Article Details
Vol. 7 No. 3 (2026): Juni
Comparative Analysis of Stock Valuation Models in Indonesian Shipping Companies
Purpose: This study comparatively examines the effectiveness of three widely used stock valuation models in explaining the stock prices of shipping companies listed on the Indonesian Stock Exchange, with the aim of providing insights into their applicability and relevance in the context of the Indonesian market.
Methodology: This study employed a quantitative research design using secondary panel data from Indonesian listed shipping companies from 2018 to 2023.
Results: The findings indicate that although the Earnings-Based Model (EBO) and Price-to-Earnings (P/E) models showed partial significance with limited explanatory power, the P/S model demonstrated the strongest and most consistent influence on stock prices.
Conclusions: Although the EBO model showed an extremely high Adjusted R², it indicated unrealistic overvaluation, while the P/E model had limited explanatory power. Overall, the P/S model is the most appropriate and representative model for valuing Indonesian shipping stocks.
Limitations: This research is limited to shipping companies listed in Indonesia during the 2018–2023 period and relies solely on quantitative secondary data, which may not capture broader macroeconomic or industry-specific external factors.
Contributions: This study enriches the capital market literature by providing sector-specific empirical evidence of the comparative performance of valuation models in an asset-intensive and cyclical industry.
- Abdullah, M. a., & Hendrawan, A. (2025). Analisis pengaruh profit margin dan price earning ratio terhadap return on investment: Studi Empiris pada Perusahaan Sektor Tambang yang Terdaftar di Bursa Efek Indonesia Periode 2019-2023. Scientific Journal of Reflection: Economic, Accounting, Management and Business, 8(1), 233-241. doi:https://doi.org/10.37481/sjr.v8i1.1041
- Abi Rafdi, F., & Zuhri, M. (2026). Financial performance and its implications on the profitability of banks listed on the Indonesia Stock Exchange (IDX). Journal of Business, Finance, and Banking, 2(1), 50-67. doi:https://doi.org/10.56174/jbfb.v2i1.1073
- Achmadi, T., & Baqi, I. (2025). Domestic Container Shipping Market Profile: A Case Study of Indonesia. 2025, 22(2), 10. doi:https://doi.org/10.14710/kapal.v22i2.72477
- Alvia, A., Anshari, H., & Batubara, M. (2022). Pengaruh Berkembangnya Pasar Modal di Indonesia. Jurnal Akuntansi, Manajemen dan Bisnis Digital, 1(2), 343–346-343–346. doi:https://doi.org/10.37676/jambd.v1i2.2641
- Angkasaputra, C. O., Nugraha, O. T., Suwondo, L. D., & Manihuruk, B. P. (2022). Stock Price Determinants: A Literature Study. Jurnal SEKURITAS (Saham, Ekonomi, Keuangan dan Investasi), 6(1). doi:https://doi.org/10.32493/skt.v6i1.19988
- Arshad, S., Latif, S., Salman, A., & Irfan, S. (2023). Increasing profitability and confidence by using interpretable model for investment decisions. doi:https://doi.org/10.21203/rs.3.rs-3800581/v1
- Asrida, P. D., Saputra, I. G. A. A., & Pasupatri, B. (2024). Dividend policy study reviewed from liquidity and debt ratio: Signaling theory perspective in Indonesia. International Journal of Environmental, Sustainability, and Social Science, 5(5), 1441-1447. doi:https://doi.org/10.38142/ijesss.v5i5.1222
- Awaliya, E., Suhendri, N., Sibarani, T. P., Wildani, L. N., Zabrina, F. S., & Anantia, R. (2023). Analisis Lingkungan Bisnis Internal dan Eksternal PT Nestle IndonesiaA. Jurnal Pengabdian Kepada Masyarakat Nusantara, 4(2), 1525-1534. doi:https://doi.org/10.55338/jpkmn.v4i2.1097
- Brummitt, C. D., Huremovi?, K., Pin, P., Bonds, M. H., & Vega-Redondo, F. (2017). Contagious disruptions and complexity traps in economic development. Nature human behaviour, 1(9), 665-672. doi:https://doi.org/10.1038/s41562-017-0190-6
- Budiman, E. M. (2026). Philosophical Critique of Capital Market Regulation: A Case Study between Public Interest and Privacy. Jurnal Ilmiah Hukum dan Hak Asasi Manusia (JIHHAM), 5(2), 1-13. doi:https://doi.org/10.35912/jihham.v5i2.4728
- Buditomo, B., Candra, S., & Soetanto, T. V. (2024). Fama and french five-factor study of stock market in indonesia. International Journal of Organizational Behavior and Policy, 3(1), 39-52. doi:https://doi.org/10.9744/ijobp.3.1.39-52
- Chalandra, C. N., Hidayah, N., & Aulia, A. K. (2025). Gelombang krisis 1997-1998: runtuhnya orde baru dan lahirnya babak baru ekonomi Indonesia. Historia Pedagogia, 14(02), 25-39. doi:https://doi.org/10.15294/hp.v14i02.37140
- Chowdhury, M. A. F., Abdullah, M., & Masih, M. (2022). COVID-19 government interventions and cryptocurrency market: Is there any optimum portfolio diversification? Journal of International Financial Markets, Institutions and Money, 81, 101691. doi:https://doi.org/10.1016/j.intfin.2022.101691
- Darmayanti, N., & Dientrimei, A. M. (2021). Teori Akuntansi: Academia Publication.
- Dewi, L., Fitria, S., Nidia, S., & Sitio, V. (2024). Pasar modal dan pengaruhnya terhadap perekonomian di Indonesia. JAKA (Jurnal Akuntansi, Keuangan, dan Auditing) ??????????: Fakultas Ekonomi dan Bisnis Universitas Dian Nuswantoro, 5(1), 196-214. doi:https://doi.org/10.56696/jaka.v5i1.10755
- Dewi, N., & Saryadi, S. (2016). Pengaruh Suku Bunga (Bi Rate), Eps Dan Roe Terhadap Harga Saham Pada Perusahaan Sektor Pertambangan Yang Terdaftar Di Bursa Efek Indonesia Periode 2010-2014. Jurnal Ilmu Administrasi Bisnis, 5(3), 7-16. doi:https://doi.org/10.14710/jiab.2016.11992
- Dwijayani, H., Marzuki, M. I., & Sari, L. R. (2023). Financial Ratios and Stock Return in the Food and Beverage Company. EkBis: Jurnal Ekonomi dan Bisnis, 7(1), 23-33. doi:https://doi.org/10.14421/EkBis.2023.7.1.1763
- Fabozzi, F. J. (2025). Capital Markets: Institutions, Instruments, and Risk Management: Mit Press.
- Febriyanti, H. F., & Delfiani, S. (2023). Pengaruh Inflasi, Suku Bunga Bank Indonesia, dan Nilai Tukar Rupiah Terhadap Indeks Harga Saham Gabungan (IHSG). Jurnal Manajemen Stratejik Dan Simulasi Bisnis, 4(1), 41-51. doi:https://doi.org/10.25077/mssb.4.1.41-51.2023
- Firzatullah, M. S., & Warastuti, Y. (2025). Pengaruh Kekuatan Keuangan Dan Kebijakan Dividen Terhadap Return Saham Pada Perusahaan Sektor Manufaktur. Buletin Studi Ekonomi, 202-212. doi:https://doi.org/10.24843/BSE.2025.v30.i02.p07
- Hadi, W., Azisah, N., & Andarwati S T F, E. (2025). Analysis of Business Uncertainty in The Reefer Container Sector in The Vuca Era of Industry 4.0 (Case Study of Shipping Company Domestic Route). International Journal of Marine Engineering Innovation and Research, 10(3), 958-962. doi:https://doi.org/10.12962/j25481479.v10i3.22659
- Harwaningrum, M. (2016). Perbandingan penilaian saham dengan metode analisis fundamental dan analisis tehknical, penggorengan saham, serta keputusan penilaian saham jika hasil berlawanan arah untuk kedua metode analisis pada saham Bakrie group untuk periode 2005-2009. Jurnal Ilmiah Manajemen dan Bisnis, 2(1), 96798. doi:https://doi.org/10.22441/jimb.v2i1.3696
- Humphrey, J. E., & Li, Y. (2021). Who goes green: Reducing mutual fund emissions and its consequences. Journal of Banking & Finance, 126, 106098. doi:https://doi.org/10.1016/j.jbankfin.2021.106098
- Jitmaneeroj, B. (2017). The impact of dividend policy on price-earnings ratio: The role of conditional and nonlinear relationship. Review of Accounting and Finance, 16(1), 125-140. doi:https://doi.org/10.1108/RAF-06-2015-0092
- Kesuma, M. R., Widaryo, C. M., Irianto, E. D. O., & Aini, R. N. (2025). Pengaruh Makroekonomi terhadap Kinerja Perusahaan Energi. RIGGS: Journal of Artificial Intelligence and Digital Business, 4(1), 464-470. doi:https://doi.org/10.31004/riggs.v4i1.435
- Khasanah, U., Wijaya, L. R. P., & Sidik, M. M. A. (2025). The Effect of Dividend Policy, Earnings Volatility, and Leverage on Stock Price Volatility. Goodwood Akuntansi dan Auditing Reviu(GAAR), 4(1), 17-30. doi:https://doi.org/10.35912/gaar.v4i1.4232
- Kholifah, Z. N., Murdiyanto, E., & Rahmawati, Z. (2023). Pengaruh Price Earning Ratio (PER) Dan Earning Per Share (EPS) Terhadap Harga Saham Pada Perusahaan Sub Sektor Kosmetik Dan Keperluan Rumah Tangga Yang Terdaftar Di Bursa Efek Indonesia Tahun 2015-2021. Master Manajemen, 1(4), 37-50. doi:https://doi.org/10.59603/masman.v1i4.146
- Kim, S. (2021). Delays in Banks’ Loan Loss Provisioning and Economic Downturns: Evidence from the U.S. Housing Market. Journal of Accounting Research, 60(3), 711-754. doi:https://doi.org/10.1111/1475-679X.12415
- Kleymenova, A., & Tuna, ?. (2021). Regulation of Compensation and Systemic Risk: Evidence from the UK. Journal of Accounting Research, 59(3), 1123-1175. doi:https://doi.org/10.1111/1475-679X.12355
- Kundori, K., Fauziningrum, E., & Sukrisno, S. (2025). Physical and social environment as predictors of job satisfaction for seafarers: An empirical study of the shipping industry in Indonesia. Annals of Human Resource Management Research, 5(3), 95-108. doi:https://doi.org/10.35912/ahrmr.v5i3.3156
- Larasati, E. I., & Ramadhan, A. L. (2022). Penggunaan Saham Preferen Dalam Penentuan Joint Venture. Gorontalo Law Review, 5(1), 63-74. doi:https://doi.org/10.32662/golrev.v5i1.2067
- Malkiel, B. G. (1987). Efficient market hypothesis The new palgrave dictionary of economics (pp. 1-7): Springer.
- Marlina, R. (2024). Pengaruh Net Profit Margin, Debt To Equity Ratio, Return On Equity Dan Dividend Payout Ratio Terhadap Harga Saham. Jurnal Ekonomika Dan Bisnis (JEBS), 4(1). doi:https://doi.org/10.47233/jebs.v4i1.1516
- Maulana, D. Y. (2024). Model Ebo dalam Penilaian Harga Saham “Analisis Mendalam dan Studi Kasus”: TOHAR MEDIA.
- McHugh, C. A. (2023). Competitive conditions in development finance. Journal of International Financial Markets, Institutions and Money, 83, 101741. doi:https://doi.org/10.1016/j.intfin.2023.101741
- Noventin Entelina, P., & Dio, W. (2025). Faktor-Faktor yang Mempengaruhi Harga Saham pada Perusahaan LQ45. Jurnal Ilmu Manajemen, Ekonomi dan Kewirausahaan, 5(1), 581-597. doi:https://doi.org/10.55606/jimek.v5i1.6654
- Novianti, E., Asmeri, R., & Silvera, D. L. (2023). Pengaruh Kinerja Keuangan, Ukuran dan Umur Perusahaan Terhadap Nilai Perusahaan dengan Pengungkapan Corporate Social Responsibility (CSR) Sebagai Variabel Moderasi. Ekasakti Pareso Jurnal Akuntansi, 1(4), 345-357. doi:https://doi.org/10.31933/epja.v1i4
- Palupi, G. R., & Suhendi, A. (2020). Analisis Harga Saham Pada Perusahaan Real Estate Dan Property Yang Terdaftar Di Bursa Efek Indonesia Tahun 2017. GEMA: Journal of Gentiaras Management and Accounting, 12(1), 1-10. doi:https://doi.org/10.47768/gema.v12i1.213
- Paradiba, L., & Nainggolan, K. (2015). Pengaruh laba bersih operasi terhadap harga saham pada perusahaan food and beverage yang terdaftar di BEI. Jurnal riset akuntansi dan bisnis, 15(1).
- Pariska, Y., & Berliani, K. (2025). Pengaruh ROA, DER, dan EPS terhadap Harga Saham pada Perusahaan LQ45 di BEI Periode 2017–2024. ECo-Buss, 8(1), 250-262. doi:https://doi.org/10.32877/eb.v8i1.2558
- Porter, M. E. (1979). The structure within industries and companies' performance. The review of Economics and Statistics, 214-227. doi:https://doi.org/10.2307/1924589
- Purwantini, R., & Jayanti, F. D. (2026). Pengaruh Struktur Modal dan Ukuran Perusahaan Terhadap Harga Saham Perusahaan Lq45 yang Terdaftar di Bei Tahun 2022-2024 dengan Profitabilitas sebagai Pemediasi. Jibaku: Jurnal Ilmiah Bisnis, Manajemen dan Akuntansi, 6(1), 20-26. doi:https://doi.org/10.35473/jibaku.v6i1.4398
- Qalbu, A. I., Wijayanto, E., & Listyani, T. T. (2025). Stock Valuation Analysis Using Discounted Cash Flow and Price Earning Ratio for Investment Decision Making in Mining Companies Listed on the ESG Sector Leaders IDX KEHATI. International Journal of Business and Applied Economics, 4(2), 547-556. doi:https://doi.org/10.55927/ijbae.v4i2.7
- Rahmawati, Y., & Hadian, H. N. (2022). The influence of Debt Equity Ratio (DER), Earning Per Share (EPS), and Price Earning Ratio (PER) on stock price. International Journal of Financial, Accounting, and Management, 3(4), 289-300. doi:https://doi.org/10.35912/ijfam.v3i4.225
- Salem, F. (2021). Comparative study of ohlson and cash flow discounting models in the prediction of the stock price. Corporate Ownership and Control, 18(2). doi:https://doi.org/10.22495/cocv18i2art3
- Schlingemann, F. P., & Stulz, R. M. (2022). Have exchange-listed firms become less important for the economy? Journal of Financial Economics, 143(2), 927-958. doi:https://doi.org/10.1016/j.jfineco.2021.08.009
- Setiawan, R. A., & Saputra, A. (2022). Analisis valuasi harga saham healthcare menggunakan Price to Earnings Ratio (PER) pada saham syariah. Journal of Islamic Economics and Finance Studies, 3(2), 157-178. doi:https://doi.org/10.47700/jiefes.v3i2.5057
- Sumantika, A. (2025). Analisis Penggunaan Price to Earnings Ratio, Price to Book Value, Price to Sales, Price to Cash Flow Dalam Strategi Value Investing Pada Saham Indeks Lq45 Periode 2018-2023. Jurnal Manajemen, 15(1). doi:https://doi.org/10.30738/jm.v15i1.4420
- Suwono, S., & Sartinah, S. (2021). Analisis keputusan investasi saham dengan pendekatan Price Earning Ratio (PER) (Studi Kasus Pada Saham yang termasuk kedalam Jakarta Islamic Index Tahun 2016-2018). AmaNU: Jurnal Manajemen dan Ekonomi, 4(2), 132-148. doi:https://doi.org/10.52802/amn.v4i2.162
- Thakur, B. P. S., & Kannadhasan, M. (2018). Determinants of dividend payout of Indian manufacturing companies: A quantile regression approach. Journal of Indian Business Research, 10(4), 364-376. doi:https://doi.org/10.1108/jibr-02-2018-0079
- Wulandari, C. E., Saladin, H., & Mulyani, A. (2024). Analysis of the effect of dividend policy and profitability on stock price. Journal of Multidisciplinary Academic Business Studies, 1(4), 711-717. doi:https://doi.org/10.35912/jomabs.v1i4.2306

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