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All Journal Seminar Nasional Aplikasi Teknologi Informasi (SNATI) OPERATION EXCELLENCE: Journal of Applied Industrial Engineering JOURNAL OF APPLIED INFORMATICS AND COMPUTING Jurnal Telematika Jurnal Ilmiah Sinus @is The Best [Accounting Information System & Information Technology Business Enterprise] Jurnal Pengabdian Mandiri Jurnal Ad'ministrare eProceedings of Applied Science
Magdalena Karismariyanti
Telkom University
Humanities Computer Science & IT Decision Sciences, Operations Research & Management Economics, Econometrics & Finance Education Electrical & Electronics Engineering Industrial & Manufacturing Engineering Languange, Linguistic, Communication & Media Social Sciences Other

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Journal : JOURNAL OF APPLIED INFORMATICS AND COMPUTING

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Python-Based Linear Regression Modeling of Liquidity and Profitability Ratios as Determinants of Firm Value in Commercial Banks in Indonesia Febriyanti, Zahra; Karismariyanti, Magdalena; Sukmawati, Fitri
Journal of Applied Informatics and Computing Vol. 9 No. 5 (2025): October 2025
Publisher : Politeknik Negeri Batam

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.30871/jaic.v9i5.10248

Abstract

The decline in Indonesian banking stocks in early 2024 was caused by foreign capital outflows. A decrease in foreign investment can reduce banks' ability to maintain their capital structure and intensify liquidity pressures. The primary measure for assessing company value is firm value, which can attract investors and indicate potential returns for shareholders. This study aims to analyze the influence of liquidity and profitability on firm value. The sample consists of 55 firm-year observations from the banking sector listed on the Indonesia Stock Exchange (IDX) ranging from 2019 to 2023, obtained using a purposive sampling technique. Data processed with Python using Multiple Linear Regression shows that liquidity has a significant and positive effect on firm value. Similarly, profitability also has a positive and significant effect on firm value. The results of the F-test indicate that liquidity and profitability have a simultaneous influence on firm value. The model demonstrates an outstanding prediction rate, with an R-squared value of 99.8%. The model These findings contribute valuable insights for stakeholders and investors, suggesting that by assessing the strength of liquidity and profitability in financial statements, they can enhance their profit potential.
Co-Authors Ahmad Alfin Alvin Lisal Chikal El-rayyan Muhayar Dadang Munandar Dana Sulistyo Kusumo Dendi Gusnadi Dhinta Darmantoro Dika Dwi Pandji Febrilia Armanza Febriyanti, Zahra Fitri Sukmawati Fitri Sukmawati, Fitri Gabriella Dwi Ayuni Junaedi Abdillah, Junaedi Kartika Indah Permanasari Luthfiya Hanum Nelsi Wisna Nisa Nur Pradipta Okta Pascal Ibrahim Pratiwi, Tintrin Intan R. Amalina Dewi Kumalasari Renata, Nindy Elsera Rike Raeni Rochmawati Siti Mariam Widayanti, Asti