Market Capitalization Volatility, Profitability, and Leverage: A Comparative Four-Case Study of Indonesia's Energy and Technology Firms

Authors

  • Hikmahwati Politeknik Negeri Banjarmasin, Indonesia
  • Widya Ais Sahla Politeknik Negeri Banjarmasin, Indonesia
  • Sandra Iriawan Politeknik Negeri Banjarmasin, Indonesia
  • Noor Safrina Politeknik Negeri Banjarmasin, Indonesia
  • Nurul Qalbiah Politeknik Negeri Banjarmasin, Indonesia
  • Mark Gabriel Wagan Aguilar Technological College, Philippines

DOI:

https://doi.org/10.61255/jeemba.v4i5.1097

Keywords:

Market Capitalization Volatility, Profitability, Leverage, Signaling Theory, Industry Sector

Abstract

Purpose – This exploratory study examines preliminary associations between market capitalization volatility, profitability, and leverage across four Indonesian energy and technology firms, drawing on Signaling Theory. With only two firms per sector, sector differences are treated as case-level heterogeneity, not established moderation.

Design/methodology/approach – Using a multi-case panel design, the study analyzes four Indonesian firms over 2014–2024 (44 firm-year observations): two energy firms (Adaro Energy, Indonesia Energy Corporation) and two technology firms (Telkom Indonesia, Elang Mahkota Teknologi). The small sample confounds sector with firm identity, so comparisons are descriptive, not tested moderation. VMC1 and VMC2 were recomputed as annual rolling-window series, replacing a prior full-period constant confounded with sector identity. Variables were z-standardized, volatility mean-centered before interaction terms, examined via marginal effects.

Findings/Results – Volatility is positively associated with profitability and negatively with leverage across all cases. With corrected VMC1/VMC2, sector does not moderate either association, stable across leave-one-firm-out checks. A lagged specification shows both associations disappear with temporal separation, indicating associative not causal relationships.

Originality/Value – The study offers a descriptive account of how an apparent sector-moderation finding can arise from a measurement artifact and disappear once corrected—a cautionary illustration for future research.

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References

Aljifri, R. (2023). Investor psychology in the stock market: An empirical study of the impact of overconfidence on firm valuation. Borsa Istanbul Review, 23(1), 93–112. https://doi.org/10.1016/j.bir.2022.09.010

Angelidis, T., & Tessaromatis, N. (2023). The disappearing profitability of volatility- managed equity factors. Journal of Financial Markets, 65(September), 100857. https://doi.org/10.1016/j.finmar.2023.100857

Asgharian, H., Christiansen, C., & Hou, A. J. (2023). The effect of uncertainty on stock market volatility and correlation. Journal of Banking and Finance, 154, 106929. https://doi.org/10.1016/j.jbankfin.2023.106929

Baker, M., Wurgler, J., & Yuan, Y. (2012). Global , local , and contagious investor sentiment. Journal of Financial Economics, 104(2), 272–287. https://doi.org/10.1016/j.jfineco.2011.11.002

Bashir, H. A., & Kumar, D. (2025). Unveiling investor sentiment, attention, and speed of price adjustment in Indian market. International Review of Economics and Finance, 101, 104189. https://doi.org/10.1016/j.iref.2025.104189

Chang, C., Lee, A. C., & Lee, C. F. (2009). Determinants of capital structure choice: A structural equation modeling approach. Quarterly Review of Economics and Finance, 49(2), 197–213. https://doi.org/10.1016/j.qref.2008.03.004

Connelly, B. L., Certo, S. T., Ireland, R. D., & Reutzel, C. R. (2010). Signaling Theory: A Review and Assessment. Journal of Management, 37(1), 39–67. https://doi.org/10.1177/0149206310388419

Cook, D. O., & Luo, S. (Scott). (2023). Fund flow-induced volatility and the cost of debt. Journal of Banking & Finance, 146(January), 106702. https://doi.org/10.1016/j.jbankfin.2022.106702

Denis, D. J., & Mckeon, S. B. (2012). Debt Financing and Financial Flexibility Evidence from Proactive Leverage Increases. The Review of Financial Studies, 25(6), 1897–1929. https://doi.org/10.1093/rfs/hhs005

Dhingra, B., Batra, S., Aggarwal, V., & Yadav, M. (2024). Stock market volatility : a systematic review. Journal of Modelling in Management, 19(3), 925–952. https://doi.org/10.1108/JM2-04-2023-0080

Gong, J. (2024). The Relationship between Financial Market Volatility and Investor Behavior. Financial Engineering and Risk Management, 7(6), 111–116. https://doi.org/10.23977/ferm.2024.070614

Gong, X., Zhang, W., Xu, W., & Li, Z. (2022). Uncertainty index and stock volatility prediction : evidence from international markets. Financial Innovation, 8(57), 1–44. https://doi.org/10.1186/s40854-022-00361-6

Hafidz, N. S. (2025). The Journal of Financial, Accounting, and Economics. The Journal of Financial, Accounting, and Economics, 2(1), 23–38. https://doi.org/10.58857/JFAE.2025.v02.i01.p03

Haliza, T. N., Hizazi, A., & Friyani, R. (2025). Pada Perusahaan Sektor Farmasi Yang Terdaftar Di Bursa Efek Indonesia Periode 2020-2024. Jurnal Akuntansi Kompetif, 8(3), 885–895. https://ejournal.kompetif.com/index.php/akuntansikompetif/article/view/2435/1933

Hariyanto, D. (2021). Effect of Trading Volume , Market Capitalization , Firm Size in explaining Return on Vultures. Journal of Advanced Research in Economics and Administrative Sciences, 2(3), 50–64. https://doi.org/10.47631/jareas.v2i2.228

He, W., & Kyaw, N. (2025). Economic Policy Uncertainty and Corporate Investment Behavior : Evidence from China. Asia-Pacific Financial Markets, July. https://doi.org/10.1007/s10690-025-09550-6

Ji, Q., Zhang, D., & Geng, J. (2018). Information linkage , dynamic spillovers in prices and volatility between the carbon and energy markets. Journal of Cleaner Production, 198(October), 972–978. https://doi.org/10.1016/j.jclepro.2018.07.126

Kogan, L., Papanikolaou, D., Seru, A., & Stoffman, N. (2017). Technological Innovation , Resource Allocation , and Growth. Quarterly Journal of Economics, 132(2), 665–712. https://doi.org/10.1093/qje/qjw040

Korajczyk, R. A., & Levy, A. (2003). Capital structure choice: Macroeconomic conditions and financial constraints. Journal of Financial Economics, 68(1), 75–109. https://doi.org/10.1016/S0304-405X(02)00249-0

Kusnanto, E., & Qalbia, F. (2024). The Impact Of Profitability , Firm Size , And Growth Opportunities On The Value Of Property Companies. Journal of Economic and Leadership, 1(2), 42–53. https://doi.org/10.70142/jbl.v1i2.9

Lambrinoudakis, C., Skiadopoulos, G., & Gkionis, K. (2019). Capital structure and financial flexibility : Expectations of future shocks. Journal of Banking & Finance, 104(July), 1–18. https://doi.org/10.1016/j.jbankfin.2019.03.016 Get

Maysaroh, S., Price, I. D. X. S., & Handayani, A. (2025). Leverage , Dividend Policy , and Profitability Effects on IDX30 Stock Price Volatility During 2019 – 2023 1051. Jurnal Ilmiah Manajemen Kesatuan, 13(2), 1051–1060. https://doi.org/10.37641/jimkes.v11i2.3159

Munzir, Andriyan, Y., & Hidayat, R. (2023). Consumer Goods: Pengaruh Profitabilitas dan Leverage Terhadap Nilai Perusahaan Dimediasi oleh Corporate Social Responsibility. Jurnal Akuntansi Dan Governance, 3(2), 153–165. https://doi.org/10.24853/jago.3.2.153-165

Pastor, L., & Veronesia, P. (2012). Uncertainty about Government Policy and Stock Prices. The Journal of Finance, 67(4), 1219–1264. https://doi.org/10.2139/ssrn.1625845

Peters, R. H., & Taylor, L. A. (2017). Intangible capital and the investment- q relation. Journal of Financial Economics, 123(2), 251–272. https://doi.org/10.1016/j.jfineco.2016.03.01

Pham, Q., Pham, H., Pham, T., & Tiwari, A. K. (2025). Revisiting the role of investor sentiment in the stock market. International Review of Economics and Finance, 100(October 2024), 104089. https://doi.org/10.1016/j.iref.2025.104089

Pramesti, A., Hidayat, W. W., & Rely, G. (2025). Pengaruh Kapitalisasi Pasar, Profitabilitas dan Leverage terhadap Nilai Perusahaan (Emiten Properti dan Real Estate di Bursa Efek Indonesia Periode 2020-2023). Jurnal Riset Ekonomi Dan Akuntansi Volume, 3(1), 247–264. https://doi.org/10.54066/jrea-itb.v3i1.3060

Pranata, R. M., Waspada, I., Nugraha, N., & Purnomo, B. S. (2024). Herding Dynamics, Volatility, and Market Capitalization: Implications for Stock Returns in Indonesia. JASF: Journal of Accounting and Strategic Finance, 7(2), 300–314. https://doi.org/10.33005/jasf.v7i2.532

Ratti, R. A., Seol, Y., & Hwan, K. (2011). Relative energy price and investment by European firms ☆. Energy Economics, 33(5), 721-731 Relative. https://doi.org/10.1016/j.eneco.2010.12.010

Ristyawan, M. R. (2019). Pengaruh Return On Equity (ROE), Debt To Assets Ratio (DAR), Price To Book Value (PBV) Dan Net Profit Margin (NPM) Terhadap Return Saham Perusahaan Sektor Perkebunan Yang Terdaftar Di Bursa Efek Indonesia Periode 2011-2017. Jurnal Ekonomi Bisnis Dan Kewirausahaan, 8(1), 1–17. https://doi.org/10.26418/jebik.v8vi1.26966

Saleem, Q., Sulong, S., & Isa, A. H. bin M. (2019). Relationship between Stock Market Volatility , Stock Market Liquidity and Financial Performance of Non-Financial Firms Listed on Pakistan Stock Exchange Relationship between Stock Market Volatility , Stock Market Liquidity and Financial Performance of Non. International Journal of Academic Research in Business and Social Sciences, 9(7), 307–323. https://doi.org/10.6007/IJARBSS/v9-i7/6119

Spence, M. (1973). Job market signaling. Quarterly Journal of Economics, 87(3), 355–374. https://doi.org/10.2307/1882010

Suhardjo, I., Suparman, M., Hidayah, Y., Ramadyan, A. N., & Diaz, R. (2024). Market Capitalization, Leverage, And The Pursuit Of Sustainable Growth: Evidence From The Indonesian Fintech Industry. Jurnal Akademi Akuntansi, 7(2), 267–288. https://doi.org/10.22219/jaa.v7i2.31212

Tran, Q. T. (2021). Economic policy uncertainty and cost of debt financing : International evidence. The North American Journal of Economics and Finance, 57(July), 101419. https://doi.org/10.1016/j.najef.2021.101419

Vuong, G. T. H., Nguyen, M. H., & Wong, W. K. (2022). CBOE volatility index ( VIX ) and corporate market leverage. Cogent Economics & Finance, 10(1), 1–22. https://doi.org/10.1080/23322039.2022.2111798

Xiao, J., Jiang, J., & Zhang, Y. (2024). Policy uncertainty , investor sentiment , and good and bad volatilities in the stock market : Evidence from China. Pacific-Basin Finance Journal, 84(April), 102303. https://doi.org/10.1016/j.pacfin.2024.102303

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Published

2026-08-18

How to Cite

Hikmahwati, H., Sahla, W. A., Iriawan, S., Safrina, N., Qalbiah, N., & Aguilar, M. G. W. (2026). Market Capitalization Volatility, Profitability, and Leverage: A Comparative Four-Case Study of Indonesia’s Energy and Technology Firms . Journal of Economics, Entrepreneurship, Management Business and Accounting, 4(5), 667–688. https://doi.org/10.61255/jeemba.v4i5.1097