The Role of Firm Size in Moderating Credit Risk, Operational Efficiency, and Profitability on The Firm Value of Banking Companies
DOI:
10.47353/ecbis.v4i6.599Published:
2026-09-15Downloads
Abstract
Firm value is one of the indicators reflecting market assessment of the performance and prospects of banking companies. Firm value may be influenced by credit risk, operational efficiency, and profitability, while firm characteristics may determine the strength of the relationships between these factors and firm value. This study aims to analyze the effects of credit risk, operational efficiency, and profitability on firm value and to examine the role of firm size in moderating these relationships. This study employs a quantitative approach using secondary data obtained from annual reports of banking companies listed on the Indonesia Stock Exchange for the 2021–2024 period. The sample was selected using purposive sampling, resulting in 172 observations. Credit risk is measured using Non-Performing Loan (NPL), operational efficiency using Operating Expenses to Operating Income (BOPO), profitability using Return on Assets (ROA), firm value using Price to Book Value (PBV), and firm size using SIZE. Data analysis was conducted using multiple linear regression and Moderated Regression Analysis (MRA). The results show that credit risk has a positive effect on firm value, while operational efficiency has a negative effect on firm value. Profitability has a positive effect on firm value. Furthermore, firm size strengthens the effects of credit risk, operational efficiency, and profitability on the firm value of banking companies.Keywords:
Credit Risk operational efficiency profitability firm value firm sizeReferences
Chasanah, A. N. (2018). Pengaruh rasio likuiditas, profitabilitas, struktur modal dan ukuran perusahaan terhadap nilai perusahaan pada perusahaan manufaktur yang terdaftar di BEI tahun 2015–2017. Jurnal Penelitian Ekonomi dan Bisnis, 3(1), 39–47.
Chen, Y., Li, W., & Wang, Y. (2020). The moderating effect of firm size on the relationship between credit risk and firm value. International Journal of Application on Economics and Business, 3(1), 455–467.
Connelly, B. L., Certo, S. T., Ireland, R. D., & Reutzel, C. R. (2011). Signaling theory: A review and assessment. Journal of Management, 37(1), 39–67. https://doi.org/10.1177/0149206310388419
Damayanti, R., & Sucipto, A. (2022). The effect of profitability, liquidity, and leverage on firm value with dividend policy as intervening variable: Case study on finance sector in Indonesian Stock Exchange 2016–2020 period. International Journal of Economics, Business and Accounting Research, 6(2), 863–876. https://doi.org/10.29040/ijebar.v6i2.5363
Darmawan, G. I., Shalmont, J., Nathanael, A., Tania, F. E., & Kandiah, N. (2022). Upaya sektor perbankan guna menanggulangi tingginya non-performing loan pada masa pandemi Covid-19. Jatiswara, 37(1), 24–43.
Dewi, A. S. M., & Wirajaya, A. (2013). Pengaruh struktur modal, profitabilitas dan ukuran perusahaan pada nilai perusahaan. E-Jurnal Akuntansi, 4(2), 358–372.
Dewi, L. S., & Abundanti, N. (2019). Pengaruh profitabilitas, likuiditas, kepemilikan institusional dan kepemilikan manajerial terhadap nilai perusahaan. E-Jurnal Manajemen Universitas Udayana, 8(10), 6099–6118.
Dharma, A. V., & Pian, S. (2025). Profitability, capital structure, and dividend policy on firm value: The moderating role of firm size in the banking sector. BIMA Journal (Business, Management, & Accounting Journal), 6(2), 1457–1466. https://doi.org/10.37638/bima.6.2.1457-1466
Estuti, E. P., & Hendrayanti, S. (2020). Dampak volume perdagangan saham, profitabilitas dan dividen terhadap volatilitas harga saham. Proceeding Seminar Nasional dan Call for Papers, 128–136.
Fahmi, I. (2016). Manajemen risiko. Alfabeta.
Febianto, C., & Susanti, M. (2024). The influence of profitability, leverage, and firm size on firm value of the banking sector listed on the Indonesia Stock Exchange. International Journal of Application on Economics and Business, 2(3), 195–205. https://doi.org/10.24912/ijaeb.v2i3.195-205
Gumanti, T. A. (2009). Teori sinyal dalam manajemen keuangan. Manajemen & Usahawan Indonesia, 38, 4–13.
Hasnawati, S. (2005). Dampak set peluang investasi terhadap nilai perusahaan publik di Bursa Efek Jakarta. Jurnal Akuntansi dan Auditing Indonesia, 9(2).
Hendraliany, S. (2019). Pengaruh profitabilitas, ukuran perusahaan, pertumbuhan perusahaan, kebijakan dividen dan keputusan investasi terhadap nilai perusahaan: Studi empiris pada perusahaan property dan real estate yang terdaftar di Bursa Efek Indonesia periode 2013–2017. Jurnal Ekonomika dan Manajemen, 8(1), 47–58.
Himawan, H. M., & Andayani, W. (2020). Pengaruh profitabilitas, ukuran perusahaan, dan leverage terhadap nilai perusahaan pada perusahaan properti dan real estate yang go public di Bursa Efek Indonesia periode 2016–2018. Jurnal Ilmiah Mahasiswa FEB Universitas Brawijaya, 25–27.
Hudaja, E. A. S., & Marlina, M. A. E. (2024). Pengaruh NPL dan NIM terhadap nilai perusahaan perbankan menurut kelompok bank berdasarkan modal inti. Ekombis Sains: Jurnal Ekonomi, Keuangan dan Bisnis, 9(2), 140–150. https://doi.org/10.24967/ekombis.v9i2.3106
Hutapea, A. W., Saerang, I. S., & Tulung, J. E. (2017). Pengaruh return on asset, net profit margin, debt to equity ratio dan total asset turnover terhadap harga saham industri otomotif dan komponen yang terdaftar di Bursa Efek Indonesia. Jurnal EMBA, 5(2), 541–552.
Husnan, S. (2006). Dasar-dasar manajemen keuangan. UPP STIM YKPN.
Indrasari, R. (2024). Analisis efisiensi operasional dan integrasi ESG dalam meningkatkan fleksibilitas keuangan perusahaan dengan ukuran perusahaan sebagai variabel moderasi [Doctoral dissertation, Universitas Hasanuddin].
Indriyani, E. (2017). Pengaruh ukuran perusahaan dan profitabilitas terhadap nilai perusahaan. Akuntabilitas, 10(2), 333–348. https://doi.org/10.15408/akt.v10i2.4649
Iswardhani, I., Luthia, M., Rostina, Nasir, S. A., & Sandira, N. F. A. (2026). Exploring the impact of financial risk on firm value: The moderating effect of profitability in Islamic banking. Journal of Business Management and Islamic Banking, 5(1), 35–54. https://doi.org/10.14421/jbmib.0501-03
Jagirani, T. S., Chee, L. C., & Kosim, Z. (2023). Relationship between financial risks and firm value: A moderating role of capital adequacy. Investment Management and Financial Innovations, 20(1), 293–303. https://doi.org/10.21511/imfi.20(1).2023.25
Jensen, M. C., & Meckling, W. H. (1976). Theory of the firm: Managerial behavior, agency costs and ownership structure. Corporate Governance: Values, Ethics and Leadership, 77–132. https://doi.org/10.2139/ssrn.94043
Kansil, L. A., Rate, P. V., & Tulung, J. E. (2021). Analisis pengaruh kinerja keuangan terhadap nilai perusahaan perbankan yang terdaftar di Bursa Efek Indonesia periode 2015–2019. Jurnal EMBA: Jurnal Riset Ekonomi, Manajemen, Bisnis dan Akuntansi, 9(3). https://doi.org/10.35794/emba.v9i3.34665
Kimsen, K., Kismanah, I., & Masitoh, S. (2019). Profitability, leverage, size of company towards tax avoidance. JIAFE (Jurnal Ilmiah Akuntansi Fakultas Ekonomi), 4(1), 29–36.
Kezia, N., Br. Samosir, V., Juwita Tampubolon, S., & Sulia, S. (2025). The effect of investment policy, dividend policy, and profitability on firm value with firm size as a moderating variable in the banking sector companies listed on the Indonesia Stock Exchange (IDX) for the period 2021–2023. Indonesian Interdisciplinary Journal of Sharia Economics, 8(3), 11867–11874. https://doi.org/10.31538/iijse.v8i3.8314121
Nadira, A., & Putra, A. (2024). Pengaruh profitabilitas, ukuran perusahaan dan efisiensi operasional terhadap nilai perusahaan. Economic Reviews Journal, 3(4), 1825–1842. https://doi.org/10.56709/mrj.v3i4.559
Natalia, et al. (2022). Pengaruh profitabilitas, struktur modal, dan likuiditas terhadap nilai perusahaan. Jurnal Paradigma Akuntansi, 4(3), 1122–1130. https://doi.org/10.24912/jpa.v4i3.19744
Natalie, V., & Lisiantara, G. A. (2022). Pengaruh profitabilitas (ROA), likuiditas (AKO), ukuran perusahaan (SIZE), dan leverage (LTDER) terhadap nilai perusahaan. Owner: Riset dan Jurnal Akuntansi, 6(4), 4175–4186.
Novari, P. M., & Lestari, P. V. (2016). Pengaruh ukuran perusahaan, leverage, dan profitabilitas terhadap nilai perusahaan pada sektor properti dan real estate. E-Jurnal Manajemen, 5(9).
Nursatyani, A. (2021). Analisis pengaruh efisiensi operasi, risiko kredit, risiko pasar, dan modal terhadap kinerja keuangan perbankan [Skripsi, Universitas Diponegoro].
Pantow, M. S. R., Murni, S., & Trang, I. (2015). Analisa pertumbuhan penjualan, ukuran perusahaan, return on asset, dan struktur modal terhadap nilai perusahaan yang tercatat di indeks LQ 45. Jurnal EMBA: Jurnal Riset Ekonomi, Manajemen, Bisnis dan Akuntansi, 3(1), 961–971.
Pasaribu, U. R., Nuryartono, N., & Andati, T. (2019). Pengaruh faktor internal dan eksternal perusahaan terhadap nilai perusahaan. Jurnal Aplikasi Bisnis dan Manajemen, 5(3), 441–454.
Prasetyorini, B. F. (2013). Pengaruh ukuran perusahaan, leverage, price earning ratio dan profitabilitas terhadap nilai perusahaan. Jurnal Ilmu Manajemen, 1(1), 183–196.
Pratama, I. G. B., & Wiksuana, I. G. B. (2019). Pengaruh leverage dan ukuran perusahaan terhadap nilai perusahaan dengan profitabilitas sebagai variabel mediasi. E-Jurnal Manajemen Universitas Udayana, 8(5), 3028–3056. https://doi.org/10.24843/ejmunud.2019.v08.i05.p16
Pratiwi, D. N. K., & Candraningrat, I. R. (2024). Corporate social responsibility in moderating the influence of profitability and firm size on firm value in the banking sector. European Journal of Business and Management, 16(6). https://doi.org/10.7176/EJBM/16-6-02
Puri, F., & Lisiantara, R. A. (2023). Analisis risiko kredit pada sektor keuangan. Jurnal Ekonomi dan Keuangan, 13(1), 85–94.
Putri, S. S. A. J., Mardiyani, M., & Agustina, A. (2025). Asset growth, operational efficiency, and firm value: The mediating role of profitability in Indonesian banking. Journal of Management: Small and Medium Enterprises (SMEs), 19(2). https://doi.org/10.35508/jom.v19i2.27747
Raharjo, E. (2007). Teori agency dan teori stewardship dalam perspektif akuntansi. Fokus Ekonomi, 2, 37–46.
Rahima, A. Y., & Muid, D. (2023). The effect of financial performance and firm size on firm value: Case study of banking companies listed on the Indonesia Stock Exchange in 2018–2020. Tax Accounting Applied Journal, 2(1), 1–8. https://doi.org/10.14710/taaij.2023.17990124
Utami, P., & Welas. (2019). Pengaruh current ratio, return on asset, total asset turnover dan debt to equity ratio terhadap nilai perusahaan. Jurnal Akuntansi dan Keuangan, 8(1), 57–76.
Utami, R. N. (2021). Analisis pengaruh rasio BOPO, loan to deposit ratio, dan profitabilitas terhadap nilai perusahaan: Studi empiris pada perusahaan perbankan yang terdaftar di Bursa Efek Indonesia. Journal Competency of Business, 5(1), 106–117.
Wardani, et al. (2022). Ukuran perusahaan terhadap penghindaran pajak dengan umur perusahaan sebagai variabel moderasi. Kinerja, 19(1), 89–94. https://doi.org/10.30872/jkin.v19i1.10814
Wati, A. S., & Hwihanus. (2023). Pengaruh kebijakan dividen, profitabilitas, dan efisiensi operasional terhadap nilai perusahaan dengan struktur modal sebagai variabel intervening pada industri perbankan yang terdaftar di Bursa Efek Indonesia. Neraca Manajemen, Ekonomi, 3(4).
Wiadnyani, D. A. P. M., & Artini, L. G. S. (2023). The influence of NPL, BOPO, LDR, and ROA on firm value: Study of banking sub-sector companies on the Indonesia Stock Exchange 2019–2021. European Journal of Business and Management Research, 8(4), 261–266. https://doi.org/10.24018/ejbmr.2023.8.4.2062
Widana, A. A., Rahyuda, H., Dewi, S. K. S., & Surya, I. B. K. (2025). The influence of credit risk, operational efficiency, liquidity, and profitability on company value: Empirical study on banking subsector companies on the Indonesia Stock Exchange for the 2021–2024 period. Indonesian Journal of Business Analytics, 5(3). https://doi.org/10.55927/ijba.v5i3.14696127
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