DETERMINANTS OF THE Z-SCORE MODEL IN PREDICTING FINANCIAL DISTRESS USING THE RGEC COMPONENT (EMPIRICAL STUDY OF ISLAMIC COMMERCIAL BANKS IN INDONESIA FROM 2012 TO 2023)

Authors

  • Zakira Amelia Rizki Program Studi Perbankan Syariah, Universitas Islan Negeri Sunan Kalijaga Yogyakarta, Yogyakarta, Indonesia.
  • Rosyid Nur Anggara

DOI:

https://doi.org/10.14421/aawvdy46

Keywords:

Financial Distress, RGEC, Z-Score, Islamic Commercial Banks, Bank Health, Banking Risk

Abstract

Purpose: The purpose of this study is to examine the effect of RGEC components, as proxied by the variables NPF, FDR, GCG, ROA, and CAR, on the financial distress of Islamic commercial banks during the period 2012-2023 using the Z-score method.

Design/methodology/approach: The type of data used is quantitative data collected using purposive sampling techniques with balanced panel data regression analysis, classical assumption tests, T-tests, and F-tests. The sample in this study consisted of seven Islamic commercial banks in Indonesia for the period 2012–2023, with a total of 84 data points.

Findings: The results of this study indicate that simultaneously, all independent variables have an effect on financial distress. Meanwhile, partially, the results show that the CAR variable has a significant positive effect on financial distress, the GCG variable has a significant negative effect on financial distress, while the NPF, FDR, and ROA variables have no effect on financial distress.

Theoretical Contribution/Originality: This study provides a theoretical contribution by integrating RGEC components and the Z-score method of Čihák and Hesse (2010) in predicting financial distress in Islamic Commercial Banks in Indonesia for the period 2012–2023. The uniqueness of this study lies in the use of a Z-score model that is more relevant to the banking sector and a long observation period.

Research limitation and implication: This study is limited by the relatively small sample size and the use of secondary data. The implication is that the results of this study emphasize the importance of strengthening corporate governance and capital adequacy as measures to prevent financial distress and can be taken into consideration by Islamic banking management and regulators.

Keywords: Financial Distress, RGEC, Z-Score, Islamic Commercial Banks, Bank Health, Banking Risk

References

Abdullah, A. (2020). Measuring Islamic Bank’s Performance Using CAMELS And RGEC Method Based On Indonesian Financial Services Authority Circular. Journal of Business Management Review, 1(4), 248–258. https://doi.org/10.47153/jbmr14.442020

Africa, L. A. (2019). Financial Distress Prediction Using RGEC Model on Foreign Exchange Banks and Non-Foreign Exchange Banks. Journal of Accounting and Strategic Finance, 2(1), 48–55. https://doi.org/10.33005/jasf.v2i1.34

Agustina D. (2017). Pengaruh Corporate Governance Dan Variabel Keuangan Terhadap Nilai Perusahaan. Jurnal Bisnis Dan Akuntansi, 19(1), 13–26. http://www.tsm.ac.id/JBA

Alvidianita, A., & Rachmawati, L. (2019). Pengaruh RGEC Terhadap Financial Distress Pada Bank Muamalat Indonesia. Jurnal Ekonomi Islam, 2(2), 97–109.

Anggita, M., & Pohan, H. T. (2022). Pengaruh Good Corporate Governance, Financial Distress dan Ukuran Perusahaan Terhadap Integritas Laporan Keuangan: Bahasa Indonesia. Jurnal Ekonomi Trisakti, 2(2),541-554.

Azizuddin, I. (2021). Analysis of the Influence of Financing on the Value of Sharia Banks With Profitability As Intervening Variables. Dinar : Jurnal Ekonomi Dan Keuangan Islam, 8(1), 15–30. https://doi.org/10.21107/dinar.v8i1.10157

Bagus, N. M. M. A., & Wiksuana, I. G. B. (2017). RGEC sebagai Determinasi dalam Menanggulangi Financial Distress pada Perusahaan Perbankan di Bursa Efek Indonesia. E-Jurnal Manajemen, 6(1), 116–145.

Bakhtiar, F. (2019). Analisis Financial Distress Pada Perbankan Syariah di indonesia. 1–77.

Buchdadi, A. D., Nguyen, X. T., Putra, F. R., & Dalimunthe, S. (2020). The effect of credit risk and capital adequacy on financial distress in rural banks. Accounting, 6(6), 967–974. https://doi.org/10.5267/j.ac.2020.7.023

Brigham, E. F., & Houston, J.F. (2011). Dasar-dasar Manajemen Keuangan. Jakarta: Salemba Empat

Cahya, B. T., Zakiyah, R., Rukmini, R., & Kusuma, A. M. (2020). Analisis Tingkat Bagi Hasil Mudharabah: di Tinjau dari Rasio Return on Assets (ROA), Financial to Deposit Ratio (FDR) dan Biaya Operasional dari Pendapatan Operasional (BOPO) (Studi pada Bank Umum Syariah di Indonesia Periode 2014-2018). Jurnal Ilmiah Ekonomi Islam, 6(2), 321. https://doi.org/10.29040/jiei.v6i2.1003

Choirina, P. M., Nur, E., & Yuyetta, A. (2015). Analisis Faktor-Faktor Yang Mempengaruhi Probabilitas Financial Distress Perbankan Indonesia. 4, 1–9.

Čihák, M., & Hesse, H. (2010). Islamic Banks and Financial Stability: An Empirical Analysis. Journal of Financial Services Research, 38(2), 95–113. https://doi.org/10.1007/s10693-010-0089-0

Dita, F. R., & Andayani, S. (2023). Opinion Shopping as Moderating Influence of Financial Distress, Audit Client Tenure and Auditor’s Reputation on Going Concern Audit Opinion. Sustainable Business Accounting and Management Review, 5(2), 55–77. https://doi.org/10.61656/sbamr.v5i2.60

Djariyah, A., Cahyaningtyas, S. R., & Isnaini, Z. (2023). Influence of Bank Health Level Using RGEC on Financial Distress of Banks in Indonesia. ALEXANDRIA (Journal of Economics, Business, & Entrepreneurship), 4(2), 82–87. https://doi.org/10.29303/alexandria.v4i2.462

Emrinaldi, N. D. (2007). Analisis pengaruh praktek tata kelola perusahaan (corporate governance) terhadap kesulitan keuangan perusahaan (financial distress): suatu kajian empiris. In Jurnal Bisnis dan Akuntansi (Vol. 9, Issue 1, pp. 88–108).

Ermar, F. H., & Suhono, S. (2021). Pengaruh RGEC (Risk Profile, Good Corporate Governance Earning, Capital) terhadap Financel Distress. Owner: Riset Dan Jurnal Akuntansi, 5(1), 107–118. https://doi.org/10.33395/owner.v5i1.320

Fitriana, P., Darmawati, & Pratiwi, A. (2022). The Effect of RGEC on Financial Distress in Islamic Commercial Banks. EkBis: Jurnal Ekonomi Dan Bisnis, 6(2), 100–111. https://doi.org/10.14421/ekbis.2022.6.2.1578

Haq, H. I., & Harto, P. (2019). Pengaruh Tingkat Kesehatan Bank Berbasis RGEC Terhadap Financial Distress (Studi pada Perusahaan perbankan yang terdaftar di BEI tahun 2015-2017). Diponegoro Journal of Accounting, 8(1), 1–12. http://ejournal-s1.undip.ac.id/index.php/accounting

Harahap, C. P. (2016). Analisis Rasio Likuiditas Dan Profitabilitas Dalam Memprediksi Kondisi Financial Distress Perusahaan Manufaktur Subsektor Logam Dan Sejenisnya Yang Terdaftar Di Bursa Efek Indonesia (BEI). Doctoral Dissertation, IAIN Padangsidimpuan, 5(8), 1–108.

Hariono, A. F., & Azizuddin, I. (2022). Analisis Kinerja Keuangan terhadap Financial Distress pada Bank Umum Syariah di Indonesia Periode 2016-2020. Jurnal Ekonomi Syariah Teori Dan Terapan, 9(2), 273–285. https://doi.org/10.20473/vol9iss20222pp273-285

Hijriyani, N. Z., & Setiawan, S. (2017). Analisis Profitabilitas Perbankan Syariah di Indonesia sebagai Dampak dari Efisiensi Operasional. Jurnal Kajian Akuntansi, 1(2), 194–209. https://doi.org/10.33603/jka.v1i2.823

Humaira, J., Barnas, B., & Kristianingsih, K. (2021). Pengaruh Kinerja Keuangan dan Penerapan GCG terhadap Potensi Kebangkrutan pada PT Bank Muamalat Indonesia Tbk. Journal of Applied Islamic Economics and Finance, 1(2), 373–383. https://doi.org/10.35313/jaief.v1i2.2471

Jensen, M., & Meckling, W. (2012). Theory of the firm: Managerial behavior, agency costs, and ownership structure. The Economic Nature of the Firm: A Reader, Third Edition, 283–303. https://doi.org/10.1017/CBO9780511817410.023

Kasmir (2014). Analisis Laporan Keuangan. Depok: PT Raja Grafindo

Khiswaradewi, D., Eko Sujianto, A., Mashudi, M., Huda, Q., & Nurohman, D. (2023). Assessment of Bank Health Level Using RGEC Method and Its Impact on Islamic Financial Distress. International Journal of Social Health, 2(6), 362–376. https://doi.org/10.58860/ijsh.v2i6.56

Kowanda, D., Pasaribu, R. B. F., & Firdaus, M. (2015). Financial distress prediction on public listed banks in Indonesia stock exchange. Interdisciplinary Behavior and Social Sciences - Proceedings of the 3rd International Congress on Interdisciplinary Behavior and Social Sciences, ICIBSoS 2014, 333–338. https://doi.org/10.1201/b18146-60

Kuncoro, S., & Agustina, L. (2017). Jurnal Analisis Akuntansi Faktor-Faktor Untuk Memprediksi Kondisi Financial Distress Perbankan Yang Terdaftar Di Bursa Efek Indonesia Artikel History. Accounting Analysis Journal, 6(1), 39–47. http://journal.unnes.ac.id/sju/index.php/aaj

Kushariadi, B., & Putra, R. nur. (2018). Good Corporate Governance, Leverage, Ukuran Perusahaan Dan Tax Avoidance. JIFA (Journal of Islamic Finance and Accounting), 1(2), 1–18. https://doi.org/10.22515/jifa.v1i2.1401

Limbong, N. D., Kristiana, D. R., & Hatta, A. J. (2022). Potensi Financial Distress Pada Bank Umum Berbasis RGEC. JIMAT (Jurnal Ilmiah Mahasiswa Akuntansi ) Universitas Pendidikan Ganesha, 13(03), 973–983.

Mahmud, A. J., & Waskito, I. (2021). Analisis Pengaruh Kinerja Keuangan Dan Good Corporate Governance Terhadap Financial Distress (Studi Kasus Pada Perusahaan Perbankan Di BEI Tahun. Jurnal Riset Mahasiswa Akuntansi, 1(4), 55–66. https://www.jurnal.fe.unram.ac.id/index.php/risma/article/view/107%0Ahttps://www.jurnal.fe.unram.ac.id/index.php/risma/article/download/107/87

Mayangsari, R. (2018). Pengaruh Struktur Modal, Keputusan Investasi, Kepemilikan Manajerial, dan Komite Audit terhadap Nilai Perusahaan Aneka Industri yang Listing di Bursa Efek Indonesia Periode 2012-2016. Jurnal Ilmu Manajemen, 6(4), 477–485.

Muannasa, A., Muntazeri, E. N., & Rahmawati, L. (2023). The Influence of NPF, ROA, CAR and FDR On The Financial Distress Of Sharia Bank in The Indonesia Period 2017-2022. Jurnal BAABU AL-ILMI: Ekonomi Dan Perbankan Syariah, 8(1), 33. https://doi.org/10.29300/ba.v8i1.11059

Mugiarti, T., & Mranani, M. (2020). Pengaruh Risk Profile, Good Corporate Governance, Earnings and Capital (RGEC), Dan Bopo Terhadap Pencegahan Financial Distress (Studi Empiris pada Bank Umum Syariah Tahun 2015-2018). Prosiding 2nd Business and Economics Conference In Utilizing of Modern Technology ISSN 2662-9404, 407–425. http://eprintslib.ummgl.ac.id/id/eprint/639

Muhammad. (2005). Bank Syari’ah Problem dan Prospek Perkembangan di Indonesia Edisi Pertama. Penerbit Graha Ilmu, 1–12.

Nisak, W. H. (2021). Pengaruh Rasio RGEC, Bank Size, Market Value, serta Variabel Makroekonomi terhadap Prediksi Financial Distress Menggunakan CD-Index. Jurnal Ilmu Manajemen, 9(2), 342. https://doi.org/10.26740/jim.v9n2.p342-358

Nurazi, R., & Evans, M. (2005). An Indonesian study of the use of CAMEL (S) ratios as predictors of bank failure. Journal of Economic & Social Policy, 10(1), 143-167

Pamungkas, D. R. W., Hadiani, F., & Purbayati, R. (2021). Analisis Fakor Internal dan Eksternal yang Memengaruhi Financial Distress Bank Umum Syariah Periode 2014-2018. Journal of Applied Islamic Economics and Finance, 1(2), 446–457. https://doi.org/10.35313/jaief.v1i2.2477

Patricia, C., Setijaningsih, H. T., & Verawati, V. (2024). Analysis of the Influence of Bank Health Level With Rgec Method on Financial Distress Using Altman Z-Score Method. International Journal of Application on Economics and Business, 2(2), 3328–3340. https://doi.org/10.24912/ijaeb.v2i2.3328-3340

Permana, B. A. (2012). Analisis tingkat kesehatan bank berdasarkan metode CAMELS dan Metode RGEC. Jurnal Akuntansi Akunesa, 1(1), 1–21. https://doi.org/10.53625/juremi.v2i6.5792

Prabawati, N. P. S., Pradnyani, N. D. A., & Suciwati, D. P. (2021). Pengaruh RGEC (Risk Profile, Good Corporate Governance, Earnings, dan Capital) terhadap Nilai Perusahaan (Studi Kasus Perusahaan Perbankan di BEI 2016-2018). Jurnal Bisnis Dan Kewirausahaan, 17(1), 78–85. https://doi.org/10.31940/jbk.v17i1.2257

Prianti, F., & Musholifah, M. (2018). Pengaruh RGEC dan Variabel Makroekonomi Terhadap Banking Distress dengan Menggunakan CD Indeks di Indonesia. Jurnal Ilmu Manajemen, Volume 6, 342–358.

Putri, N. K. A. P., Wiagustini, L. P., & Abundanti, N. N. (2018). Pengaruh Npl, Car Dan Bopo Terhadap Profitabilitas Pada Bpr Di Kota Denpasar. E-Jurnal Manajemen Universitas Udayana, 7(11), 6212. https://doi.org/10.24843/ejmunud.2018.v07.i11.p15

Restiana, D., & Segarawasesa, F. S. (2023). Determinan Financial Distress Pada Perbank Syariah di Indonesia Tahun 2015-2019. J-CEKI : Jurnal Cendekia Ilmiah, 2(6), 546–554. https://doi.org/10.56799/jceki.v2i6.2013

Riani, S., Yurniwati, Y., & Putriana, V. T. (2022). Analisis Pengaruh Sukuk dan Sukuk Berkelanjutan terhadap Reputasi Perusahaan. Ekonomis: Journal of Economics and Business, 6(1), 319. https://doi.org/10.33087/ekonomis.v6i1.535

Riyadi, S., & Yulianto, A. (2014). Pengaruh pembiayaan bagi hasil, pembiayaan jual beli, financing deposit to ratio (FDR) dan non performing financing (NPF) terhadap profitabilitas bank umum syariah di Indonesia. Acounting Analysis Journal, 3(4), 466–474.

Rizqi, A. F., & Sunarsih, S. (2022). Faktor-faktor yang mempengaruhi financial distress bank syariah yang terdaftar di OJK tahun 2016-2020 SERAMBI. Jurnal Ekonomi Manajemen Dan Bisnis Islam, 4(3), 223–238. https://doi.org/10.36407/serambi.v4i3.738

Rohiman, S. F. (2019). Pengaruh Inflasi, Nilai Tukar Dan Suku Bunga Terhadap Financial Distress (Studi Pada Semua Perusahaan Yang Terdaftar Di Bursa Efek Indonesia Periode 2013-2017) (pp. 186–195).

Sadida, B. D. (2018). Risk Profile , Good Corporate Governance , Earnings , and Capital ( RGEC ) Sebagai Prediktor Terhadap Kondisi Financial Distress Pada Perusahaan Perbankan. Jurnal Manajemen Bisnis IndonesiaBisnis Indonesia, 7(4), 347–357.

Sari, D., & Indrarini, R. (2020). Pengaruh Rasio Keuangan Terhadap Resiko Financial Distress Perbankan Syariah di Indonesia Dengan Pendekatan Bankometer. Jurnal Ilmiah Ekonomi Islam, 6(3), 557. https://doi.org/10.29040/jiei.v6i3.1191

Sari, N., Fatimah, F., & Harjoni, H. (2023). Konsep Dan Permasalahan Bagi Hasil Pada Perbankan Syariah Di Indonesia. Qusqazah, 2(2), 65–82. http://e-journal.iainptk.ac.id/index.php/qusqazah/article/view/2647

Segarawasesa, F. S. (2021). Analysis of factors affecting sharia compliance levels in sharia banks in Indonesia. Asian Journal of Islamic Management (AJIM), 3(1), 56–66. https://doi.org/10.20885/ajim.vol3.iss1.art6

Setyowati, W., & Sari Nanda, N. R. (2019). Pengaruh Likuiditas, Operating Capacity, Ukuran Perusahaan Dan Pertumbuhan Penjualan Terhadap Financial Distress (Studi Pada Perusahaan Manufaktur Yang Terdaftar Di Bei Tahun 2016-2017). Jurnal Magisma, 4(2), 618–624.

Sjahril, R., Priharta, A., Alfian, A. M., Hermiyetti, P., & Alfianparewangi, A. M. (2014). Modeling Financial Distress: The Case of Indonesian Banking Industry. EcoMod Conference Proceedings., 1–23. https://ssrn.com/abstract=3053731https://ssrn.com/abstract=3053731Electroniccopyavailableat:https://ssrn.com/

Spence Michael. (1973). job market signaling. In Uncertainty in economics. Academic Press, 87(3), 355–374. http://www.jstor.org/stable/1882010

Sriyanto, & Agustina, Y. (2020). Pengaruh ROA, BOPO, NPL, dan LDR terhadap Financial Distress pada Perusahaan Sektor Perbankan. Indonesian Journal of Economic Application, 2(2), 76–85. http://ojs.itb-ad.ac.id/index.php/IJEA

Sudirman, I. W. (2013). Manajemen Perbankan: Menuju Bankir Konvensional yang Profesional (pp. 109–111). Kencana Prenada Media Group.

Suhartanto, R. A., Ilat, V., & Budiarso, N. S. (2022). Pengaruh Non Performing Loan, Loan to Deposit Ratio, Return On Asset, dan Capital Adequacy Ratio Terhadap Prediksi Potensi Financial Distress (Studi Empiris Pada Bank BUMN di Indonesia Periode 2014-2021). GOODWILL: Jurnal Riset Akuntansi Dan Auditing, 13(1), 126–140.

Suot, L. Y., & Koleangan, R. A. M. (2020). Analisis Rasio Keuangan Dalam Memprediksi Kondisi Financial Distress Pada Industri Perbankan Yang Terdaftar Di Bursa Efek Indonesia. Palandeng… 501 Jurnal EMBA, 8(1), 501–510.

Susanto, E., Kalsum, U., Ikhtiari, K., & Muslim, M. (2021). Determinan Audit Report Lag. SEIKO : Journal of Management & Business, 4(2), 48–60. https://doi.org/10.37531/sejaman.v4i2.1191

Tarjo, T. (2022). The The Impact of Annual Report Readability on Agency Costs: Internal Control as Moderating Variable. Journal of Accounting, Business and Management (JABM), 29(1), 96. https://doi.org/10.31966/jabminternational.v29i1.831

Theodorus, S., & Artini, L. G. S. (2018). Studi Financial Distress pada Perusahaan Perbankan Fakultas Ekonomi dan Bisnis Universitas Udayana ( Unud ), Bali , Indonesia. Jurnal Manajemen, 7(5), 2710–2732.

Triwahyuningtias, M. (2012). Analisis Pengaruh Struktur Kepemilikan, Ukuran Dewan, Komisaris Independen, Likuiditas, Dan Laverage Terhadap Terjadinya Financial Distress. Semarang , Universitas Diponogoro, 1–81.

Ukhriyawati, C. F., Arifin, A., & Mulyati, S. (2021). Pengaruh kinerja keuangan dalam memprediksi kondisi financial distress pada perbankan yang terdaftar di bursa efek Indonesia. BENING, 8(2), 256–273.

Usman, S. N., Rinofah, R., & Maulida, A. (2022). Pengaruh Good Corporate Governance terhadap Financial Distress pada Perusahaan Manufaktur yang terdaftar di BEI. Jurnal Kolaboratif Sains, 5(3), 406–413.

Wardhani, R. (2007). Mekanisme Corporate Governance Dalam Perusahaan Yang Mengalami Permasalahan Keuangan. Jurnal Akuntansi Dan Keuangan Indonesia, 4(1), 95–114. https://doi.org/10.21002/jaki.2007.05

Widiyanto, N. R., & Dwijayanti, P. F. (2022). Pengaruh Risk Profile , Komite Audit , Dan Capital Terhadap Financial Distress. Jurnal Ilmiah Mahasiswa Akuntansi, 11(1), 38–47.

Wijayanti, K. N., Sari, I. A., & Indriasih, D. (2018). Pengaruh Risk Profile, Good Corporate Governance, Earnings, dan Capital Terhadap Prediksi Financial Distress Pada Bank Perkreditan Rakyat. Permana : Jurnal Perpajakan, Manajemen, Dan Akuntansi, 10(1), 87–106. https://doi.org/10.24905/permana.v10i1.69

Wulandari, S. (2020). Analisis Pengaruh Capital Adequacy Ratio (Car), Financing Deposit Ratio (Fdr), Non Performing Financing (Npf), Biaya Operasional Pendapatan Operasional (Bopo), Dan Profitabilitas (Roa) Terhadap Financial Distress. IAIN Salatiga, 63010160030, 128. http://e-repository.perpus.iainsalatiga.ac.id/id/eprint/9764

Yati, S., & Afni Patunrui, K. I. (2017). Analisis Penilaian Financial Distress Menggunakan Model Altman (Z-Score) Pada Perusahaan Farmasi Yang Terdaftar Di Bursa Efek Indonesia Periode 2013-2015. JURNAL AKUNTANSI, EKONOMI Dan MANAJEMEN BISNIS, 5(1), 55. https://doi.org/10.30871/jaemb.v5i1.275

Yuliani, S. M., & Haryati, T. (2022). Pengaruh RGEC (Risk Profile, Good Corporate Governance, Earnings and Capital) terhadap Financial Distress Perusahaan Perbankan di Indonesia. Al-Kharaj : Jurnal Ekonomi, Keuangan & Bisnis Syariah, 5(1), 453–368. https://doi.org/10.47467/alkharaj.v5i1.1719

Zaki, E., Bah, R., & Rao, A. (2011). Assessing probabilities of financial distress of banks in UAE. International Journal of Managerial Finance, 7(3), 304–320. https://doi.org/10.1108/17439131111144487

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2026-06-23 — Updated on 2026-03-31

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DETERMINANTS OF THE Z-SCORE MODEL IN PREDICTING FINANCIAL DISTRESS USING THE RGEC COMPONENT (EMPIRICAL STUDY OF ISLAMIC COMMERCIAL BANKS IN INDONESIA FROM 2012 TO 2023). (2026). Journal of Islamic Banking: Student Insight, 2(1), 1-19. https://doi.org/10.14421/aawvdy46