Macroeconomic analysis of financial distress with productivity as a moderating variable in the banking sector

Sabas Damanik; Holiawati Holiawati; Rachmawati Rachmawati

doi:10.54957/jurnalku.v6i1.2211

Penulis

Sabas Damanik Bank Central Asia
Holiawati Holiawati Universitas Pamulang
Rachmawati Rachmawati Universitas Pamulang

DOI:

https://doi.org/10.54957/jurnalku.v6i1.2211

Kata Kunci:

Economic growth, Financial distress, Inflation, Interest rates, Productivity

Abstrak

This study aims to analyze the influence of macroeconomic variables consisting of inflation, interest rates, and economic growth on financial distress in the banking sector listed on the Indonesia Stock Exchange (IDX) for the 2020-2024 period, as well as examine the role of productivity, as a moderation variable. Financial distress is measured using the Altman Z-Score model, while productivity is proxied through the BOPO ratio. The research method used is a quantitative method with panel data regression analysis. The moderation effect test was carried out using the Moderated Regression Analysis (MRA) approach. In this study, the selection of banking samples was carried out using purposive sampling techniques with a sample of 23 companies listed on the Indonesia Stock Exchange as many as 23 banks. The results of this study show that inflation, interest rates, and economic growth together affect financial distress with the support of Signalling Theory. However, only interest rates have an influence on the distress financial variable, supported by Keynesian interest rate theory. Inflation and economic growth, on the other hand, have no effect, as supported by the Classical Neutrality of Money Theory, and Business Cycle Theory. In addition, the results of the moderation test showed that productivity was unable to moderate the relationship between independent variables (inflation, interest rates and economic growth), with financial distress according to Operating Efficiency Theory, which means that high productivity indicates large operational costs so that companies are unable to utilize productivity against distress risk. This set of results has substantial relevance for investors and policymakers.

Referensi

Act, A. (2022). Media Trend. 17(2), 317–328.

Act, R. (2022). Pengaruh Pertumbuhan Ekonomi terhadap Risiko Financial Distress pada Sektor Perbankan. Jurnal Ekonomi dan Bisnis Indonesia, 12(2), 145–158.

Alnabulsi, K., Kozarević, E., & Hakimi, A. (2023). Non-Performing Loans as a Driver of Banking Distress: A Systematic Literature Review. Commodities, 2(2), 111–130. https://doi.org/10.3390/commodities2020007

Altman, E. I. (1968). Financial Ratios, Discriminant Analysis and the Prediction of Corporate Bankruptcy. The Journal of Finance, 23(4), 589–609. https://doi.org/10.2307/2978933

Alqaralleh, B., & Mdanat, M. (2022). Inflation and Bank Performance: Evidence from Emerging Economies. Journal of Economic Studies, 49(4), 721–738. https://doi.org/10.1108/JES-03-2021-0139

Annas, M., Humairoh, H., & Endri, E. (2024). Macroeconomic and bank-specific factors on non-performing loan: evidence from an emerging economy. Quality-Accessto Success, 25 (199),155–161. DOI:10.47750/QAS/25.199.17

Anwar, C. J., Suhendra, I., Purwanda, E., Salim, A., Rakhmawati, N. A., & Jie, F. (2023). Investigating the relationship between monetary policy, macro-prudential policy and credit risk in Indonesia banking industry. Heliyon, 9(7), e18229. https://doi.org/10.1016/j.heliyon.2023.e18229

Baltagi, B. H. (2021). Econometric Analysis of Panel Data. Springer.

Basuki, A. T., & Prawoto, N. (2016). Analisis Regresi dalam Penelitian Ekonomi & Bisnis: Dilengkapi Aplikasi SPSS & EVIEWS. Yogyakarta: Rajawali Pers.

Bayiley, Y. T. (2022). Assessing Bank Performance Using Malmquist Productivity Index Approach and One-Step System GMM Dynamic Panel Data Model. Open Journal of Business and Management, 10(02), 798–821. https://doi.org/10.4236/ojbm.2022.102045

Beaver, W. H. (1966). Financial Ratios as Predictors of Failure. Journal of Accounting Research, 4, 71–111. https://doi.org/10.2307/2490171

Boyarchenko, N., Favara, G., & Schularick, M. (2022). Financial Stability Considerations for Monetary Policy: Empirical Evidence and Challenges. SSRN Electronic Journal, 1003. https://doi.org/10.2139/ssrn.4035916

Carvalho, P. V. (2020). Macroeconomic determinants of credit risk : Evidence from the Eurozone. July 2019, 1–19. https://doi.org/10.1002/ijfe.2259

Dewi, N., & Pratama, I. 2022. Analisis Efisiensi Operasional Perbankan Indonesia di Tengah Krisis Ekonomi. Jurnal Ekonomi dan Keuangan, 10(1): 45–60. DOI: 10.22225/jek.10.1.2022.45

Fahmi, I. (2021). Analisis Rasio Keuangan dalam Memprediksi Financial Distress pada Perusahaan Perbankan di BEI. Jurnal Ilmiah Akuntansi dan Keuangan.

Firmansyah, A., & Hidayat, R. (2024). Bank Productivity as a Moderating Variable in the Relationship Between Macroeconomic Factors and Financial Distress in Indonesian Banking. Jurnal Ekonomi & Keuangan, 18(1), 55–70.

Fitri, M., & Zaimsyah, A. M. (2022). Macroeconomic Factors Influence the Distribution of Msme. 3(2), 165–174.

Ghossoub, E. (2023). Economic growth, inflation, and banking sector competition. Journal of Financial Stability, 65, 101–118.

Ghozali, I. (2001). Aplikasi Analisis Multivariate Dengan Program SPSS. Semarang: Badan Penerbit Universitas Diponegoro.

Ghozali, I. (2017). Aplikasi Analisis Multivariate dengan Program IBM SPSS 23. Semarang: Badan Penerbit Universitas Diponegoro.

Hadi, M., & Ramadhan, A. (2021). Economic Growth and Banking Financial Distress in Southeast Asia. Asian Economic and Financial Review.

Hapsari, R., & Dewi, F. (2022). Efisiensi Operasional dan Risiko Kebangkrutan Bank di Indonesia. Jurnal Ekonomi dan Bisnis, 14(2), 112–124. https://doi.org/10.21009/jeb.v14i2.3456

Haryanto, S. (2022). Pengaruh Kondisi Ekonomi Terhadap Financial Distress Perbankan di Indonesia. Business and Management Journal, 10(1), 1–10. https://doi.org/10.24853/bjm.10.1.1-10

Hasan, M. T., & Ara, R. (2025). Measuring the financial health using the Altman Z-score model: A case study on listed banks in Bangladesh. Asian Journal of Economics and Empirical Research, 12(1), 40–51. https://doi.org/10.20448/ajeer.v12i1.6825

Hendrawan, M. H., Defung, F., & Wardhani, W. (2023). Un/desired impact of capital buffers: Evidence from Indonesian bank profitability and risk-taking. Cogent Economics and Finance, 11(2). https://doi.org/10.1080/23322039.2023.2245217

Hidayat, A., & Aprianto, A. (2022). Pengaruh Indikator Makroekonomi terhadap Financial Distress Perbankan Indonesia. Jurnal Ekonomi & Perbankan.

Imro Atul Luthfiyah, & Budi Sukardi. (2025). Analisis Determinan Financial Distress pada Bank Umum Syariah di Indonesia : Pendekatan Regresi Logistik Biner dengan Data Panel 2016-2024. Jurnal Nuansa : Publikasi Ilmu Manajemen Dan Ekonomi Syariah, 3(3), 290–302. https://doi.org/10.61132/nuansa.v3i3.1973

Irawan, P., Damayanti, E., Putri Pratama, R., Denita Siagian, L., & Hanggraeni, D. (2025). Operational Risk and Bank Profitability: Analyzing BOPO and Efficiency Ratios in Indonesian Commercial Banks. Jurnal Pendidikan Indonesia, 6(1), 338–346. https://doi.org/10.59141/japendi.v6i1.6775

Ischak, M. (2025). Efisiensi Operasional dan Ketahanan Perbankan terhadap Tekanan Makroekonomi di Indonesia. Jurnal Keuangan dan Perbankan, 29(1), 45–60.

Ischak, S. A., Maarif, M. S., Hermadi, I., & Asikin, Z. (2024). Efficiency and Competitiveness of Banking in Indonesia Based on Bank Core Capital Group. Economies, 12(12). https://doi.org/10.3390/economies12120345

Jannah, S., & Priyono, A. (2024). The Moderating Role of BOPO on Macroeconomic Factors and Bank Soundness Post-Pandemic. International Journal of Finance & Banking Studies, 13(1), 45–59.

Joseph, A., Geetha, E., & Kishore, L. (2025). Impact of Macroeconomic Factors on Bank Stock Returns: Empirical Evidence From India. Investment Management and Financial Innovations,22(1),416–428 https://doi.org/10.21511/imfi.22(1).2025.31

Kanapickien, R. (2022). Macroeconomic Determinants of Credit Risk : Evidence on the Impact on Consumer Credit in Central and Eastern European Countries. 1–62.

Kartika, A., & Wulandari, S. (2020). Pertumbuhan Ekonomi dan Stabilitas Perusahaan. Jurnal Bisnis dan Manajemen.

Kim, J., & Lee, H. (2024). Economic Cycles and Banking Sector Risk: Evidence from Global Markets. Finance Research Letters, 62, 105345.

Koch, J.-A. (2024). Impact of higher federal funds rates on bank risk during higher inflation. Finance Letters / Journal (ScienceDirect).

Linggadjaya, R. I. T., Atahau, A. D. R., Ugut, G. S. S., & Suk, K. S. (2025). The Moderating Role of Capital Adequacy on Bank Specific Characteristics to Sustainable Growth: Evidence From Commercial Banks in Indonesia. SAGE Open, 15(3), 1–21. https://doi.org/10.1177/21582440251353042

Lubis, A. (2023). Pengaruh BI Rate terhadap Kinerja Perbankan di Indonesia. Jurnal Ekonomi dan Bisnis, 18(2), 112–124.

Lubis, A., & Suryani, T. (2023). Pengaruh Inflasi, Suku Bunga, dan Pertumbuhan Ekonomi terhadap Stabilitas Keuangan Perbankan di Indonesia. Jurnal Ekonomi dan Perbankan, 14(2), 115–128.

Mahatir, M., & Faturahman, A. (2022). The Effect of Regional Economic Growth (GRDP) on Bank Bankruptcy Risk Using Altman Z-Score Model: Evidence from Regional Development Banks in Java Island. Jurnal Keuangan dan Perbankan, 26(4), 520– 534.

Mankiw, N. G. (2019). Macroeconomics (10th Edition). Worth Publishers.

Mankiw, N. G. (2021). Macroeconomics (11th ed.). New York: Worth Publishers.

Mariam, M. M., Muhammad Taufiq, & Trian Fisman Adisaputra. (2023). Pengaruh Bi Rate Dan Nilai Tukar Mata Uang Terhadap Profitabilitas Bank Yang Terdaftar Di Bursa Efek Indonesia. Moneta: Jurnal Manajemen & Keuangan Syariah, 2(1), 54– 70. https://doi.org/10.35905/moneta.v2i1.5649

Maudy, M., Andriana, I., Mu’izzuddin, M., & Widiyanti, M. (2024). effect of efficiency and inflation rate on the financial stability of banks in Asean-5 countries. International Research Journal of Management, IT and Social Sciences, 11(4), 110–117. https://doi.org/10.21744/irjmis.v11n4.2447

Masri, D., & Setiawan, H. (2024). The Impact of Post-Pandemic Economic Recovery on Bank Soundness in Indonesia. International Journal of Finance & Banking Studies.

Merton, R. C. (1974). On the Pricing of Corporate Debt: The Risk Structure of Interest Rates. The Journal of Finance, 29(2), 449–470.

Metwally, A. B. M., Yasser, M. M., Ahmed, E. A., & Ali, M. A. S. (2025). Financial and Economic Determinants of Banks Financial Distress in MENA Region. Economies, 13(2). https://doi.org/10.3390/economies13020056

Mishkin, F. S. (2020). The Economics of Money, Banking, and Financial Markets (13th ed.). Pearson.

Nawir, J., Huridi, M. H., Hidayati, S., Indri Arrafi, J., & Hadi, A. R. A. (2025). Does Inflation Influence Banking Performance? – Empirical Evidence from Malaysia and Indonesia. Contemporary Economics, 19(2), 240–253. https://doi.org/10.5709/ce.1897-9254.564

Nguyen, H. (2023). Credit Risk and Financial Performance of Commercial Banks: Evidence from Vietnam. http://arxiv.org/abs/2304.08217

Nguyen, T. V., & Vo, D. H. (2023). Intellectual Capital and Bank Performance: Evidence from ASEAN Countries. Cogent Economics & Finance, 11(1), 2211234.

Ni Kadek Prima Dari, & Anak Agung Gede Suarjaya. (2025). The Effect of NPL, LDR, CAR, NIM, and BOPO on Profitability. International Journal of Asian Business and Management, 4(4), 1021–1040. https://doi.org/10.55927/ijabm.v4i4.470

Nugroho, R. (2012). Analisis Pengaruh Modal Kerja terhadap Profitabilitas pada Perusahaan Manufaktur yang Terdaftar di BEI. Jurnal Ilmu dan Riset Akuntansi, 1(2), 45–56.

Nurrahmi, A. D., Siregar, H., & Bandono, B. (2023). The Effects of Financial Performance and Macroeconomics on Financial Distress in The Energy Sector Before and During Covid-19 Pandemic. Business Review and Case Studies, 4(3), 239–250. https://doi.org/10.17358/brcs.4.3.239

Palupi, R., & Efriyanti, N. (2023). Pengaruh tingkat inflasi dan nilai tukar terhadap risiko pembiayaan bermasalah di perbankan syariah. RIGGS: Journal of Islamic Economics and Finance Research, 4(2), 65-78.

Platt, H., & Platt, M. (2002). Predicting corporate financial distress: Reflections on choice-based sample bias. Journal of Economics and Finance, 26(2), 184–199. https://doi.org/10.1007/BF02755985

Pramesti, I., & Yulianto, A. (2022). Pengaruh Inflasi, Suku Bunga dan Profitabilitas terhadap Financial Distress. Jurnal Ilmu dan Riset Akuntansi.

Priharta, A., & Gani, N. A. (2023). Determinants of bank profitability: Empirical evidence from Republic of Indonesia state-owned banks. Contaduria y Administracion, 69(3), 49–65. DOI: 10.22201/fca.24488410e.2024.4999

Puji Astuti, D. (2024). The Mediating Role of Capital Structure in the Impact of Profitability and Liquidity on Firm Value. Indonesian Journal of Innovation Multidisciplinary Research.

Purba, J. T., & Africa, L. A. (2019). The effect of capital structure, institutional ownership, managerial ownership, and profitability on company value in manufacturing companies. The Indonesian Accounting Review, 9(1), 27–38.

Purba, K. (2019). Perbankan dan Lembaga Keuangan. Medan: CV. Kencana.

Purwanto, S., Perkasa, D. H., & Abadi, F. (2023). Assessment of Banking Conditions on Financial Distress During the Period of COVID-19 in Indonesia. WSEAS Transactions on Business and Economics, 20, 467–474. https://doi.org/10.37394/23207.2023.20.42

Putra, A. & Wulandari, S., 2021. Pengaruh Faktor Makroekonomi terhadap Profitabilitas Bank Umum di Indonesia. Jurnal Akuntansi dan Keuangan Indonesia, 18(2). DOI: 10.21002/jaki.2021.07)

Putra, I. G. A., & Yuliana, N. P. (2023). The Effect of Inflation, Exchange Rate, and Interest Rate on Financial Distress in Indonesian Banking Sector. International Journal of Economics and Finance Studies, 15(2), 78–91. https://doi.org/10.34109/ijefs.v15i2.1123

Putra, R., & Amanda, S. (2023). Pengaruh BOPO dan CKPN terhadap Financial Distress pada Perbankan Indonesia Pasca Pandemi. Jurnal Keuangan dan Perbankan, 27(2), 145-158.

Putri, A., & Yuliana, R. (2024). Pengaruh pertumbuhan ekonomi, inflasi, dan suku bunga terhadap financial distress pada perusahaan perbankan di BEI. Jurnal Ekonomi dan Industri, 9(2), 155–166.

Putri, D., & Rahayu, S. (2021). Pengaruh Inflasi dan BOPO terhadap Kinerja Keuangan Bank. Jurnal Ilmu Ekonomi dan Bisnis.

Putri, D., & Santosa, R. (2023). Transmisi Kebijakan Suku Bunga BI Rate terhadap Risiko dan Kinerja Perbankan Nasional. Jurnal Manajemen Perbankan, 12(3), 201–215.

Putri, M., & Kurniawan, H. (2019). Analisis Pengaruh Faktor Makro dan Mikro terhadap Financial Distress Perbankan. Jurnal Keuangan dan Perbankan

Putri, N., & Arfiansyah, M. (2021). Determinants of Financial Distress in Banking Sector. Jurnal Akuntansi Multiparadigma.

Putri, R., & Haryanto, D. (2022). Transmisi kebijakan moneter dan dampaknya terhadap pertumbuhan ekonomi. Jurnal Ekonomi dan Kebijakan, 15(2), 102–119.

Rahman, A., & Masih, M. (2022). Macroeconomic Determinants of Bank Stability in Emerging Economies. Journal of Economic Studies, 49(5), 1032–1051.

Rahman, F., & Putri, D. A. (2023). Macroeconomic Shocks and Bank Financial Performance During Post-Pandemic Recovery in Indonesia. Jurnal Keuangan dan Perbankan, 27(2), 112–128. https://doi.org/10.26905/jkdp.v27i2.19567

Rahmawati, D., & Surya, D. (2021). Makroekonomi dan Distress Keuangan Perbankan. Journal of Accounting and Business Management, 6(2). https://doi.org/10.35609/jabm.2021.6.2(3)

Rahmawati, E., & Sari, L. (2021). Economic Growth, Efficiency, and Distress Risk in ASEAN Banking. Asian Economic and Financial Review, 11(9), 736–751.

Rokhayati, I., Dwi Purnomo, S., Retnowati, D., Winarto, H., Prabawa, A., & Kencana, H. (2022). Analysis of financial distress in banking companies listed on the indonesian stock exchange. Akuntabel, 19(2), 269–274. https://doi.org/10.30872/jakt.v19i2.11183

Rosadi, D. (2012). Ekonometrika dan Analisis Runtun Waktu Terapan dengan Eviews. Yogyakarta: Andi

Rosalina, L., & Wahyuningsih, D. (2023). Impact of financial inclusion and banking characteristics on banking stability in Indonesia. Jurnal Perspektif Pembiayaan Dan Pembangunan Daerah, 11(1), 79–92. https://doi.org/10.22437/ppd.v11i1.18227

Salas, Mb., Lamothe, P., Delgado, E., Fernández-Miguélez, A. L., & Valcarce, L. (2024). Determinants of Nonperforming Loans: A Global Data Analysis. Computational Economics, 64(5), 2695–2716. https://doi.org/10.1007/s10614-023-10543-8

Santoso, S. (2010). Statistik Parametrik: Konsep dan Aplikasi dengan SPSS.

Sari, D., & Nurmala, R. (2022). Pengaruh Faktor Makroekonomi terhadap Financial Distress pada Sektor Perbankan di Indonesia. Jurnal Akuntansi Multiparadigma, 13(3), 455–468.

Sari, D., & Pratama, A. (2023). Peran Intermediasi Perbankan dan Sensitivitas terhadap Variabel Makroekonomi. Jurnal Keuangan dan Perbankan, 27(1), 45–58.

Sari, E., & Seran, Y. P. (2025). Systematic Literature Analysis of Financial Distress Prediction Methods in the Banking Sector. Jurnal Multidisiplin Sahombu, 5(05), 1112–1118. https://doi.org/10.58471/jms.v5i05

Sari, L., Septiano, R., & Pramadian, B. (2023). Dampak inflasi terhadap fluktuasiharga saham perbankan di Indonesia: Analisis data tahun 2017–2023. Journal of Social and Economic Research (JSER), 6(2), 40-47

Sari, M., & Dewi, K. (2023). Pengaruh kebijakan moneter terhadap pertumbuhan ekonomi di Indonesia. Jurnal Ekonomi & Bisnis, 28(1), 45–58.

Sehgal, S., Mishra, R. K., & Jaisawal, A. (2021). A search for macroeconomic determinants of corporate financial distress. Indian Economic Review, 56(2), 435– 461. https://doi.org/10.1007/s41775-021-00119-4

Setiawan, A., & Fitriani, R. (2023). Exchange Rate, Interest Rate, and Bank Financial Distress. Jurnal Ekonomi dan Keuangan Islam, 15(1). https://doi.org/10.20885/jeki.vol15.iss1.art4

Setiawan, A., & Fitriani, D. (2023). Pengaruh Inflasi, BI Rate, dan Nilai Tukar terhadap Financial Distress pada Sektor Perbankan di Indonesia. Jurnal Akuntansi dan Keuangan Indonesia

Setiawan, F. (2021). Financial Distress Analysis Using Altman Z-Score Model In Sharia Banking In Indonesia. IQTISHODUNA: Jurnal Ekonomi Islam, 10(2), 105–122. https://doi.org/10.36835/iqtishoduna.v10i2.938

Sharma, H., Andhalkar, A., & Ajao, O. (2024). Analysing the Influence of Macroeconomic Factors on Credit Risk in the UK Banking Sector Analysing the Influence of Macroeconomic Factors on Credit Risk in the UK Banking Sector. 3, 63–83.

Shittu, W., Hassan, O. M., & Nawaz, M. A. (2018). Inflation and Financial Sector Stability: Evidence from Developing Economies. Journal of Economic Studies, 45(3), 512–530.

Siamat, D. (2018). Manajemen Lembaga Keuangan: Kebijakan Moneter dan Perbankan (Edisi Revisi). Jakarta: Lembaga Penerbit Fakultas Ekonomi Universitas Indonesia.

Simatupang, A., Manurung, A. H., & Usman, B. (2025). An Analysis Of The Impact Of Financial Distress On Non- Performing Loans And Its Implications For Bank Profitability In Indonesia. 04(03), 1215–1230.

Siregar, E. M. (2023). Analysis of the Effect of Macroeconomic Factors on Financial Distress in Indonesia. International Journal of Multidisciplinary Studies in Social Science & Research (IJMSSSR).

Siswantoro, H. (2024). Financial system stability in Indonesia and its relationship with economic growth before and during the Covid-19 pandemic. Asian Management and Business Review, 4(1). Vol 4 Issue 1, 2024: 1-15. DOI: 10.20885/AMBR.vol4.iss1.art1

Srimindarti, C., Rahmawati, A. R., Hardiningsih, P., & Lisiantara, G. A. (2021). Financial Distress A Case Study of Indonesia. Proceedings of the 3rd International Conference on Banking, Accounting, Management and Economics (ICOBAME 2020), 169(Icobame 2020), 453–457. https://doi.org/10.2991/aebmr.k.210311.090

Srimindarti, C., Wahyuni, S., & Setiawan, D. 2020. Financial Distress Prediction Using Financial Ratios in Indonesian Banking Sector. Jurnal Akuntansi Multiparadigma, 11(3): 543–556. DOI: 10.21776/ub.jamal.2020.11.3.31)

Solow, R. M. (1957). Technical Change and the Aggregate Production Function. The Review of Economics and Statistics, 39(3), 312–320.

https://doi.org/10.2307/1926047

Sufina, L., & Sabelia, A. (2023). Pengaruh Inflasi, BI-7 Days Repo Rate, Risiko Kredit, dan Risiko Likuiditas tentang Kinerja Keuangan Bank Umum Konvensional Tahun 2017-2021. Jurnal Keuangan Dan Perbankan, 20(2022), 81–100.

Sugiyono. (2018). Metode Penelitian Kuantitatif. Bandung: Alfabeta.

Sugiyono. (2019). Metode Penelitian Kuantitatif. Bandung: Alfabeta.

Sugiyono. (2020). Metode Penelitian Kuantitatif. Bandung: Alfabeta.

Sunhaji, Sunardi nardi, dan Holiawati. (2023). Pengaruh Kompetensi Sumber Daya Manusia dan Pemanfaatan Teknologi Informasi terhadap Kualitas Laporan Keuangan Desa. FRKM, 6(1). https://doi.org/10.32493/frkm.v6i1.27723

Suryanto, A. (2022). Pengaruh Suku Bunga terhadap Stabilitas Perbankan di Indonesia. Jurnal Keuangan dan Perbankan, 26(3), 412–425

Suryanto, T. (2022). The Impact of Interest Rate Policy on Bank Stability in Indonesia. Jurnal Ekonomi dan Perbankan, 26(3), 245–258.

https://doi.org/10.20885/jepa.vol26.iss3.art5

Susanti, Putra, R., & Bahtiar, M. D. (2023). Banking performance before and during the Covid-19 pandemic: Perspectives from Indonesia. Cogent Economics and Finance, 11(1). https://doi.org/10.1080/23322039.2023.2202965

Sutanto, H., & Puspitasari, D. (2023). Digital Transformation, Operational Efficiency, and Financial Distress in Indonesian Banking Sector. Jurnal Ilmu Manajemen, 11(2), 145–160.

Syam, A. K. S., & Achmad, B. (2024). JIMEA: Jurnal Ilmiah MEA (Manajemen, Ekonomi, dan Akuntansi), 8(1). https://doi.org/10.31955/mea.v8i1.3754

Trisila, J., & Nabila, R. (2023). Pengaruh pembiayaan syariah terhadap profitabilitas bank dengan BOPO sebagai pemoderasi. Journal of Accounting and Digital Finance, 3(3), 169–181. https://doi.org/10.53088/jadfi.v3i3.826

Tyas, F. R. A., & Sari, S. P. (2021). The Effect of Inflation, Currency Exchange Rates, BI Rate, Money Supply (M2) on Financial Distress in Banking Companies Listed on the Indonesia Stock Exchange. Duconomics Sci-Meet (Education & Economics Science Meet), 1, 252–262. https://doi.org/10.37010/duconomics.v1.5445

Utami, R., & Lestari, F. (2022). Efisiensi Operasional dan Kinerja Keuangan sebagai Determinan Financial Distress. Jurnal Manajemen Keuangan.

Utami, R., & Lestari, F. (2023). Efisiensi Operasional dan Kinerja Keuangan sebagai Determinan Financial Distress pada Bank Umum di Indonesia. Jurnal Ekonomi dan Perbankan, 15(2), 121–136.

Utami, R., & Lestari, F. (2023). Efisiensi Operasional dan Makroekonomi sebagai Determinan Financial Distress pada Bank Umum di Indonesia. Jurnal Ekonomis, 12(2). https://doi.org/10.33087/ekonomis.v12i2.620

Viverita, H. S. (2021). Annual ECOFI Symposium 2021 AES 2021. 133–142.

Widarjono, A. (2007). Ekonometrika: Teori dan Aplikasi untuk Ekonomi dan Bisnis. Yogyakarta: Ekonisia Fakultas Ekonomi Universitas Islam Indonesia.

Wulandari, E., & Sutrisno, B. (2023). Interest Rate, Inflation, and Bank Performance in Indonesia. Jurnal Keuangan dan Perbankan, 27(1), 123–135

Yilmaz, K., & Koyuncu, T. (2022). Economic Growth and Financial Stability: Evidence from the Banking Sector. International Review of Economics & Finance, 82, 112– 125.

Yohana Marnala Marpaung, & Fajra Octrina. (2024). Analysis of Mobile Banking Usage and Other Factors on Banking Productivity in Indonesia Using the Malmquist Productivity Index (MPI) Approach. Journal of Accounting and Finance Management, 5(4), 842–854. https://doi.org/10.38035/jafm.v5i4.804

Yunitasari, C. F., & Setiawan, A. (2023). Moderasi NPF Dalam Memprediksi Profitabilitas Yang Dipengaruhi FDR, BOPO, dan ICG Pada Bank Umum Syariah Di Indonesia. BALANCE: Economic, Business, Management and Accounting Journal, 20(1), 101. https://doi.org/10.30651/blc.v20i1.16635

Yusuf, A., & Harahap, R. (2022). Pengaruh Suku Bunga terhadap Likuiditas dan Kinerja Keuangan Bank. Jurnal Manajemen Bisnis, 18(2).

Zhao, J. (2024). Survey, Classification and Critical Analysis of the Literature on Financial Distress and Bankruptcy Prediction. Journal of Financial Economics Review, 5(1), 12–33.

Zuhroh, I., & Pramesti Regitara Cahyani, F. (2021). Exploring the role of financial ratio and interest rate on banking credit channelling: Data from Indonesia. Jurnal Inovasi Ekonomi, 6(03), 117–122. DOI: 10.22219/jiko.v6i03.17510