Effect of Macroeconomics, Capital, Governance on Earnings, Risk, Yield to Maturity, with Bond Rating Moderation in Banks

Authors

  • Valdo Hana Primasatria Universitas 17 Agustus 1945 Surabaya
  • Tri Ratnawati Universitas 17 Agustus 1945 Surabaya
  • Ida Ayu Sri Brahmayanti Universitas 17 Agustus 1945 Surabaya

DOI:

https://doi.org/10.70062/harmonymanagement.v2i2.253

Keywords:

Banking bond, Bond rating, Yield to maturity bond, macroeconomics, RGEC

Abstract

This study aims to analyze the influence of macroeconomic conditions, capital, and good corporate governance on earnings, financial risk, and yield to maturity bond, with bond rating acting as a moderating variable. The research focuses on banking companies listed on the Indonesian Stock Exchange (IDX). A Quantitative approach with a secondary data from Indonesian Stock Exchange (IDX) and Indonesian Bond Market Directory (IDMB) Purposive sampling method was applied, resulting in 102 active banking bond samples listed on the IDX during the 2020–2023 period. The hypotheses were tested using Structural Equation Modeling with Partial Least Squares (SEM-PLS). Out of 14 proposed hypotheses, 4 were supported with statistically significant results, while the remaining 10 were not. The results show that capital has a significant effect on financial risk, while earnings significantly influence both financial risk and bond yield to maturity. Overall, this study shows that internal factors like earnings and capital have a stronger impact on a company’s risk perception and debt cost than implementation good corporate governance and macroeconomic conditions. It also highlights the important role of bond ratings in reflecting a company’s reputation and credit quality in the banking bond market.

References

W. Abdillah and J. Hartono, Partial Least Square (PLS): Alternatif Structural Equation Modelling (SEM) dalam Penelitian Bisnis, 1st ed. Yogyakarta: ANDI, 2015.

R. R. Aditama and A. Nurkhin, “Business and Accounting Education Journal Abstrak Info Artikel,” Business And, vol. 1, no. 3, pp. 247–257, 2020.

A. Ali and S. K. Oad Rajput, “Cracking the Code: Hidden Choices and Visible Impacts Pattern Recognition in Corporate Finance,” Asia-Pacific Financial Markets, 2024. [Online]. Available: https://doi.org/10.1007/s10690-024-09487-2

A. S. Atichasari et al., “Examining non-performing loans on corporate financial sustainability: Evidence from Indonesia,” Sustainable Futures, vol. 6, 2023. [Online]. Available: https://doi.org/10.1016/j.sftr.2023.100137

A. R. Belkaoui, Accounting Theory. Thomson, 2004. [Online]. Available: https://books.google.co.id/books?id=fE9STcvKw-QC

Y. A. Bonowati and P. Sihombing, “Yield to maturity determinants in Indonesia corporate bonds with leverage as moderating variable,” JPPI (Jurnal Penelitian Pendidikan Indonesia), vol. 9, no. 2, pp. 1133–1142, 2023. [Online]. Available: https://doi.org/10.29210/020232745

Y. A. Bonowati and P. Sihombing, “Yield to maturity determinants in Indonesia corporate bonds with leverage as moderating variable,” Jurnal Penelitian Pendidikan Indonesia, vol. 9, no. 2, pp. 1133–1142, 2023. [Online]. Available: https://doi.org/10.29210/0202312745

M. Borsuk et al., “The macroeconomic costs of the bank tax,” Journal of Financial Stability, vol. 72, 2024. [Online]. Available: https://doi.org/10.1016/j.jfs.2024.101262

S. Camino-Mogro and N. Bermudez-Barrezueta, “Determinants of profitability of life and non-life insurance companies: evidence from Ecuador,” International Journal of Emerging Markets, vol. 14, no. 5, pp. 831–872, 2020. [Online]. Available: https://doi.org/10.1108/IJOEM-07-2018-0371

C.-C. Chen et al., “Does Ambiguity Matter for Corporate Debt Financing? Theory and Evidence,” Journal of Corporate Finance, 2023. [Online]. Available: https://doi.org/10.1016/j.jcorpfin.2023.102425

A. Damodaran, Investment Valuation: Tools and Techniques for Determining the Value of Any Asset, 3rd ed. John Wiley & Sons, 2012.

J. P. Dapena and R. Schefer, “Common Myths on Yield to Maturity in Bonds or IRR in Corporate Finance,” 2020. [Online]. Available: www.cema.edu.ar/publicaciones/doc_trabajo.html

N. Dayanti and Janiman, “Pengaruh maturity, peringkat obligasi dan debt to equity ratio terhadap yield to maturity obligasi,” in Jurnal Kajian Akuntansi, vol. 3, no. 1, 2019. [Online]. Available: http://jurnal.unswagati.ac.id/index.php/jka

Y. Dong, J. Liang, and C. M. Brauner, “Double free boundary problem for defaultable corporate bond with credit rating migration risks and their asymptotic behaviors,” Journal of Differential Equations, vol. 372, pp. 505–535, 2023. [Online]. Available: https://doi.org/10.1016/j.jde.2023.06.050

Duryadi, Buku Ajar Metode Penelitian Ilmiah Metode Penelitian Empiris Model Path Analysis dan Analisis Menggunakan SmartPLS. Yayasan Prima Agus Teknik dan Universitas STEKOM, 2021.

S. Fayyaz, S. W. Ali, and T. Khalid, “Profitability of Islamic Banks in Pakistan: An Empirical Analysis,” Bulletin of Business and Economics (BBE), vol. 13, no. 2, pp. 741–746, 2024. [Online]. Available: https://doi.org/10.61506/01.00388

P. Fiorillo et al., “Geopolitical turmoil and investor green preference: Evidence from the corporate bond market,” Journal of International Money and Finance, vol. 149, 2024. [Online]. Available: https://doi.org/10.1016/j.jimonfin.2024.103218

N. M. Gharakhanlou and L. Perez, “From data to harvest: Leveraging ensemble machine learning for enhanced crop yield predictions across Canada amidst climate change,” Science of the Total Environment, vol. 951, 2024. [Online]. Available: https://doi.org/10.1016/j.scitotenv.2024.175764

I. Ghozali and H. Latan, Partial Least Squares, 2nd ed. Badan Penerbit - Undip, 2020.

J. F. Hair et al., “A Primer on Partial Least Squares Structural Equation Modeling (PLS-SEM),” 2022. [Online]. Available: https://www.researchgate.net/publication/354331182

R. Hwihanus, T. Ratnawati, and I. Yuhertiana, “Analisis Pengaruh Fundamental Makro dan Fundamental Mikro Terhadap Struktur Kepemilikan, Kinerja Keuangan, dan Nilai Perusahaan pada Badan Usaha Milik Negara yang Terdaftar di Bursa Efek Indonesia,” Business and Finance Journal, vol. 4, no. 1, pp. 65–72, 2019. [Online]. Available: https://doi.org/10.33086/bfj.v4i1.1097

N. Jahrotunnupus and G. S. Manda, “Analisis Pengaruh Risiko Kredit, Risiko Pasar dan Risiko Operasional Terhadap Profitabilitas pada Bank Umum BUMN yang Terdaftar di BEI Periode 2013-2020,” Eksis: Jurnal Ilmiah Ekonomi Dan Bisnis, vol. 12, no. 2, p. 157, 2021. [Online]. Available: https://doi.org/10.33087/eksis.v12i2.265

R. Kanakriyah et al., “The Impact of Financial Leverage and Capital Adequacy on the Earnings Quality in Jordanian Commercial Banks,” WSEAS Transactions on Business and Economics, vol. 22, pp. 305–313, 2025. [Online]. Available: https://doi.org/10.37394/23207.2025.22.30

M. Kanno, “Assessing the impact of the COVID-19 crisis on sovereign default risk,” Research in International Business and Finance, vol. 68, 2024. [Online]. Available: https://doi.org/10.1016/j.ribaf.2023.102198

KSEI, “KSEI Statistik Pasar Modal Indonesia Desember 2024,” 2025. [Online]. Available: https://www.ksei.co.id/files/Statistik_Publik_Desember_2024_v3.pdf

R. Lasantha et al., “Unveiling the impact of foreign competition on the bond market: Insights from S&P debt ratings,” Economics Letters, vol. 241, 2024. [Online]. Available: https://doi.org/10.1016/j.econlet.2024.111797

A. Latif and E. Apriani, “Yield To Maturity Corporate Bonds: Indonesian Capital Market,” Asian Journal of Management Entrepreneurship and Social Science, vol. 2, no. 4, 2022. [Online]. Available: https://ajmesc.com/index.php/ajmesc

R. Ma et al., “Climate awareness in management and deviation from target leverage: Evidence from China,” Finance Research Letters, vol. 76, 2025. [Online]. Available: https://doi.org/10.1016/j.frl.2025.106915

M. Marjohan and S. R. Sampurnaningsih, “The Relationship between Interest Rates, Financial Ratios, and Bond Ratings with Profitability as a Mediating Variables in Non-Financial Sector Companies in Indonesia,” ECONOMICS - Innovative and Economics Research Journal, vol. 13, no. 1, 2024. [Online]. Available: https://doi.org/10.2478/eoik-2025-0005

M. Marjohan and S. R. Sampurnaningsih, “The Relationship between Interest Rates, Financial Ratios, and Bond Ratings with Profitability as a Mediating Variables in Non-Financial Sector Companies in Indonesia,” ECONOMICS - Innovative and Economics Research Journal, 2024. [Online]. Available: https://doi.org/10.2478/eoik-2025-0005

N. Mohd Saad, M. N. Haniff, and N. Ali, “Corporate governance mechanisms with conventional bonds and Sukuk’ yield spreads,” Pacific Basin Finance Journal, vol. 62, 2020. [Online]. Available: https://doi.org/10.1016/j.pacfin.2019.02.001

Y. Mulya, D. B. Girsang, and Y. Zain, “Profitability Function on Capital Adequacy Ratio Model,” International Journal of Scientific Multidisciplinary Research, vol. 2, no. 3, pp. 231–246, 2024. [Online]. Available: https://doi.org/10.55927/ijsmr.v2i3.8518

N. Noviana, E. Gurendrawati, and D. Handarini, “Pengaruh Firm Size, Solvabilitas, Peringkat Obligasi, dan Corporate Governance terhadap Yield Obligasi Korporasi,” Jurnal Akuntansi, Perpajakan, Auditing, vol. 3, pp. 372–386, 2022.

M. Nugroho, “Corporate governance and firm performance,” Accounting, vol. 7, no. 1, pp. 13–22, 2021. [Online]. Available: https://doi.org/10.5267/j.ac.2020.10.019

OJK, “Statistik Pasar Modal,” 2025. [Online]. Available: https://www.ojk.go.id/id/kanal/pasar-modal/data-dan-statistik/statistik-pasar-modal

N. V. Popova, “On the Yield to Maturity of a Coupon bond,” Finance: Theory and Practice, vol. 27, pp. 126–137, 2023. [Online]. Available: https://doi.org/10.26794/2587-5671-2023-27-3-126-138

B. Prananta and C. Alexiou, “Exchange rates, bond yields and the stock market: nonlinear evidence of Indonesia during the COVID-19 period,” Asian Journal of Economics and Banking, vol. 8, no. 1, pp. 83–99, 2024. [Online]. Available: https://doi.org/10.1108/ajeb-12-2022-0157

L. I. Purnomo, M. D. Wijaya, and M. E. Pratama, “Yield to Maturity Bond: Interest Rate, Inflation and Bond Rating – Empirical Research on Banking Sector,” Jurnal Riset Akuntansi Kontemporer, vol. 14, no. 2, 2022. [Online]. Available: https://doi.org/10.23969/jrak.v14i2.5624

S. A. Ross et al., Corporate Finance. McGraw-Hill Ryerson, 2015.

A. Saadaoui, A. Elammari, and M. Kriaa, “Credit rating announcement and bond liquidity: the case of emerging bond markets,” Journal of Economics, Finance and Administrative Science, vol. 27, no. 53, pp. 86–104, 2022. [Online]. Available: https://doi.org/10.1108/JEFAS-08-2020-0314

M. Saeed et al., “Yield spread determinants of sukuk and conventional bonds,” Economic Modelling, vol. 105, no. October, p. 105664, 2021. [Online]. Available: https://doi.org/10.1016/j.econmod.2021.105664

H.-C. Shu et al., “Impacts of Operational Risks and Corporate Governance on Corporate Bond Yield Spreads,” in Advances in Pacific Basin Business, Economics and Finance, C.-F. Lee and M.-T. Yu, Eds., vol. 11, pp. 145–167. Emerald Publishing Limited, 2023. [Online]. Available: https://doi.org/10.1108/S2514-465020230000011007

A. K. Singhania and N. M. Panda, “Does an effective audit committee influence firm performance? –The moderation role of knowledge intensity,” Corporate Governance: The International Journal of Business in Society, vol. 24, no. 4, pp. 764–779, 2024. [Online]. Available: https://doi.org/10.1108/CG-03-2023-0123

Sugiyono, Penelitian Kualitatif, Kuantitatif dan R&D. Alfabeta, 2018.

Sugiyono, Metode Penelitian Kuantitatif, Kualitatif, dan R&D, Alfabeta, 2019.

Sugiyono, Metodologi Penelitian Kuantitatif, Kualitatif dan R & D. Penerbit Alfabeta Bandung, 2020.

P. Tang, T. Tang, and C. Lu, “Predicting systemic financial risk with interpretable machine learning,” The North American Journal of Economics and Finance, vol. 71, p. 102088, 2024. [Online]. Available: https://doi.org/10.1016/j.najef.2024.102088

J. C. A. Teixeira et al., “Investor protection, regulation and bank risk-taking behavior,” The North American Journal of Economics and Finance, vol. 51, p. 101051, 2020. [Online]. Available: https://doi.org/10.1016/j.najef.2019.101051

E. J. Wibawaningsih and L. P. Surbakti, “Audit Committee, Financial Condition, and Firm Performance: Empirical Evidence From Indonesia,” Journal of Accounting and Finance Management, vol. 1, 2020. [Online]. Available: https://doi.org/10.38035/jafm.v1i5

A. E. Wijaya, T. Ratnawati, and U. Pristiana, “The Influence of Macroeconomic Fundamentals, Decisions Investment, And Capital on Stock Returns with Risk Profile and Earning as Intervening Variables and Good Corporate Governance as a Variable Moderation (Study of Banking Companies in Indonesia),” International Journal of Economics (IJEC), vol. 4, no. 1, pp. 53–59, 2025. [Online]. Available: https://doi.org/10.55299/ijec.v4i1.737

Y. Zhang, “Are Debt and Incentive Compensation Substitutes in Controlling the Free Cash Flow Agency Problem?”

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Published

2025-06-13

How to Cite

Valdo Hana Primasatria, Tri Ratnawati, & Ida Ayu Sri Brahmayanti. (2025). Effect of Macroeconomics, Capital, Governance on Earnings, Risk, Yield to Maturity, with Bond Rating Moderation in Banks. Harmony Management: International Journal of Management Science and Business, 2(2), 166–178. https://doi.org/10.70062/harmonymanagement.v2i2.253