Pengaruh Profitabilitas, Efisiensi & Covid-19 Terhadap Kredit Bermasalah Pada Ukuran Perusahaan Pada Tahun 2018-2021 Sebagai Variabel Moderating
DOI:
https://doi.org/10.47313/pjsh.v8i1.1752Keywords:
profitabilitas, efisiensi, pandemi covid-19, ukuran perusahaan, NPL.Abstract
The purpose of this research is to examine the relationship between profitability ratios (ROA), efficiency ratios (BOPO), the Covid-19 pandemic & firm size, and banking non-performing loans (NPL). The study population consisted of Indonesia Stock Exchange (IDX)-listed banking issuers from 2018 to 2021. The method of sampling was purposive, with the researcher establishing the criteria for selecting a sample of 17 banking companies, and the methodology was panel data regression with the Random Effect Model (REM). The study found that the profitability ratio (ROA) and Covid-19 partially have no significant effect on NPL, but in the other hand, the efficiency ratio (BOPO) and the firm size negatively impacting NPL. Furthermore, the size of a company can moderates the outcome of profitability (ROA) on NPL, then, it strengthens the influence between the two variables. The effect of efficiency ratio (BOPO) on NPL cannot be moderated by firm size while the impact Covid-19 pandemic on NPL can be moderated by firm size in the term of strengthening influence between variables. Conclusion: It is critical for commercial banks in Indonesia to maintain a healthy financial ratio in order to control non-performing loans.
Penelitian ini bertujuan untuk menguji hubungan antara rasio profitabilitas (ROA), rasio efisiensi (BOPO), pandemi COVID-19 & ukuran perusahaan, dan kredit bermasalah (Non Performing Loan/NPL) perbankan sebagai variabel dependen. Populasi dalam penelitian ini adalah perusahaan perbankan yang terdaftar di Bursa Efek Indonesia (BEI) dari tahun 2018 sampai dengan tahun 2021. Metode pengambilan sampel adalah purposive, dimana peneliti menetapkan kriteria untuk memilih sampel sebanyak 17 perusahaan perbankan, dan metodologi yang digunakan adalah regresi data panel dengan Random Effect Model (REM). Studi ini menemukan bahwa rasio profitabilitas (ROA) dan Covid-19 secara parsial tidak berpengaruh signifikan terhadap NPL, namun pada sisi yang lain, hasil rasio efisiensi (BOPO) dan ukuran perusahaan berpengaruh secara negatif terhadap NPL. Selanjutnya, ukuran perusahaan dapat memoderasi pengaruh profitabilitas (ROA) terhadap NPL, kemudian ukuran perusahaan memperkuat pengaruh antara kedua variabel tersebut. Pengaruh rasio efisiensi (BOPO) terhadap NPL tidak dapat dimoderasi oleh ukuran perusahaan sedangkan dampak pandemi Covid-19 terhadap NPL dapat dimoderasi oleh ukuran perusahaan dalam hal penguatan pengaruh antar variabel. Kesimpulan: Sangat penting bagi bank umum di Indonesia untuk menjaga rasio keuangan yang sehat untuk mengendalikan kredit bermasalah.
References
Abyanta, N. P., Kepramareni, P., & Ardianti, P. N. H. (2019). Analisis faktor-faktor yang mempengaruhi non performing loan pada perusahaan perbankan di bei periode 2016–2018. Kharisma: Kumpulan Hasil Riset Mahasiswa Akuntansi, 1(1), 1–16.
Abid, L., Ouertani, M. N., & Zouari-Ghorbel, S. (2014). Macroeconomic and Bank-specific Determinants of Household’s Non-performing Loans in Tunisia: A Dynamic Panel Data. Procedia Economics and Finance, 13, 58–68. https://doi.org/10.1016/s2212- 5671(14)00430-4
Accornero, M., Alessandri, P., Carpinelli, L., & Sorrentino, A. M. (2017). Non-performing loans and the supply of bank credit: Evidence from Italy. Occasional Papers Banca d’Italia, 374, 1–39.
Ahmad, F. (2015). “Explanatory power of bank specific variables as determinants of non-performing loans: evidence from Pakistan banking”, World Applied Sciences Journal, Vol. 22 January 2013, pp. 1220-1231, doi: 10.5829/idosi.wasj.2013.22.09.1908.
Ahmad, F. and Bashir, T. (2013). “Explanatory power of bank specific variables as determinants of non-performing loans: evidence form Pakistan banking sector”, World Applied Sciences Journal, Vol. 22 No. 9, pp. 1220-1231.
Alton, R.G. and Hazen, J.H. (2001). “As economy flounders, do we see a rise in problem loans”, Federal Reserve Bank of St. Louis, Vol. 11 No. 4, pp. 45-65.
Aiyar, S., Bergthaler, W., Garrido, J. M., Ilyina, A.,Jobst, A., Kang, K., Kovtun, D., Liu, Y., Monaghan, D., & Moretti, M. (2015). A strategy for resolving Europe’s problem loans (pp. 15/19). IMF Staff Discussion Note.
Anwar, M. (2018). Cost efficiency performance of Indonesian banks over the recovery period: A stochastic frontier analysis. The Social Science Journal, https://doi.org/10.1016/ j.soscij.2018.08.002.
Apergis, Nicholas. (2022). Convergence in non-performing loans across EU banks: The role of COVID-19, Cogent Economics & Finance, 10:1, 2024952, DOI: 10.1080/23322039.2021.2024952.
Aussilloux, V., Baiz, A., Garrigue, M., Martin, P., & Mavridis, D. (2021, February 19). Fiscal plans in Europe: No divergence but no coordination. VoxEU.org.
Ayuni, S., & Situmorang, B. (2021, November). Comparison Analysis of LDR, NPL, ROA, CAR, and OER Before and During the Covid-19 Pandemic Period. In International Conference on Management, Business, and Technology (ICOMBEST 2021) (pp. 9-16). Atlantis Press.
Bank Indonesia. (2001). Surat Edaran Bank Indonesia Nomor 3/30/DPNP tanggal 14 Desember 2001
Benthem, C.S. (2017). The Relation Among Non-performing Loans, Operating Efficiency, and Capitalization in Commercial Banking, University of Twente, Enschede, Netherlands.
Berger, A.N. and DeYoung, R. (1997). “Problem loans and cost efficiency”, Journal of Banking and Finance, Vol. 21, pp. 1-28.
Boudriga, A., Taktak, N.B. and Jellouli, S. (2010a). “Bank specific, business and institutional environment determinants of banks nonperforming loans: evidence from mena countries”, Economic Research Forum, Working Paper, pp. 1-28.
Chaibi, H., & Ftiti, Z. (2015). Credit risk determinants: Evidence from a cross-country study. Research in International Business and Finance, 33, 1–16. https://doi.org/10.1016/j.ribaf.2014.06.001.
Christine, D., Wijaya, J., Chandra, K., Pratiwi, M., Lubis, M. S., & Nasution, I. A. (2019). Pengaruh Profitabilitas, Leverage, Total Arus Kas dan Ukuran Perusahaan terhadap Financial Distress pada Perusahaan Property dan Real Estate yang Terdapat di Bursa Efek Indonesia Tahun 2014–2017. Jesya (Jurnal Ekonomi & Ekonomi Syariah), 2(2), 340–350. https://doi.org/10.36778/jesya.v2i2.102
Demmou, L., Calligaris, S., Franco, G., Dlugosch, D., McGowan, M. A., & Sakha, S. (2021). Insolvency and debt overhang following the COVID-19 outbreak: Assessment of risk and policy responses. Covid Economics, 69(1), 87–108.
Dimitrios, A., Helen, L. and Mike, T. (2016). “Determinants of non-performing loans: evidence from Euro-area countries”, Finance Research Letters, Elsevier, Vol. 18, pp. 116-119, doi: 10.1016/j.frl.2016.04.008.
Ekanayake, E. M. N., & Azeez A. (2015). Determinants of Non-Performing Loans in Licensed Commercial Banks: Evidence from Sri Lanka. Asian Economic and Financial Review, 5(6), 868–882. https://doi.org/10.18488/journal.aefr/2015.5.6/102.6.868.882.
Ekarina & Fedrichson. (2020). Peran Bank Sentral di Tengah Pandemi COVID-19. https://www.bi.go.id/id/publikasi/laporan/Documents/6.Bab-3__Artikel_III-2020.pdf.
El-Maude, J. G., Abdul-Rahman, A., & Ibrahim, M. (2017). Determinants of Non-Performing Loans in Nigerias Deposit Money Banks. Archives of Business Research, 5(1). https://doi.org/10.14738/abr.51.2368.
Fiordelisi, F., Marques-Ibanez, D. and Molyneux, P. (2011). “Efficiency and risk in European banking”, Journal of Banking and Finance, Elsevier, Vol. 35 No. 5, pp. 1315-1326.
Gabeshi, K. (2017). The Impact of Macroeconomic and Bank Specific Factors on Albanian Non-Performing Loans Publication Info. Turkey) EJSDR, 2(1), 95–102.
Ghosh, A. (2015). “Banking-industry specific and regional economic determinants of non-performing loans: evidence from US states”, Journal of Financial Stability, Elsevier B.V., Vol. 20, pp. 93-104, doi: 10.1016/j.jfs.2015.08.004.
Godlewski, C.J. (2008). “Bank capital and credit risk taking in emerging market economies”, Journal of Banking Regulation, Vol. 6 No. 2, pp. 128-145, doi:10.1057/palgrave.jbr.2340187.
Handley, N.J. (2010). “Growth in a time of debt”, CFA Digest, Vol. 40 No. 3, pp. 19-20, doi: 10.2469/dig.v40.n3.19.
Hue, N.T.M. (2015). “Non-performing loans: affecting factor for the sustainability of vietnam commercial banks”, Journal of Economics and Development, Vol. 17 No. 1, pp. 93-106.
Ivanovic, M. (2016). “Determinants of credit growth: the case of montenegro”, Journal of Central Banking Theory and Practice, Vol. 5 No. 2, pp. 101-118, doi: 10.1515/jcbtp-2016-0013.
Kalemli-Ozcan, S., Gourinchas, P. O., Penciakova, V., & Sander, N. (2020). COVID-19 and SME Failures, International, Monetary Fund, Working paper WPIEA2020.
Kinanti, S. A. (2017). Pengaruh BOPO, LDR, dan ROA terhadap NPL pada bank persero yang terdaftar di bursa efek indonesia (BEI) periode 2006–2012. Jurnal Ilmu Manajemen, 5(1), 1–9. https://jurnalmahasiswa.unesa.ac.id/index.php/jim/article/view/18419/16794
Kirui, S. (2014), “The effect of non performing loans on profitability of commercial banks in Kenya”, Research Submitted For Master Degree Programme, University of Nairobi, Kenya.
Kumar, V. and Kishore, M.P. (2019). “Macroeconomic and bank specific determinants of non-performing loans in UAE conventional bank”, Journal of Banking and Finance Management, Vol. 2 No. 1, pp. 1-12.
Kusnandar, Viva Budy. (2021).https://databoks.katadata.co.id/datapublish/2021/10/11/nominal-kredit-bermasalah-perbankan-tertinggi-dalam-sejarah
Kusuma, E. C., & Haryanto, A. M. (2016). Analisis pengaruh variabel kinerja bank (car, roa,bopo dan ldr), serta pertumbuhan kredit dankualitas kredit terhadapnon performing loan(npl). Diponegoro Journal of Management, 5(4), 1–13. https://ejournal3.undip.ac.id/ index.php/djom/article/view/17884/16957
Lu, W., & Whidbee, D. (2013). Bank structure and failure during the financial crisis. Journal of Financial Economic Policy, 5(3), 281–299. https://doi.org/10.1108/JFEP-02-2013-0006
Louzis, D.P., Vouldis, A.T. and Metaxas, V.L. (2012). “Macroeconomic and bank-specific determinants of non-performing loans in Greece: a comparative study of mortgage, business and consumer loan portfolios”, Journal of Banking and Finance, Elsevier B.V., Vol. 36 No. 4, pp. 1012-1027, doi: 10.1016/j.jbankfin.2011.10.012.
Makri, V., Tsagkanos, A. and Bellas, A. (2014). “Determinants of non-performing loans: the case of Eurozone”, Panoeconomicus, Vol. 61 No. 2, pp. 193-206.
Moradi, Z.S., Mirzaeenejad, M. and Geraeenejad, G. (2016). “Effect of bank-based or market-based financial systems on income distribution in selected countries”, Procedia Economics and Finance, Elsevier B.V., Vol. 36 No. 16, pp. 510-521, doi: 10.1016/s2212-5671(16)30067-3.
Ornelas, E. (2020, March 28). Managing economic lockdowns in an epidemic. VoxEU.org.
Oredegbe, A. (2020). Cost Efficiency Determinants: Evidence from the Canadian Banking Industry. International Journal of Business and Management, 15(1), 86 - 91
Otoritas Jasa Keuangan (OJK). 2020. Peraturan Otoritas Jasa Keuangan Republik Indonesia Nomor 11 /POJK.03/2020 tentang Stimulus Perekonomian Nasional Sebagai Kebijakan Countercyclical Dampak Penyebaran Coronavirus Disease 2019. https://www.kemenkeu.go.id/media/14810/ pojk-11-2020.pdf.
Otoritas Jasa Keuangan. (2022). Retrived from https://www.ojk.go.id/id/kanal/perbankan/data-dan-statistik/statistik-perbankan-indonesia/default.aspx.
Partovi, Elmira & Matousek, Roman. (2019). Bank efficiency and non-performing loans: Evidence from Turkey. Research in International Business and Finance, 48, pp. 287-309. doi: 10.1016/j.ribaf.2018.12.011.
Rachman, R.A., Kadarusman, Y.B., Anggriono, K. and Setiadi, R. (2018). “bank-specific factors affecting non-performing loans in developing countries: case study of Indonesia”, The Journal of Asian Finance, Economics and Business (JAFEB), Vol. 5 No. 2, pp. 35-42.
Rajan, R. (1994). “Why bank credit policies fluctuate”, The Quarterly Journal of Economics, Vol. 2 No. 109, pp. 399-441.
Rajan, R., & Dhal, S. C. (2003). Non-performing loans and terms of credit of public sector banks in India: An empirical assessment. Reserve Bank of India Occasional Papers, 24, 81–121
Salas, V., & Saurina, J. (2002). Credit risk in two institutional regimes: Spanish commercial and savings banks. Journal of Financial Services Research, 22(3), 203–224. doi:10.1023/A:1019781109676
Saputra, K. W. S., & Ramantha, I. W. (2017). Pengaruh profitabilitas dan ukuran perusahaan terhadap ketepatan waktu pelaporan keuangan dengan opini audit sebagai pemoderasi. E-Jurnal Akuntansi Universitas Udayana, 20(2), 1592–1620. https://doi.org/10.24843/ EJA. 2017. v20. i02.p26
Sharma, P., Leung, T. Y., Kingshott, R. P. J., Davcik, N. S., & Cardinali, S. (2020). Managing uncertainty during a global pandemic: An international business perspective. Journal of Business Research, 116, 188–192. https://doi.org/10.1016/j.jbusres.2020.05.026
Sihombing, Pardomuan. (2018). Corporate Financial Management. PT. Penerbit IPB Pres: Bogor.
Soedarmono, W., Machrouh, F. and Tarazi, A. (2011). “Journal of Asian Economics Bank market power, economic growth and financial stability: evidence from Asian banks”, Journal of Asian Economics, Elsevier, Vol. 22 No. 6, pp. 460-470, doi: 10.1016/j.asieco.2011.08.003.
Souza, G.J.D.G. and Feij_o, C.A. (2011). “Credit risk and macroeconomic interactions: empirical evidence from the Brazilian banking system”, Modern Economy, Vol. 2 No. 5, pp. 910-929, doi: 10.4236/ me.2011.25102.
Swamy, V. (2012). Impact of macroeconomic and endogenous factors on non performing bank assets. In The International Journal of Banking and Finance (Vol. 9, Issue 1).
Stijepovi_c, R. (2014). “Recovery and reduction of non-performing loans – podgorica approach”, Journal of Central Banking Theory and Practice, Vol. 3 No. 3, pp. 101-118, doi: 10.2478/jcbtp-2014-0017.
Suryani, I., & Africa, L. A. (2021). Pengaruh car, ldr, roa dan bopo terhadap npl pada bank umum swasta nasional. Jurnal Ecopreneur, 4(2), 202–210.
Vouldis, A.T. and Louzis, D.P. (2018). “Leading indicators of non-performing loans in Greece: the information content of macro-, micro- and bank-specific variables”, Empirical Economics, 54 (3), pp. 1187-1214, doi: 10.1007/s00181-017-1247-0.
Phung, Quang Thanh., Van Vu, Huong., Tran, Huy Phuoc. (2022). Do non-performing loans impact bank efficiency. Finance Research Letters, 46 (Part B). pp 1-8, doi: 0.1016/j.frl.2021.102393
Wardani, A. P., & Haryanto, A. M. (2021). Analisis faktor-faktor yang mempengaruhi non perfoming loan (npl) di indonesia (Studi Pada Bank Umum Konvesional Yang Terdaftar Di Bank Indonesia Tahun 2019-2020). Diponegoro Journal of Management, 10(5). Retrieved from https://ejournal3.undip.ac.id/index.php/djom/article/view/32392
Wardani, Made Kusuma dan Ni Luh Anik Puspa et al. (2021). Optimalisasi Profitabilitas Perbankan Melalui Pengelolaan Kecukupan Modal Dan Likuiditas Serta Risiko Kredit. Jurnal KRISNA: KumpulanRisetAkuntansi. Vol. 12, No. 1
Weniasti, A., & Marsoem, B. (2019). The effect of bonds rating, profitability, leverage, and firm size on yield to maturity corporate bonds. International Journal of Innovative Science and Research Technology, 4(8), 286–295.
Wulandari, B., Khetrin, K., & Seviyani, K. (2021). Pengaruh Loan To Deposit Ratio (LDR), Biaya Operasional, Pendapatan Operasional (BOPO), Kurs, Capital Adequacy Ratio, Ukuran Bank Dan Inflasi Terhadap Non Performing Loan (NPL) Di Perusahaan Perbankan Terdaftar Di BEI. COSTING : Journal of Economic, Business and Accounting, 5(1), 45-52. https://doi.org/https://doi.org/10.31539/costing.v5i1.2236.
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