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Abstract

This research entails an examination of credit risk assessment (credit rating) with respect to credit risk assessment models utilizing accounting data and market data for non-financial corporations in Indonesia between the years 2013 and 2022. The sample comprises credit rating values of 20 companies listed on the Indonesia Stock Exchange and included in the IDX 80 index, possessing credit ratings from PEFINDO over a ten-year period from 2013 to 2022. Panel data analysis is conducted, employing the multiple linear regression method. The findings of this study reveal that the accounting data-based model demonstrates the significance of liquidity, capital structure, and interest payment ability indicators, while the market data-driven model highlights the influence of equity volatility and market multiples indicators in respect on credit ratings. Moreover, the study concludes that the combined model incorporating accounting data-based and market data-driven models provides a more comprehensive and holistic explanation of credit ratings.

References

Acharya, V. V., Philippon, T., Richardson, M., & Roubini, N. (2009). The Financial Crisis of 2007-2009: Causes and Remedies. Financial Markets, Institutions and Instruments, 18(2), 89–137. https://doi.org/10.1111/j.1468-0416.2009.00147_2.x

Agarwal, V., & Taffler, R. (2008). Comparing the performance of market-based and accounting-based bankruptcy prediction models. Journal of Banking and Finance, 32(8), 1541–1551. https://doi.org/10.1016/j.jbankfin.2007.07.014

Alexander, C., & Kaeck, A. (2008). Regime dependent determinants of credit default swap spreads. Journal of Banking and Finance, 32(6), 1008–1021. https://doi.org/10.1016/j.jbankfin.2007.08.002

Ali, A., & Hwang, L. (2000). Country-Specific Factors Related to Financial Reporting and the Value Relevance of Accounting Data. Journal of Accounting Research, 38(1), 1. https://doi.org/10.2307/2672920

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

Altman, E. I. (1968b). FINANCIAL RATIOS, DISCRIMINANT ANALYSIS AND THE PREDICTION OF CORPORATE BANKRUPTCY. Journal of Finance, 23(4), 589–609. https://doi.org/10.1111/j.1540-6261.1968.tb00843.x

Altman, E. I. (1993). Corporate Financial Distress and Bankruptcy: A Complete Guide to Predicting & Avoiding Distress and Profiting from Bankruptcy. http://ci.nii.ac.jp/ncid/BA20382005

Altman, E. I., Brady, B., Resti, A., & Sironi, A. (2005). The Link between Default and Recovery Rates: Theory, Empirical Evidence, and Implications*. The Journal of Business, 78(6), 2203–2228. https://doi.org/10.1086/497044

Altman, E. I., & Hotchkiss, E. S. (2005). Corporate financial distress and bankruptcy : predict and avoid bankruptcy, analyze and invest in distressed debt. http://bibliotheque.revue-banque.fr/book/10236443

Altman, E. I., Resti, A., & Sironi, A. (2005). Recovery Risk: The Next Challenge in Credit Risk Management. http://ci.nii.ac.jp/ncid/BA7876209X

Alwi, A. (2015). Pengaruh Leverage, Reputasi Auditor, Umur Listing, dan Kepemilikan Asing terhadap Praktik Internet Financial Reporting. Jurnal Ilmiah Universitas Bakrie, 3(02), 253163. http://journal.bakrie.ac.id/index.php/jurnal_ilmiah_ub/article/view/871/692

Amihud, Y., & Goyenko, R. (2012). Mutual Fund’s R2 as Predictor of Performance. Review of Financial Studies, 26(3), 667–694. https://doi.org/10.1093/rfs/hhs182

Anderson, R., & Sundaresan, S. (2000). A comparative study of structural models of corporate bond yields: An exploratory investigation. Journal of Banking and Finance, 24(1–2), 255–269. https://doi.org/10.1016/s0378-4266(99)00059-x

Aouadi, A., Arouri, M. E. H., & Teulon, F. (2013). Investor attention and stock market activity: Evidence from France. Economic Modelling, 35, 674–681. https://doi.org/10.1016/j.econmod.2013.08.034

Azizah, Hidayati, & Habib. (2019). Pengaruh likuiditas, profitabilitas, produktivitas, dan leverage terhadap peringkat obligasi pada PT WaskitaKarya yang terdaftar di PEFINDO tahun 2014 - 2021. Indonesia.

Badan Pusat Statistik. (n.d.). Retrieved June 10, 2023, from https://www.bps.go.id/

Banerjee, D. (2020). The impact of Covid‐19 pandemic on elderly mental health. International Journal of Geriatric Psychiatry, 35(12), 1466–1467. https://doi.org/10.1002/gps.5320

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

Berger, A. N., & Udell, G. F. (1998). The economics of small business finance: The roles of private equity and debt markets in the financial growth cycle. Journal of Banking and Finance, 22(6–8), 613–673. https://doi.org/10.1016/s0378-4266(98)00038-7

Bharath, S. T., & Shumway, T. (2008). Forecasting Default with the Merton Distance to Default Model. Review of Financial Studies, 21(3), 1339–1369. https://doi.org/10.1093/rfs/hhn044

Black, F., & Cox, J. (1976). Valuing Corporate Securities: Some Effects of Bond Indenture Provisions. Journal of Finance, 31(2), 351. https://doi.org/10.2307/2326607

Brandimarte, P. (2018). An Introduction to Financial Markets: A Quantitative Approach. John Wiley & Sons.

Brooks, C. (2008). Introductory econometrics for finance. 2nd edition. In Cambridge University Press eBooks. http://centaur.reading.ac.uk/38411/

Bursa Efek Indonesia. (n.d.). Bursa Efek Indonesia. Retrieved June 10, 2023, from https://www.idx.co.id/id

Campbell, C. I., & Wasley, C. E. (1996). Measuring abnormal daily trading volume for samples of NYSE/ASE and NASDAQ securities using parametric and nonparametric test statistics. Review of Quantitative Finance and Accounting, 6(3), 309–326. https://doi.org/10.1007/bf00245187

Campbell, J. Y., Lo, A. W., & MacKinlay, A. C. (1997). The Econometrics of Financial Markets. In Princeton University Press eBooks. https://doi.org/10.1515/9781400830213

Chava, S., & Purnanandam, A. (2011). The effect of banking crisis on bank-dependent borrowers. Journal of Financial Economics, 99(1), 116–135. https://doi.org/10.1016/j.jfineco.2010.08.006

Ciftci, M., Mashruwala, R., & Weiss, D. (2016). Implications of Cost Behavior for Analysts’ Earnings Forecasts. Journal of Management Accounting Research, 28(1), 57–80. https://doi.org/10.2308/jmar-51073

Collin-Dufresne, P., Goldstein, R. H., & Martin, J. S. (2001). The Determinants of Credit Spread Changes. Journal of Finance, 56(6), 2177–2207. https://doi.org/10.1111/0022-1082.00402

Cont, R. (2001). Empirical properties of asset returns: stylized facts and statistical issues. Quantitative Finance, 1(2), 223–236. https://doi.org/10.1080/713665670

Cook, D. R., Hogan, A., & Kieschnick, R. L. (2004). A study of the corporate governance of thrifts. Journal of Banking and Finance, 28(6), 1247–1271. https://doi.org/10.1016/s0378-4266(03)00118-3

Damodaran, A. (2008). Equity Risk Premiums (ERP): Determinants, Estimation and Implications. Social Science Research Network. https://doi.org/10.2139/ssrn.1274967

De Jonghe, O., Diepstraten, M., & Schepens, G. (2015). Banks’ size, scope and systemic risk: What role for conflicts of interest? Journal of Banking and Finance, 61, S3–S13. https://doi.org/10.1016/j.jbankfin.2014.12.024

Demirovic, A., & Thomas, D. (2007). The Relevance of Accounting Data in the Measurement of Credit Risk. Economics, 13(3), 253–268. https://doi.org/10.1080/13518470601025177

Demsetz, H., & Lehn, K. (1985). The Structure of Corporate Ownership: Causes and Consequences. Journal of Political Economy, 93(6), 1155–1177. https://doi.org/10.1086/261354

Dichev, I. D., & Piotroski, J. D. (2001). The Long-Run Stock Returns Following Bond Ratings Changes. Journal of Finance, 56(1), 173–203. https://doi.org/10.1111/0022-1082.00322

Du, Y., & Suo, W. (2007). Assessing credit quality from the equity market: can a structural approach forecast credit ratings? Canadian Journal of Administrative Sciences, 24(3), 212–228. https://doi.org/10.1002/cjas.27

Duffie, D., & Singleton, K. J. (1999). Modeling Term Structures of Defaultable Bonds. Review of Financial Studies, 12(4), 687–720. https://doi.org/10.1093/rfs/12.4.687

Engle, R. F. (1982). Autoregressive Conditional Heteroscedasticity with Estimates of the Variance of United Kingdom Inflation. Econometrica, 50(4), 987. https://doi.org/10.2307/1912773

Ferreira, M. A., & Matos, P. (2008). The colors of investors’ money: The role of institutional investors around the world. Journal of Financial Economics, 88(3), 499–533. https://doi.org/10.1016/j.jfineco.2007.07.003

Fikriyah, S. M. (2018). PENGARUH LIKUIDITAS, PROFITABILITAS DAN UKURAN PERUSAHAAN TERHADAP PERINGKAT OBLIGASI PADA INDUSTRI PERBANKAN YANG TERDAFTAR DI BURSA EFEK INDONESIA. JABI (JurnalAkuntansi Berkelanjutan Indonesia), 1(3), 289. https://doi.org/10.32493/jabi.v1i3.y2018.p289-310

Frye, J. (2000). Collateral Damage: A Source of Systematic Credit Risk. Economics. https://chicagofed.org/~/media/publications/risk-management-papers/sr-2000-15-pdf.pdf

Hall, G. L., Hutchinson, P. J., & Michaelas, N. (2000). Industry Effects on the Determinants of Unquoted SMEs’ Capital Structure. International Journal of the Economics of Business, 7(3), 297–312. https://doi.org/10.1080/13571510050197203

Hillegeist, S. A., Keating, E., Cram, D. J., & Lundstedt, K. G. (2004). Assessing the Probability of Bankruptcy. Review of Accounting Studies, 9(1), 5–34. https://doi.org/10.1023/b:rast.0000013627.90884.b7

Indonesia, B. (n.d.). Bank Indonesia. Retrieved June 10, 2023, from https://www.bi.go.id/id/default.aspx

Indosat. (n.d.). Indosat. Retrieved June 10, 2023, from https://im3.id/portal/id/indexpersonal

Jaffe, J. F., Westerfield, R., & Jordan, B. D. (1988). Corporate Finance : Core Principles and Applications. https://openlibrary.org/books/OL1722139M/Corporate_finance

Jakubík, P., & Teplý, P. (2011). The JT Index as an Indicator of Financial Stability of Corporate Sector. Prague Economic Papers, 20(2), 157–176. https://doi.org/10.18267/j.pep.394

Jarrow, R. A., & Turnbull, S. M. (1995). Pricing Derivatives on Financial Securities Subject to Credit Risk. Journal of Finance, 50(1), 53–85. https://doi.org/10.1111/j.1540-6261.1995.tb05167.x

Kasiran, F. W., Mohamad, N. E. a. B., & Chin, O. (2016). Working Capital Management Efficiency: A Study on the Small Medium Enterprise in Malaysia. Procedia. Economics and Finance, 35, 297–303. https://doi.org/10.1016/s2212-5671(16)00037-x

Kasmir. (2014). Analisis Laporan Keuangan. Volume 2. http://library.mercubuana-yogya.ac.id/index.php?p=show_detail&id=23159

Leland, H. E. (1994). Corporate Debt Value, Bond Covenants, and Optimal Capital Structure. Journal of Finance, 49(4), 1213–1252. https://doi.org/10.1111/j.1540-6261.1994.tb02452.x

Leland, H. E., & Toft, K. (1996). Optimal Capital Structure, Endogenous Bankruptcy, and the Term Structure of Credit Spreads. Journal of Finance, 51(3), 987–1019. https://doi.org/10.1111/j.1540-6261.1996.tb02714.x

Linawati, L., & Wibowo, A. S. (2020). PENGARUH LIKUIDITAS, PROFITABILITAS DAN LEVERAGE TERHADAP PERINGKAT OBLIGASI PERUSAHAAN DI INDONESIA. Jurnal Riset Manajemen Sekolah Tinggi Ilmu Ekonomi Widya WiwahaProgram Magister Manajemen, 7(2), 143–152. https://doi.org/10.32477/jrm.v7i2.201

Longstaff, F. A., Mithal, S., & Neis, E. (2005). Corporate Yield Spreads: Default Risk or Liquidity? New Evidence from the Credit Default Swap Market. Journal of Finance, 60(5), 2213–2253. https://doi.org/10.1111/j.1540-6261.2005.00797.x

Longstaff, F. A., & Schwartz, E. S. (1993). Implementation of The Longstaff-Schwartz Interest Rate Model. The Journal of Fixed Income, 3(2), 7–14. https://doi.org/10.3905/jfi.1993.408080

Mella-Barral, P., & Perraudin, W. (1997). Strategic Debt Service. Journal of Finance, 52(2), 531–556. https://doi.org/10.1111/j.1540-6261.1997.tb04812.x

Merton, R. C. (1974). On the Pricing of Corporate Debt: The Risk Structure of Interest Rates. Journal of Finance, 29(2), 449. https://doi.org/10.2307/2978814

Miller, M. H. (1988). The Modigliani-Miller Propositions After Thirty Years. Journal of Economic Perspectives, 2(4), 99–120. https://doi.org/10.1257/jep.2.4.99

Ohlson, J. A. (1980). Financial Ratios and the Probabilistic Prediction of Bankruptcy. Journal of Accounting Research, 18(1), 109. https://doi.org/10.2307/2490395

Otoritas Jasa Keuangan. (n.d.). Retrieved June 10, 2023, from https://www.ojk.go.id/id/Default.aspx

Ozkan, A. (2001). Determinants of Capital Structure and Adjustment to Long Run Target: Evidence From UK Company Panel Data. Journal of Business Finance & Accounting, 28(1–2), 175–198. https://doi.org/10.1111/1468-5957.00370

Palepu, K. G., Healy, P. M., Bernard, V. L., & Peek, E. (2019). Business Analysis and Valuation: IFRS edition. https://cris.maastrichtuniversity.nl/en/publications/business-analysis-amp-valuation-ifrs-edition

Park, H., Kim, D., Kho, S., & Park, P. J. (2017). Cross-classified multilevel models for severity of commercial motor vehicle crashes considering heterogeneity among companies and regions. Economics, 106, 305–314. https://doi.org/10.1016/j.aap.2017.06.009

PEFINDO | PT Pemeringkat Efek Indonesia. (n.d.). Retrieved June 10, 2023, from https://pefindo.com/pageman/page/rating-methodology.php

Pendapatan Stabil, Pefindo Beri Peringkat Indonesia Paradise (INPP) idBBB+. (n.d.). Retrieved June 10, 2023, from https://www.emitennews.com/news/pendapatan-stabil-pefindo-beri-peringkat-indonesia-paradise-inpp-idbbb

Penman, S. H. (2013). Financial statement analysis and security valuation. In McGraw-Hill eBooks. http://digilib.fe.unj.ac.id/index.php?p=show_detail&id=4875

Ponce, A., Medina, R., & Riportella, C. (2013). EXAMINING WHAT BEST EXPLAINS CORPORATE CREDIT RISK: ACCOUNTING-BASED VERSUS MARKET-BASED MODELS. Journal of Business Economics and Management, 15(2), 253–176. https://doi.org/10.3846/16111699.2012.720598

Potter, D., & Gujarati, D. (2009). Basic Econometrics 5th Edition. Econometrics. http://perpus.ekuitas.ac.id/index.php?p=show_detail&id=93996

Rajan, R. G., & Zingales, L. (1995). What Do We Know about Capital Structure? Some Evidence from International Data. Journal of Finance, 50(5), 1421–1460. https://doi.org/10.1111/j.1540-6261.1995.tb05184.x

Refinitiv Eikon. (n.d.). Retrieved June 10, 2023, from https://refinitiv.com

Sadorsky, P. (1999). Oil price shocks and stock market activity. Energy Economics, 21(5), 449–469. https://doi.org/10.1016/s0140-9883(99)00020-1

Strother, T. S., Mishkin, F. S., & Eakins, S. G. (2006). Study guide to accompany Financial markets + institutions, fifth edition, Frederic S. Mishkin, Stanley G. Eakins. In Pearson Addison Wesley eBooks. https://ci.nii.ac.jp/ncid/BA81623637

Sundaresan, S. (2000). Modeling the hydrodynamics of multiphase flow reactors: Current status and challenges. Economics, 46(6), 1102–1105. https://doi.org/10.1002/aic.690460602

Susilowati, M. T. (2004). ANALISIS DISKRIMINAN UNTUK MEMPREDIKSI DEFAULT lUSK OBLIGASIPERUSAHAAN MANUFAKTUR DI OTC-FIS PERIODE 2000 - 2002. https://repository.unair.ac.id/53692/

Titman, S., & Wessels, R. E. (1988). The Determinants of Capital Structure Choice. Journal of Finance, 43(1), 1–19. https://doi.org/10.1111/j.1540-6261.1988.tb02585.x

Vassalou, M., & Xing, Y. (2004). Default Risk in Equity Returns. Journal of Finance, 59(2), 831–868. https://doi.org/10.1111/j.1540-6261.2004.00650.x

Wang, H., Zhou, H., & Zhou, Y. (2011). Credit default swap spreads and variance risk premia. Journal of Banking and Finance, 37(10), 3733–3746. https://doi.org/10.1016/j.jbankfin.2013.02.021

Widowati, D., Nugrahanti, Y. W., & Kristanto, A. B. (2013). Analisis Faktor Keuangan dan Non Keuangan yang Berpengaruh pada PrediksiPeringkat Obligasi di Indonesia (Studi pada Perusahaan Non Keuangan yang Terdaftar di BEI dan di Daftar Peringkat PT Pefindo 2009-2011). Jurnal Manajemen Maranatha, 13(1). https://doi.org/10.28932/jmm.v13i1.141

Wu, L., & Zhang, F. (2008). A No-Arbitrage Analysis of Macroeconomic Determinants of the Credit Spread Term Structure. Management Science, 54(6), 1160–1175. https://doi.org/10.1287/mnsc.1070.0835

Zuhrotun, & Baridwan, M. P. P. Z. (2005). Pengaruh pengumuman peringkat terhadap kinerja obligasi. Simposium Nasional Akuntansi VIII. http://etd.repository.ugm.ac.id/penelitian/detail/28594

Bahasa Abstract

Penelitian ini merupakan analisis penilaian risiko kredit (credit rating) ditinjau dari model penilaian risiko kredit berbasis data akuntansi dan data pasar, terhadap korporasi non-keuangandi Indonesia pada periode 2013 - 2022. Sampel yang digunakan adalah nilai peringkat kredit dari20 perusahaan yang terdaftar di Bursa Efek Indonesia dan masuk dalam indeks IDX 80, sertamemiliki peringkat kredit dari PEFINDO selama sepuluh tahun pada periode 2013 - 2022. Data yang dianalisis merupakan data panel dan metode yang digunakan adalah regresi linear berganda. Hasil penelitian ditemukan bahwa dari model berbasis data akuntansi; indikator likuiditas, struktur modal, dan kemampuan membayar bunga; dan dari model berbasis data pasar; indikatorvolatilitas ekuitas dan market multiples berpengaruh secara signifikan terhadap peringkat kredit. Hasil penelitian juga menyimpulkan bahwa model penilaian yang menggabungkan model berbasis data akuntansi dan data pasar, menjelaskan peringkat kredit secara lebih komprehensifdan menyeluruh.

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