Does Investor Sentiment Moderate the Link Between Ownership Structure, Debt, and Stock Price Crash Risk in the Indonesian Technology Sector?
Abstract
Purpose – Conducting this research will help to look into how ownership structure, debt maturity, and investor sentiment affect the chance of a stock price crash risk among technology businesses that are traded on the IDX stock market between 2020 and 2022. The goal is to identify the key elements determining the likelihood of collisions.
Methodology – A quantitative method employing binary logistic regression is utilised to investigate the impact of ownership structure, debt maturity, and investor sentiment on the likelihood of stock price crashes. Ownership composition, debt maturity, sentiment indicators, and stock price data from 172 firm-month observations are among the secondary data included in the investigation.
Findings – According to the findings, Investor Sentiment (X3) substantially enhances the chance of a stock price crash (Y). While Debt Maturity (X2) and Ownership Structure (X1) are not significant on their own, their interaction with Investor Sentiment (X3) exerts a considerable moderating influence. Associated with Investor Sentiment (X3) and crash risk is substantially influenced by diverse Ownership Structure (X1) types, implying that market sentiment's effect depends on ownership characteristics.
Originality/Novelty – This research contributes to the restricted field of empirical studies conducted with regard to the possibility of stock market crises occurring in developing economies, particularly in the technology sector in Indonesia. By incorporating Debt Maturity (X2) and Investor Sentiment (X3) as explanatory variables, it offers a more detailed understanding of factors leading to crash risk.
Implications – The results provide helpful information for technology companies' risk management plans. They advise investors and policymakers to carefully monitor ownership trends, debt maturity, and investor sentiment to better predict and minimise the danger of stock market crashes.
Keywords
Full Text:
PDFReferences
Abaoub, E., & Mokrani, F. (2024). Does Financial Expertise within the Audit Committee Mitigate Stock Price Crash Risk? Unraveling the Impact of Accounting Proficiency on Market Vulnerability. International Journal For Multidisciplinary Research, 6(1), 1–24. https://doi.org/10.36948/ijfmr.2024.v06i01.13078
Afifah, N. R. N., & Badaruddin, M. (2024). Potential Chinese Debt Trap in Infrastructure Development (Case Study of the Jakarta-Bandung High-Speed Railway Project). Indonesian Journal of International Relations, 8(1), 198–222. https://doi.org/10.32787/ijir.v8i1.517
Aivazian, V. A., Ge, Y., & Qiu, J. (2005). The impact of leverage on firm investment: Canadian evidence. Journal of Corporate Finance, 11(1–2), 277–291. https://doi.org/10.1016/S0929-1199(03)00062-2
Almeida, H. (2012). Corporate Debt Maturity and the Real Effects of the 2007 Credit Crisis. Critical Finance Review, 1(1), 3–58. https://doi.org/10.1561/104.00000001
Alnafea, M., & Chebbi, K. (2022). Does investor sentiment influence stock Price crash risk? Evidence from Saudi Arabia. The Journal of Asian Finance, Economics ….
Anderson, R. C., & Reeb, D. M. (2003). Founding‐Family Ownership, Corporate Diversification, and Firm Leverage. The Journal of Law and Economics, 46(2).
Andrei Shleifer and Robert W. Vishny. (1986). Large Shareholders and Corporate Control. Journal of Political Economy, 94(3), 461–488.
Andreou, P. C., Lambertides, N., & Magidou, M. (2021). Stock Price Crash Risk: A Critique of the Agency Theory Viewpoint. SSRN Electronic Journal, 1–60. https://doi.org/10.2139/ssrn.3774424
Antoniou, A., Guney, Y., & Paudyal, K. (2006). The determinants of debt maturity structure: Evidence from France, Germany and the UK. European Financial Management, 12(2), 161–194. https://doi.org/10.1111/j.1354-7798.2006.00315.x
Barclay, M. J., Marx, L. M., & Smith, C. W. (2003). The joint determination of leverage and maturity. Journal of Corporate Finance, 9(1), 149–167. https://doi.org/10.1016/s0929-1199(02)00003-2
Barclay, M. J., & Smith, C. W. (1995). The Maturity Structure of Corporate Debt. The Journal of Finance, 50(2), 609. https://doi.org/10.2307/2329421
Bashir, U., Nawaz Kayani, U., Khan, S., Polat, A., Hussain, M., & Faruk Aysan, A. (2024). Investor Sentiment and Stock Price Crash Risk: The Mediating Role of Analyst Herding. Computers in Human Behavior Reports, 13(January), 100371. https://doi.org/10.1016/j.chbr.2024.100371
Benmelech, E., Kandel, E., & Veronesi, P. (2010). Stock-Based Compensation and CEO (Dis)Incentives. The Quarterly Journal of Economics, 125(4), 1769–1820. https://doi.org/10.1162/qjec.2010.125.4.1769
Billett, M. T., King, T. H. D., & Mauer, D. C. (2007). Growth opportunities and the choice of leverage, debt maturity, and covenants. Journal of Finance, 62(2), 697–730. https://doi.org/10.1111/j.1540-6261.2007.01221.x
Board, A., Readability, R., Price, S., Risk, C., Shandiz, M. T., Zadeh, F. N., & Askarany, D. (2022). The Interactive Effect of Ownership Structure on the Relationship between The Interactive Effect of Ownership Structure on the Relationship between Annual Board Report Readability and Stock Price Crash Risk. Journal of Risk and Financial Management, 15(June), 1–18. https://doi.org/10.3390/jrfm15060268
Brockman, P., Martin, X., & Unlu, E. (2010). Executive Compensation and the Maturity Structure of Corporate Debt. The Journal of Finance, 65(3), 1123–1161. https://doi.org/10.1111/j.1540-6261.2010.01563.x
Canbaloglu, B., Alp, O. S., & Gurgun, G. (2022). Debt maturity structure and stock price crash risk: The case of Turkiye. Borsa Istanbul Review, 22(5), 985–991. https://doi.org/10.1016/j.bir.2022.07.005
Cao, J., He, G., & Jiao, Y. (2025). Too Sensitive to Fail: The Impact of Sentiment Connectedness on Stock Price Crash Risk. Entropy, 27(4), 1–26. https://doi.org/10.3390/e27040345
Cao, T., Nguyen, H., Nguyen, K., & Nguyen, L. (2023). Information asymmetry on the link between corporate social responsibility and stock price crash risk. Cogent Economics and Finance, 11(2). https://doi.org/10.1080/23322039.2023.2230727
Chang, X., Chen, Y., & Zolotoy, L. (2017). Stock liquidity and stock price crash risk. Journal of Financial and Quantitative …. https://www.cambridge.org/core/journals/journal-of-financial-and-quantitative-analysis/article/stock-liquidity-and-stock-price-crash-risk/D075A97C1145532248659E8821075167
Chauhan, Y., Kumar, S., & Pathak, R. (2017). Stock liquidity and stock prices crash-risk: Evidence from India. The North American Journal of Economics ….
Chen, J., Hong, H., & Stein, J. C. (2001). Forecasting Crashes: Trading Volume, Past Returns, and Conditional Skewness in Stock Prices. Journal of Financial Economics, 61(3), 345–381. https://doi.org/10.1016/S0304-405X(01)00066-6
Chen, Shenglan, Ma, H., Wu, Q., & Zhang, H. (2023). Common Institutional Ownership and Stock Price Crash Risk. Contemporary Accounting Research, 41(1), 679–711.
Chen, Shi. (2024). Institutional Ownership , Media Sentiment and Stock Price Crash Risk in China. International Journal Of Academic Research In Accounting, Finance & Management Sciences, 14(4), 150–172. https://doi.org/10.6007/IJARAFMS/v14-i4/22932
Chen, Shi, & Lok, C.-L. (2024). Institutional Ownership , Media Sentiment and Stock Price Crash Risk in China. Intrnational Journal of Academic, 14(4), 150–172. https://doi.org/10.6007/IJARAFMS/v14-i4/22932
Chen, X., IAN, K. U., & Qu, Y. (2022). Comparative Research on the Relationship between Investor Sentiment and Stock Price during COVID-19 Pandemic and Russian-Ukrainian War. BCP Business & Management, 32, 407–417. https://doi.org/10.54691/bcpbm.v32i.2960
Chen, Y., & Li, Y. (2024). Managerial Ownership and Stock Price Crash Risk: The Mediating Roles of ESG Rating Disagreement, Analyst Coverage and Undervaluation. Journal of Logistics, Informatics and Service Science, 11(11), 239–259. https://doi.org/10.33168/JLISS.2024.1114
Cui, H., & Zhang, Y. (2020). Does investor sentiment affect stock price crash risk? Applied Economics Letters. https://doi.org/10.1080/13504851.2019.1643448
Cui, J., Wei, Q., & Gao, X. (2025). How Retail vs. Institutional Investor Sentiment Differ in Affecting Chinese Stock Returns? Journal of Risk and Financial Management, 18(2), 1–18. https://doi.org/10.3390/jrfm18020095
Custódio, C., Ferreira, M. A., & Laureano, L. (2013). Why are US firms using more short-term debt? Journal of Financial Economics, 108(1), 182–212. https://doi.org/10.1016/j.jfineco.2012.10.009
Dang, T. L., Faff, R., Luong, H., & Nguyen, L. (2019). Individualistic cultures and crash risk. European Financial Management, 25(3), 622–654. https://doi.org/10.1111/eufm.12180
Dang, V. A., Lee, E., Liu, Y., & Zeng, C. (2018). Corporate debt maturity and stock price crash risk. European Financial …. https://onlinelibrary.wiley.com/doi/abs/10.1111/eufm.12134
Datta, S., Iskandar-Datta, M., & Raman, K. (2005). Managerial stock ownership and the maturity structure of corporate debt. Journal of Finance, 60(5), 2333–2350. https://doi.org/10.1111/j.1540-6261.2005.00800.x
Duchin, R., Ozbas, O., & Sensoy, B. A. (2010). Costly external finance, corporate investment, and the subprime mortgage credit crisis. Journal of Financial Economics, 97(3), 418–435. https://doi.org/10.1016/j.jfineco.2009.12.008
Fan, Y., Zhou, F., An, Y., & Yang, J. (2021). Investor Sentiment and Stock Price Crash Risk: Evidence from China. Global Economic Review, 50(4), 310–339. https://doi.org/10.1080/1226508X.2021.1947340
Fang, X., Girardone, C., Li, Y., & Zeng, Y. (2024). Generalist CEOs and stock price crash risk. Journal of Business Finance and Accounting, March 2024, 182–221. https://doi.org/10.1111/jbfa.12804
Firth, M., Wang, K., & Wong, S. M. L. (2015). Corporate Transparency and the Impact of Investor Sentiment on Stock Prices. Management Science, 61(7), 1630–1647. https://doi.org/10.1287/mnsc.2014.1911
Graham, J. R., Leary, M. T., & Roberts, M. R. (2015). A century of capital structure: The leveraging of corporate America. Journal of Financial Economics, 118(3), 658–683. https://doi.org/10.1016/j.jfineco.2014.08.005
Guedes, J., & Opler, T. (1996). The Determinants of the Maturity of Corporate Debt Issues. The Journal of Finance, 51(5), 1809–1833. https://doi.org/10.1111/j.1540-6261.1996.tb05227.x
Haider, M. J., Ahmad, M., & Wu, Q. (2024). The Role of Debt Maturity in Stock Price Crash Risk: a Comparison of Developing and Developed Asian Economies. Journal of Asian Business and Economic Studies, 31(4), 307–321. https://doi.org/10.1108/JABES-06-2023-0198
Harford, J., Klasa, S., & Maxwell, W. F. (2011). Refinancing Risk and Cash Holdings. SSRN Electronic Journal. https://doi.org/10.2139/ssrn.1810199
Hou, C., & Liu, H. (2023). Institutional Cross-Ownership and Stock Price Crash Risk. Research in International Business and Finance, 65, 101906.
Israfil. (2020). Debt Maturity Structure and Stock Price Crash Risk in African Economies: the Moderating Role of Accounting Standards. Journal of Management and Financial Sciences, XVIII(55), 89–115.
Jia, Z., Deng, L., & Xu, R. (2016). How Does Debt Structure Influence Stock Price Crash Risk? Journal of Systems Science and Complexity, 31(2), 473–492. https://doi.org/10.1007/s11424-016-6105-1
Jin, J., Liu, Y., Zhang, Z., & Zhao, R. (2022). Voluntary disclosure of pandemic exposure and stock price crash risk. Finance Research Letters, 47(March), 102799. https://doi.org/10.1016/j.frl.2022.102799
Jin, L., & Myers, S. (2006). R2 around the world: New theory and new tests☆. Journal of Financial Economics, 79(2), 257–292. https://doi.org/10.1016/j.jfineco.2004.11.003
Johnson, S. A. (2003). Debt Maturity and the Effects of Growth Opportunities and Liquidity Risk on Leverage. Review of Financial Studies, 16(1), 209–236. https://doi.org/10.1093/rfs/16.1.0209
Jungherr, J., Meier, M., Reinelt, T., & Schott, I. (2022). Corporate Debt Maturity Matters For Monetary Policy. 360.
Kim, J. B., & Zhang, L. (2016). Accounting Conservatism and Stock Price Crash Risk: Firm-level Evidence. Contemporary Accounting Research, 33(1), 412–441. https://doi.org/10.1111/1911-3846.12112
Kothari, S. P., Shu, S., & Wysocki, P. D. (2009). Do Managers Withhold Bad News. Journal of Accounting Research, 47(1), 241–276. https://doi.org/10.1111/j.1475-679X.2008.00318.x
Kustina, L., Sudarsono, R., & Effend, N. (2023). Market Crash Factors and Developing an Early Warning System: Evidence from Asia. Investment Management and Financial Innovations, 20(3), 116–125. https://doi.org/10.21511/imfi.20(3).2023.10
Kustina, L., Sudarsono, R., & Effendi, N. (2024). Does Foreign Portfolio Investment Moderate the Impact of Exchange Rate Volatility and Investor Sentiment on Country Index Crash Risk? Cogent Economics and Finance, 12(1), 1–17. https://doi.org/10.1080/23322039.2024.2305481
Lamb, N. H., & Butler, F. C. (2018). The Influence of Family Firms and Institutional Owners on Corporate Social Responsibility Performance. Business & Society, 57(7), 1374–1406. https://doi.org/10.1177/0007650316648443
Li, Q., Ni, X., Yeung, P. E., & Yin, D. (2025). The Information Advantage of Institutional Common Owners: Evidence from Stock Price Crash Risk. SSRN Electronic Journal, March. https://doi.org/10.2139/ssrn.3871539
Li, R. (2024). Can State-owned Shareholders’ Participation Curb Stock Price Crash Risk? --Based on Empirical Evidence of A-share Private Listed Companies from 2008 to 2019. Journal of Education, Humanities and Social Sciences, 33, 203–212. https://doi.org/10.54097/0j69q603
Li, Yang, Zhang, Y., Ma, R., & Wang, R. (2024). Analyst Optimism, Information Disclosure, and Stock Price Collapse Risk: Empirical Insights from China’s A-Share Market. PLoS ONE, 19(3 March), 1–28. https://doi.org/10.1371/journal.pone.0297055
Li, Yuanhui, Kannan, Y., Rau, S., & Yang, S. (2022). Real earnings management, corporate governance and stock price crash risk: evidence from China. China Accounting and Finance Review, 24(2), 172–198. https://doi.org/10.1108/cafr-03-2022-0014
Lin, C.-H., Wang, T.-L., Ke, D.-Y., & Nguyen, T. B. N. (2023). Do Foreign Investors Curb Stock Price Crash Risk? Evidence from Ownership Concentration in Taiwan. Modern Economy, 14(04), 481–509. https://doi.org/10.4236/me.2023.144027
Liu, R., & Li, R. (2025a). Investor sentiment and stock price crash risk : internal control as a mediator in Chinese markets. 18(2). https://doi.org/10.54254/2977-5701/2025.22013
Liu, R., & Li, R. (2025b). Investor Sentiment and Stock Price Crash Risk : Internal Control as a Mediator in Chinese markets. Journal of Applied Economics and Policy Studies, 18(2), 52–60. https://doi.org/10.54254/2977-5701/2025.22013
Menon, U. V. (2016). Impact of Capital Structure on Stock Prices: Evidence from Oman. International Journal of Economics and Finance, 8(9), 249. https://doi.org/10.5539/ijef.v8n9p249
Michael C. Jensen. (1986). Agency Costs of Free Cash Flow, Corporate Finance, and Takeovers. The American Economic Review, 76(2), 323–329.
Moradi, M., Appolloni, A., Zimon, G., Tarighi, H., & Kamali, M. (2021). Macroeconomic factors and stock price crash risk: Do managers withhold bad news in the crisis-ridden Iran market? Sustainability (Switzerland), 13(7), 1–16. https://doi.org/10.3390/su13073688
Muchtar, D., Alias, N., & Bensaadi, I. (2023). the Market Value of Non-Family Firms: a Study on Ownership Concentrations, Financial Policy and Profitability. JEBIK, 12(1), 19. https://doi.org/10.26418/jebik.v12i1.59559
Nguyen, A. T., & Nguyen, N. T. (2024). How Does Investor Sentiment Affect Stock Market Crash Risk? Evidence from Asia-Pacific Markets. Cogent Economics and Finance, 12(1), 1–18. https://doi.org/10.1080/23322039.2024.2422959
Nnadi, M., Surichamorn, V., Jayasekera, R., & Belghitar, Y. (2022). Empirical analysis of debt maturity, cash holdings and firm investment in developing economies. International Journal of Finance and Economics, 27(3), 3345–3372. https://doi.org/10.1002/ijfe.2324
Ozkan, A. (2000). An empirical analysis of corporate debt maturity structure. European Financial Management, 6(2), 197–212. https://doi.org/10.1111/1468-036X.00120
Öztekin, Ö. (2015). Capital Structure Decisions around the World: Which Factors Are Reliably Important? Journal of Financial and Quantitative Analysis, 50(3), 301–323. https://doi.org/10.1017/S0022109014000660
Pan, N., Xu, Q., & Zhu, H. (2021). The impact of investor structure on stock price crash sensitivity: Evidence from China’s stock market. Journal of Management Science and Engineering, 6(3), 312–323. https://doi.org/10.1016/j.jmse.2021.06.003
Qi, D., Wu, W., & Zhang, H. (2000). Shareholding structure and corporate performance of partially privatized firms: Evidence from listed Chinese companies. Pacific Basin Finance Journal, 8(5), 587–610. https://doi.org/10.1016/s0927-538x(00)00013-5
Rahimzadeh, F., Jamali, J., & Abed, A. (2022). The Effect of Company Ownership Structure on the Stock Price Crash Risk in Iran: A Panel Co-Integration Approach with Cross-Sectional Dependence. Iranian Journal of Accounting, Auditing and Finance, 6(4), 1–14. https://doi.org/10.22067/ijaaf.2022.42122
Ruwei, Z., Xiong, X., & Dehua, S. (2019). Investor sentiment and stock price crash risk: evidence from China. Management Review.
Sarhan, A. A., & Al-Najjar, B. (2022). The influence of corporate governance and shareholding structure on corporate social responsibility: The key role of executive compensation. International Journal of Finance and Economics, May, 1–25. https://doi.org/10.1002/ijfe.2663
Stohs, M. H., & Mauer, D. C. (1996). The determinants of corporate debt maturity structure. Journal of Business, 69(3), 279–312. https://doi.org/10.1086/209692
Stulz, R. (1990). Managerial discretion and optimal financing policies. Journal of Financial Economics, 26(1), 3–27. https://doi.org/10.1016/0304-405X(90)90011-N
Suhani, N., Arfan, M., & Saputra, M. (2024). The Influence of Operating Cash Flow Opacity, Institutional Ownership, and Audit Quality on Stock Price Crash in Non-Financial Companies Listed on the Indonesian Stock Exchange. East Asian Journal of Multidisciplinary Research, 3(8), 3721–3736. https://doi.org/10.55927/eajmr.v3i8.10604
Sun, J., Ding, L., Guo, J., & Li, Y. (2015). Ownership, Capital Structure and Financing Decision: Evidence from the UK. The British Accounting Review, 48. https://doi.org/10.1016/j.bar.2015.04.001
Taghizadeh Khanqah, V., & Talebnia, G. (2018). The Impact of Debt Maturity on Stock Price Crash Risk with an Emphasis on Information Asymmetry. Journal of Asset Management and Financing, 6(3), 87–104. https://doi.org/10.22108/amf.2017.21211
Wistawan, I. M. A. P., Subroto, B., & Ghofar, A. (2015). The Characteristics Board of Directors, Family Ownership and Accounting Conservatism: Evidence from Family Public Firms in Indonesia. Research Journal of Finance and Accounting, 6(22), 113–121.
Wu, B, Cai, Y., & Zhang, M. (2021). Investor sentiment and stock price crash risk in the Chinese stock market. In Journal of Mathematics. hindawi.com.
Wu, Binghui, Cai, Y., & Zhang, M. (2021). Investor Sentiment and Stock Price Crash Risk in the Chinese Stock Market. Journal of Mathematics, 1–10. https://doi.org/10.1155/2021/6806304
Xu, N., Li, X., Yuan, Q., & Chan, K. C. (2014). Excess Perks and Stock Price Crash Risk: Evidence from China. Journal of Corporate Finance, 25, 419–434. https://doi.org/10.1016/j.jcorpfin.2014.01.006
Yuan, R., Sun, J., & Cao, F. (2016). Directors’ and officers’ liability insurance and stock price crash risk. Journal of Corporate Finance, 37, 173–192. https://doi.org/https://doi.org/10.1016/j.jcorpfin.2015.12.015
Zahn, J.-L. W. M. Van der, & Cong, L. M. (2018). Consequences of Stock Price Crash Risk on Changes in Sustainability Disclosure. SSRN, 23529(2), 1–45.
DOI: https://doi.org/10.30596/ijbe.v6i2.23852
Refbacks
- There are currently no refbacks.
International Journal of Business Economics (IJBE)is abstracting & indexing in the following databases:
View My Stats IJBE



