THE EFFECT OF PRICE-EARNINGS RATIO, DEBT-TO-EQUITY RATIO AND RETURN ON EQUITY ON THE STOCK PRICES OF COAL MINING SUB-SECTOR COMPANIES LISTED ON THE INDONESIA STOCK EXCHANGE (2020–2025 PERIOD)

Authors

  • Nabilla Pratiwi Universitas Potensi Utama ID
  • Asnahwati Universitas Potensi Utama ID

Keywords:

Price Earning Ratio, Debt To Equity Ratio, Return On Equity, Stock Price, Data Transformation

Abstract

This study aims to determine and analyze the effect of Price Earning Ratio (PER), Debt To Equity Ratio (DER), and Return On Equity (ROE), both partially and simultaneously, on the Stock Price of coal mining sub-sector companies listed on the Indonesia Stock Exchange during 2020-2025. This study uses a quantitative method with an associative approach. The population consisted of 24 companies, with a sample of 6 companies selected through purposive sampling, namely ADRO, BYAN, HRUM, ITMG, GEMS, and MBAP, over 6 years, resulting in 36 data points. Data were analyzed using multiple linear regression with SPSS version 26. To satisfy the normality assumption, PER was transformed into square root form, DER and ROE into inverse form, and Stock Price into natural logarithm form. The results show that PER has a significant positive effect on Stock Price (Sig. 0.004), DER has no significant effect (Sig. 0.713), while ROE has a significant positive effect on Stock Price (Sig. 0.001). Simultaneously, PER, DER, and ROE have a significant effect on Stock Price (Sig. 0.005), with an R Square of 0.329, meaning the three variables explain 32.9% of Stock Price variation, while the remaining 67.1% is influenced by other factors outside this model.

References

Anggereni, R., & Asnahwati. (2025). Pengaruh Current Ratio, Debt To Equity Ratiodan Total Asset Turnover Terhadap Return on Asset pada Perusahaan Sub Sektor Pulp & Paper yang Terdaftar di Bursa Efek Indonesia Periode 2016–2023. Jurnal Ilmu Manajemen METHONOMIX, 8(2), 90–100.

Anggraeni, D., & Kusuma, H. (2022). Pengaruh kinerja keuangan terhadap harga saham: Studi pada perusahaan subsektor pertambangan batu bara periode 2018–2021. Jurnal Siasat Bisnis, 26(2). https://doi.org/10.20885/jsb.vol26.iss2.art4

Anisa, R., & Triyonowati, T. (2022). Pengaruh DER, ROE, dan EPS terhadap harga saham pada perusahaan pertambangan batu bara yang terdaftar di BEI. Jurnal Ilmu dan Riset Manajemen, 11(4). https://doi.org/10.36990/jirm.v11i4.519

Badan Pusat Statistik. (2025). Statistik Pertambangan Indonesia. https://www.bps.go.id

Brealey, R. A., Myers, S. C., & Allen, F. (2020). Principles of corporate finance (13th ed.). McGraw-Hill Education.

Brigham, E. F., & Houston, J. F. (2019). Fundamentals of financial management (15th ed.). Cengage Learning.

Brigham, E. F., & Houston, J. F. (2021). Fundamentals of financial management (16th ed.). Cengage Learning.

Brigham, E. F., & Houston, J. F. (2025). Fundamentals of financial management (17th ed.). Cengage Learning.

Bursa Efek Indonesia. (2025). Laporan Keuangan dan Data Emiten. https://www.idx.co.id

Chuang, C. C., & Wang, Y. H. (2022). Revisiting the relationship between EPS and stock prices in commodity-driven markets: A panel data approach. International Review of Economics & Finance, 78(1). https://doi.org/10.1016/j.iref.2021.11.008

CNBC Indonesia. (2025). Perkembangan Investor Pasar Modal Indonesia. https://www.cnbcindonesia.com

Fahmi, I. (2020a). Analisis Kinerja Keuangan. Alfabeta.

Fahmi, I. (2020b). Pengantar Manajemen Keuangan. Alfabeta.

Fahrozi, M., & Muin, M. R. (2021). Pengaruh Price Earning Ratio dan EV/EBITDA terhadap Harga Saham Perusahaan Properti di Bursa Efek Indonesia. Jurnal Ekonomi KIAT, 32(1).

Fitriani, A., & Mulyadi, D. (2021). Pengaruh EPS, DER, dan ROE terhadap harga saham perusahaan sektor pertambangan di Bursa Efek Indonesia. Jurnal Ekonomi dan Bisnis Indonesia, 36(2). https://doi.org/10.22146/jebi.65821

Ghozali, I. (2018). Aplikasi Analisis Multivariate dengan Program IBM SPSS (Edisi 9). Badan Penerbit Universitas Diponegoro.

Ghozali, I. (2021). Aplikasi Analisis Multivariate dengan Program IBM SPSS (Edisi 10). Badan Penerbit Universitas Diponegoro.

Ginting, M. R., & Tarigan, P. A. (2021). Earnings per share, Return On Equity, and Debt To Equity Ratio: Their influence on stock price volatility. International Journal of Economics and Financial Issues, 11(4). https://doi.org/10.32479/ijefi.11524

Griffin, R. W. (2021). Management (13th ed.). Cengage Learning.

Gultom, E., & Lubis, K. S. (2021). Analisis Pengaruh Current Ratio, Return On Equity dan Debt To Equity RatioTerhadap Return Saham Pada Perusahaan Sub Sektor Telekomunikasi yang Terdaftar di Bursa Efek Indonesia Periode 2015–2019. ARBITRASE: Journal of Economics and Accounting, 2(1).

Handayani, S., & Widodo, A. (2022). Analisis pengaruh Return On Equity, Debt To Equity Ratio, dan earning per share terhadap nilai perusahaan subsektor pertambangan. Jurnal Manajemen dan Keuangan, 11(1). https://doi.org/10.33059/jmk.v11i1.4521

Hartono, J. (2020). Metodologi Penelitian Bisnis: Salah Kaprah dan Pengalaman-Pengalaman. BPFE.

Hasibuan, M. F., & Silalahi, A. S. (2023). Pengaruh EPS, DER, dan ROE terhadap harga saham perusahaan batu bara di BEI pasca pandemi COVID-19. Jurnal Bisnis dan Manajemen, 10(2). https://doi.org/10.26905/jbm.v10i2.9134

Hidayat, T. (2020). Dasar-Dasar Investasi dan Pasar Modal. Salemba Empat.

Hussain, A., & Bhatti, G. A. (2022). Financial ratios and stock price movement: An empirical study on coal and energy mining firms in emerging economies. Cogent Economics & Finance, 10(1). https://doi.org/10.1080/23322039.2022.2046361

Hutagalung, S. A. P., & Parhusip, A. A. (2025). Analisis Pengaruh Struktur Modal, Nilai Perusahaan, Kinerja Keuangan, dan Kebijakan Dividen terhadap Harga Saham pada Perusahaan Manufaktur Sub Sektor Makanan dan Minuman yang Terdaftar di BEI Tahun 2020–2024. Jurnal Eko-Bisma, 4(2).

Islamiyah, N., & Priyadi, M. P. (2021). Determinan harga saham perusahaan pertambangan: Peran EPS, DER, ROE, dan inflasi di Bursa Efek Indonesia. Jurnal Ilmu dan Riset Akuntansi, 10(6). https://doi.org/10.36990/jira.v10i6.332

Kasmir. (2022). Analisis Laporan Keuangan. PT Raja Grafindo Persada.

Kementerian Energi dan Sumber Daya Mineral. (2025). Laporan Kinerja Sektor Energi dan Sumber Daya Mineral. ESDM.

Kementerian Koordinator Bidang Perekonomian. (2025). Pertumbuhan Ekonomi Indonesia 2025. https://www.ekon.go.id

Khan, M. N., & Ahmad, S. (2023). Determinants of stock market performance: Role of EPS, DER, and ROE in emerging markets. Emerging Markets Financeand Trade, 59(1). https://doi.org/10.1080/1540496X.2022.2115834

Kieso, D. E., Weygandt, J. J., & Warfield, T. D. (2020). Intermediate accounting (17th ed.). Wiley.

Kurniawan, B., & Susanto, T. (2022). Pengaruh Price Earning Ratio, Return On Equity, dan Debt To Equity Ratioterhadap Harga Saham Perusahaan Batu Bara yang Terdaftar di Bursa Efek Indonesia. Jurnal Administrasi Bisnis, 11(2). https://doi.org/10.14710/jab.v11i2.38924

Lestari, D. (2025). Pengaruh EPS, DER, dan PER terhadap Harga Saham Perusahaan SDA di Bursa Efek Indonesia. Jurnal Ilmiah Manajemen dan Bisnis, 5(2).

Lestari, D., & Wahyuni, S. (2022). Financial performance and stock price: Empirical evidence from coal mining companies in ASEAN. Asian Economic and Financial Review, 12(5). https://doi.org/10.18488/journal.aefr.2022.125.395.409

Mahendra, I. G. N., & Artini, L. G. S. (2022). Pengaruh kinerja keuangan terhadap harga saham perusahaan pertambangan batu bara di Bursa Efek Indonesia tahun 2018–2021. E-Jurnal Manajemen Universitas Udayana, 11(5). https://doi.org/10.24843/EJMUNUD.2022.v11.i05.p08

Malik, F., Qureshi, M. N., & Aziz, H. (2021). Does earnings per share determine stock prices? Evidence from resource-based industries in developing countries. Journal of Business Economics and Management, 22(3). https://doi.org/10.3846/jbem.2021.14372

Nguyen, T. H., & Le, Q. H. (2022). The effect of financial ratios on stock return: Evidence from coal mining sector in Southeast Asia. Journal of Asian Finance, Economics and Business, 9(2). https://doi.org/10.13106/jafeb.2022.vol9.no2.0245

Nugroho, M. A., & Setiawan, F. (2021). Pengaruh EPS dan DER terhadap harga saham dengan PBV sebagai variabel intervening pada perusahaan pertambangan di BEI. Media Riset Akuntansi, Auditing & Informasi, 21(1). https://doi.org/10.25105/mraai.v21i1.8634

Otoritas Jasa Keuangan. (2023). Statistik Pasar Modal Indonesia. OJK.

Park, J. H., & Kim, S. Y. (2023). The diminishing role of EPS in predicting stock prices amid global energy transition: Evidence from ASEAN coal companies. Energy Economics, 118(2). https://doi.org/10.1016/j.eneco.2022.106499

Pertiwi, D. A., & Darmawan, A. (2023). Pengaruh ROE, DER, dan EPS terhadap harga saham emiten batu bara di BEI periode 2019–2022. Jurnal Profit: Kajian Pendidikan Ekonomi dan Ilmu Ekonomi, 10(1). https://doi.org/10.21776/ub.profit.2023.010.01.4

Prabowo, A., & Risal, T. (2023). Peran Enterpreneurial Orientation Dan Social Media Marketing Terhadap Peningkatan Strategi Bersaing (Umkm) Coffe Shop Pada Era Modern Customer Di Kota Medan. Jurnal Menara Ekonomi: Penelitian dan Kajian Ilmiah Bidang Ekonomi, 9(1).

Prabowo, A., Adam, A. A., Subhan, Z. N., Tanjung, Y., Parhusip, A. A., & Deviana, A. Irwansyah.(2025). Sustainable Business Practices in Coffee Shops: The Role of Marketing Innovation, Digital Marketing, and Branding Innovation Through Market Development. International Journal of Accounting and Economics Studies, 12 (6), 43, 50. https://doi.org/10.14419/p0k0pc78

Prabowo, A., Dewi, A. F., Parhusip, A. A., Wijaya, M. R., & Tanjung, Y. (2025). MODERN ENTERPRENEURSHIP (Enterpreneurial Mindset: Cara Berpikir Yang Mengubah Ide Menjadi Realitas). Serasi Media Teknologi.

Prabowo, A., Wahyuni, E. S., Tanjung, Y., Wijaya, M. R., & Adam, A. A. (2025). Manajemen Pemasaran (Strategi Pemasaran Era Digital: Menguasai Tren dan Teknologi Sebagai Konsep Baru Meningkatkan Penjualan). Serasi Media Teknologi.

Pratama, Y. C., & Arifin, Z. (2023). Pengaruh EPS, DER, dan ROE terhadap harga saham perusahaan batu bara di Bursa Efek Indonesia: Studi empiris pasca lonjakan harga komoditas 2021–2022. Jurnal Manajemen Teori dan Terapan, 16(2). https://doi.org/10.20473/jmtt.v16i2.42187

Pratiwi, R., & Yuniarta, G. A. (2021). Pengaruh PER, DER, dan ROE terhadap Harga Saham Perusahaan Pertambangan Batu Bara di BEI. Jurnal Akuntansi Bisnis, 19(2). https://doi.org/10.24167/jab.v19i2.3124

Purnomo, D., & Kristanto, A. B. (2021). Pengaruh Debt To Equity Ratioterhadap harga saham dengan ROE sebagai variabel moderasi pada perusahaan pertambangan BEI. Jurnal Riset Akuntansi dan Keuangan, 9(2). https://doi.org/10.17509/jrak.v9i2.33218

Rahmawati, N., & Santoso, B. (2022). Pengaruh earning per share dan Return On Equity terhadap harga saham pada perusahaan sektor energi di Bursa Efek Indonesia. Jurnal Ilmu Manajemen, 10(3). https://doi.org/10.26740/jim.v10n3.p712-725

Ristiya, R., dkk. (2024). Pengaruh CR, DER, PER, dan PER terhadap Harga Saham PT Gudang Garam Tbk. Jurnal Ekonomi Bisnis Manajemen dan Akuntansi.

Robbins, S. P., & Coulter, M. (2021). Management (14th ed.). Pearson Education.

Ross, S. A., Westerfield, R. W., & Jordan, B. D. (2022). Fundamentals of corporate finance (13th ed.). McGraw-Hill Education.

Samsul, M. (2023). Pasar Modal dan Manajemen Portofolio. Erlangga.

Saputra, R. A., & Hermawan, A. (2022). Analisis pengaruh rasio keuangan terhadap harga saham pada emiten batu bara di BEI: Sebelum dan sesudah pandemi COVID-19. Jurnal Keuangan dan Perbankan, 26(3). https://doi.org/10.26905/jkdp.v26i3.7214

Sari, R. M., Setiawan, I., & Setyowati, D. H. (2022). Pengaruh DER, ROE dan PER terhadap Harga Saham Perusahaan Konstruksi dan Bangunan di BEI. Indonesian Journal of Economics and Management, 2(2), 309–319.

Sari, R., & Mayang Sari, M. (2025). Pengaruh Earning Per Share (EPS), Debt To Equity Ratio(DER), dan Return On Asset (ROA) terhadap Harga Saham pada PT Ramayana Lestari Sentosa Tbk Periode 2019–2023. Jurnal Akuntansi dan Keuangan, 12(1).

Scott, W. R. (2020). Financial Accounting Theory (8th ed.). Pearson.

Setiadi, A. P., & Prasetyo, E. (2021). Faktor-faktor yang mempengaruhi harga saham perusahaan sub-sektor pertambangan batu bara yang terdaftar di BEI. Jurnal Riset Manajemen dan Bisnis, 16(1). https://doi.org/10.21111/jrmb.v16i1.5943

Sitorus, T., & Napitupulu, H. (2023). Analisis fundamental: EPS, DER, dan ROE terhadap harga saham perusahaan batu bara yang terdaftar di BEI. Jurnal Ekonomi dan Bisnis, 26(1). https://doi.org/10.24914/jeb.v26i1.6032

Spence, M. (1973). Job market signaling. The Quarterly Journal of Economics, 87(3), 355–374.

Subramanian, R., & Paramasivan, C. (2021). Impact of earnings per share, Debt To Equity Ratioand Return On Equity on stock price of mining companies. International Journal of Finance & Economics, 6(3). https://doi.org/10.1002/ijfe.2109

Sugiyono. (2022). Metode Penelitian Kuantitatif, Kualitatif, dan R&D. Alfabeta.

Sugiyono. (2025). Metode Penelitian Kuantitatif, Kualitatif, dan R&D. Alfabeta.

Sujarweni, V. W. (2025). Metodologi Penelitian Bisnis dan Ekonomi. Pustaka Baru Press.

Sukamulja, S. (2021). Analisis Laporan Keuangan sebagai Dasar Pengambilan Keputusan Investasi. Andi.

Suryana, I. M., & Ariyanto, D. (2022). Pengaruh rasio keuangan terhadap harga saham pada perusahaan pertambangan yang listed di Bursa Efek Indonesia. E-Jurnal Akuntansi Universitas Udayana, 32(4). https://doi.org/10.24843/EJA.2022.v32.i04.p14

Tandelilin, E. (2017). Pasar Modal: Manajemen Portofolio dan Investasi. Kanisius.

Tandelilin, E. (2021). Investasi dan Manajemen Portofolio. Kanisius.

Wahyudi, S., & Pawestri, H. P. (2021). Analisis pengaruh earning per share, Debt To Equity Ratio, Return On Equity terhadap harga saham: Studi pada perusahaan pertambangan di Indonesia. Diponegoro Journal of Management, 10(3). https://doi.org/10.14710/djom.v10i3.37891

Yahoo Finance. (2026). Historical Stock Prices for ADRO, BYAN, ITMG, HRUM, GEMS, MBAP 2020-2025. https://finance.yahoo.com

Downloads

Published

2026-10-02

How to Cite

Nabilla Pratiwi, & Asnahwati. (2026). THE EFFECT OF PRICE-EARNINGS RATIO, DEBT-TO-EQUITY RATIO AND RETURN ON EQUITY ON THE STOCK PRICES OF COAL MINING SUB-SECTOR COMPANIES LISTED ON THE INDONESIA STOCK EXCHANGE (2020–2025 PERIOD). Journal of Accounting Research, Utility Finance and Digital Assets, 5(3), 2542–2555. Retrieved from https://jaruda.id/index.php/go/article/view/487

Similar Articles

<< < 8 9 10 11 12 13 14 15 16 17 > >> 

You may also start an advanced similarity search for this article.