study contributes to Islamic banking practices by integrating financial and non-financial indicators, providing a more holistic approach for evaluating credit risk and supporting accurate, fair, and sustainable credit decisions.

References

Akib, M., Nurdin, E., Purnaman, S. M. N., & Anwar, F. (2023). Does Capital Structure, Profitability, and Dividend Policy Improve Stock Prices? International Journal of Professional Business Review, 8(6), e02395. https://doi.org/10.26668/businessreview/2023.v8i6.2395

Al Rasyid, M. K., Nurmayanti, P., & Hariadi. (2022). Does financial performance follow firm life cycle? Evidence from Indonesian firms. Journal of Contemporary Accounting, 4(2), 106–115. https://doi.org/10.20885/jca.vol4.iss2.art4

Almanaseer, S. R. (2022). Internal Factors Affecting Commercial Banks Profitability in Jordan. Finance: Theory and Practice, 26(5), 79–89. https://doi.org/10.26794/2587-5671-2022-26-5-79-89

Amato, A., Osterrieder, J. R., & Machado, M. R. (2024). How can artificial intelligence help customer intelligence for credit portfolio management? A systematic literature review. International Journal of Information Management Data Insights, 4(2), 100234. https://doi.org/10.1016/j.jjimei.2024.100234

Annurfa, D. A., & Sunindyo, A. (2020). Analisis Pengaruh Marketing Mix Terhadap Pengambilan Keputusan Nasabah Menabung Pada Bank Jateng Cabang Ungaran. Keunis, 8(2), 93. https://doi.org/10.32497/keunis.v8i2.2110

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

Azura, A. F., Dewi, P. B., Yuannitha, I. I., Lestari, H. S., & Margaretha, F. (2023). The Effect of Credit Risk Management on Financial Performance in the Banking Industry Listed on the Indonesia Stock Exchange. Journal of Social Research, 3(1), 284–292. https://doi.org/10.55324/josr.v3i1.1884

Bărbuţă-Mişu, N. (2018). Analysis of factors influencing managerial decision to use trade credit in construction sector. Economic Research-Ekonomska Istrazivanja , 31(1), 1903–1922. https://doi.org/10.1080/1331677X.2018.1504690

Baskara, I. G. K., Salim, U., Djumahir, & Djazuli, A. (2016). Borrower Characteristics and Relationship Lending on Lending Decision Making: A Survey of Literature. Russian Journal of Agricultural and Socio-Economic Sciences, 60(12), 199–208. https://doi.org/10.18551/rjoas.2016-12.25

Brusov, P. N., Filatova, T. V., Orekhova, N. P., & Kulik, V. L. (2018). Application of Brusov-Filatova-Orekhova Theory (BFO Theory) and Modigliani-Miller Theory (MM Theory) in Rating. Theoretical Economics Letters, 08(05), 866–887. https://doi.org/10.4236/tel.2018.85062

Budi, A. S., Rahmi, P. P., & Karamang, E. (2024). Influence of Current Ratio (CR), Debt to Equity Ratio (DER), and Return on Assets (ROA) on Share Prices at PT Indofarma Tbk. International Journal of Business, Management and Economics, 5(1), 99–113. https://doi.org/10.47747/ijbme.v5i1.1676

Bui, H. (2024). Financial ratios as indicators in bankruptcy prediction: A comparative analysis of statistical and machine learning models. Harvard Dataverse, 1–23.

Çetin, A. İ., Çetin, A. E., & Ahmed, S. E. (2023). The Impact of Non-Financial and Financial Variables on Credit Decisions for Service Companies in Turkey. Journal of Risk and Financial Management, 16(11). https://doi.org/10.3390/jrfm16110487

Chen, D., Liu, M., Ma, T., & Martin, X. (2017). Accounting Quality and Trade Credit. Accounting Horizons, 31(3), 69–83. https://doi.org/10.2308/acch-51711

Ding, X., & Yang, Z. (2020). Monetary policy tightening, accounting information comparability and bank borrowing. China Journal of Accounting Studies, 8(1), 1–34. https://doi.org/10.1080/21697213.2020.1764200

Fathin, K., Murtini, S., Ayundyayasti, P., & Raharjanti, R. (2023). a Comparative Study of Financial Performance in Pt Phapros Tbk Before and After Initial Public Offering. Keunis, 11(2), 166. https://doi.org/10.32497/keunis.v11i2.4432

Fernando, J. M. R., Li, L., & Hou, G. (2022). Information Selection in Default Prediction: Sri Lankan Bankers’ Perspectives. International Journal of Accounting and Business Finance, 8(2), 106. https://doi.org/10.4038/ijabf.v8i2.127

Hasan, M. M., Hossain, M. S., & Tree, D. R. (2024). Executives’ horizon and trade credit. Accounting and Finance, Accounting and Finance Association of Australia and New Zealand, 64(1), 1135–1157.

Herwiyanti, E., & Rafinda, A. (2021). Determinant Factor of Small Medium Enterprises to Access Bank Credit. Jurnal Ilmiah Akuntansi, 6(1), 37. https://doi.org/10.23887/jia.v6i1.29907

Hussein, M. Q. S., Saeed, N. A., & Ahmad, G. S. (2023). Financial ratios analysis and companies’ liquidity evaluation. Journal of Global Economics and Business, 4(14), 60–75. https://doi.org/10.58934/jgeb.v4i14.173

Jung, B., Kausar, A., Kim, B., Park, Y. il, & Zhou, J. (2024). Information content of credit rating affirmations. Contemporary Accounting Research, 41(1), 645–678. https://doi.org/10.1111/1911-3846.12921

Kamara, A. K. (2024). the Study of Credit Risk in the Banking Sector and Its Effect on Financial Performance Case Study of the Zenith Bank Sierra Leone. European Journal of Economic and Financial Research, 8(4), 1–26. https://doi.org/10.46827/ejefr.v8i4.1732

Kapitan, S., Ross, S. M., & Silvera, D. H. (2019). Small-Dollar Credit Lending: The Effect of Financial Burden on Personal Asset Misvaluation. Journal of Consumer Affairs, 53(3), 946–974. https://doi.org/10.1111/joca.12209

Komarova Loureiro, Y., & Gonzalez, L. (2015). Competition against common sense. International Journal of Bank Marketing, 33(5), 605–623. https://doi.org/10.1108/IJBM-06-2014-0065

Kurniasari, F., & Prihanto, J. N. (2019). Determinants of Successful Lending Decision for Ultra-Micro Segment in P2P Lending Platform. Advances in Economics, Business and Management Research, 100(Icoi), 169–173. https://doi.org/10.2991/icoi-19.2019.30

Lahopang, C. J., Tielung, V. J., Jeivi Lahopang, C., Mangantar, M., & J Tielung, M. V. (2023). Analyzing Factors That Influence Credit Decision Making At Bri Branch Office Tahuna Analisis Faktor-Faktor Yang Mempengaruhi Pengambilan Keputusan Kredit Pada Kantor Cabang Bri Tahuna. Jurnal EMBA, 11(1), 1042–1053.

Mariana, M., Nadirsyah, N., & Abdullah, S. (2018). Informasi Akuntansi, Informasi Non-Akuntansi, Dan Keputusan Pemberian Kredit. Jurnal Reviu Akuntansi dan Keuangan, 8(2), 177. https://doi.org/10.22219/jrak.v8i2.37

Maulidya, E. W. S., Sukoco, A., Suyono, J., & Elisabeth, D. R. (2019). Analysis of Financial Performance Based on Financial Ratio and Economic Value Added (Case Study: PT. Unilever Indonesia Tbk). IJIEEB : International Journal of Integrated Education, Engineering and Business, 2(2), 115–122.

Mela, N. F., & Putra, A. A. (2019). The Influence of Accounting Information Quality on Trade Credit with Inventory Liquidation Cost as Moderating Variable. Research Journal of Finance and Accounting, 10(12), 7–15. https://doi.org/10.7176/RJFA

Nurhayati, N., Puspasari, O. R., & Hamzah, A. (2022). Factors Affecting Transparency and Accountability of Village Fund Allocation Management. Kajian Akuntansi, 23(1), 119–130.

Patel, J. D., Trivedi, R., Malhotra, S., & Jagani, K. (2024). Understanding underdog brand positioning effects among emerging market consumers: a moderated mediation approach. Journal of Product & Brand Management, 33(8), 1013–1026. https://doi.org/10.1108/JPBM-07-2023-4610

Rahmawati, Y., & Hadian, H. N. (2022). The influence of Debt Equity Ratio (DER), Earning Per Share (EPS), and Price Earning Ratio (PER) on stock price. International Journal of Financial, Accounting, and Management, 3(4), 289–300. https://doi.org/10.35912/ijfam.v3i4.225

Rosiasti, Y., Hendarmin, R. R., & Putri, A. U. (2023). The Effect of Accounting Information Systems and E-Commerce on Decision Making in Entrepreneurship (Case Study of MSMEs in Palembang City). International Journal of Community Service & Engagement, 4(3), 109–115. https://doi.org/10.47747/ijcse.v4i3.1388

Sari, N. W., & Anwar, M. (2024). Comparative Analysis of Capital Structure and Profitability During the COVID-19 Pandemic on Telecommunication Companies in the Indonesian Stock Exchange. Atlantis Press International BV. https://doi.org/10.2991/978-94-6463-234-7_23

Sierra-Garcia, L., Garcia-Benau, M. A., & Bollas-Araya, H. M. (2018). Empirical analysis of non-financial reporting by Spanish companies. Administrative Sciences, 8(3), 1–17. https://doi.org/10.3390/admsci8030029

Sol Murta, F., & Gama, P. M. (2024). Sustainability and the domestic credit market: worldwide evidence. Eurasian Economic Review, 827–845. https://doi.org/10.1007/s40822-024-00282-y

Supriadi, I., Maghfiroh, R. U., Abadi, R., & Yudowati, D. M. (2023). The Role of Sharia Financial Innovation and Literacy in Improving the Performance of MSME Actors. Journal of Islamic Economic and Business Research, 3(2), 214–229. https://doi.org/10.18196/jiebr.v3i2.193

Suroso, S., Siahaan, A. P. U., Purba, R. B., Sari, A. K., & Rusiadi. (2018). Influence of accounting and non-accounting information on credit decision. International Journal of Civil Engineering and Technology, 9(12), 526–535.

Tran, Y. T., Nguyen, N. P., & Hoang, T. C. (2021). The role of accountability in determining the relationship between financial reporting quality and the performance of public organizations: Evidence from Vietnam. Journal of Accounting and Public Policy, 40(1), 106801. https://doi.org/10.1016/J.JACCPUBPOL.2020.106801

Uyanık, G. K., & Güler, N. (2013). A Study on Multiple Linear Regression Analysis. Procedia - Social and Behavioral Sciences, 106, 234–240. https://doi.org/10.1016/j.sbspro.2013.12.027

Wang, Z. (2024). Artificial Intelligence and Machine Learning in Credit Risk Assessment : Enhancing Accuracy and Ensuring Fairness. Open Journal of Social Sciences, 19–34. https://doi.org/10.4236/jss.2024.1211002

Yang, C. C., Ou, S. L., & Hsu, L. C. (2019). A hybrid multi-criteria decision-making model for evaluating companies’ green credit rating. Sustainability (Switzerland), 11(6). https://doi.org/10.3390/su11061506

Downloads

Published

2026-07-02

How to Cite

Edy Zulfiar, Faisal Faisal, Mariana Mariana, Anhar Firdaus, & Diana Diana. (2026). The Influence of Financial Ratios and Non-Accounting Information on Credit Decisions at Bank Syariah Indonesia (BSI). KEUNIS, 14(2), 185–197. https://doi.org/10.32497/keunis.v14i2.7089

Issue

Section

Articles