Capital Structure Determinants: Evidence in Indonesia Food Processing Firms
DOI:
https://doi.org/10.47747/fmiic.vi2.2948Abstract
This study examines the determinants of capital structure. Leverage is measured by debt-to-equity ratio and decompose to three regression models: short-term debt, long-term debt, and total debt. The purpose of this study is to test whether there are differences in the capital structure determinants across three debt regression models. The sample consists of 13 food processing firms publicly traded on the Indonesia Stock Exchange during the period 2015–2024. Panel regression tests indicate that the fixed effects model is the appropriate model for all three debt regression models. The adjusted r-squared is highest for long-term debt regression model which is 80,66% and short-term debt model has the lowest which is 59,3%, while total debt regression model has adjusted r-square of 76,91% The study finds that significant determinants differ across the various debt measures. Asset tangibility and non-debt tax shields are significant determinants in all three models, and the signs consistent with theoretical expectations. Intangible assets and growth opportunities are significant only for the long-term and total debt regression models. Firm size is a significant determinant in the short-term and total debt regression models. Uniqueness is found to be significant only in the long-term debt regression model. The findings of this research support the agency cost theory, that increasing value of collateralizable assets will reduce the risk of wealth transfer from creditor to shareholders as debt increases. It also confirms the trade-off theory that firms tend to utilize less debt when they benefit from non-debt tax shields as substitute for tax advantage of debt financing. Intangible assets are found to complement tangible assets in facilitating access to long-term and total debt and support the signaling theory. Size significance supports the trade-off theory which confirms that large firms borrow more since they have lower agency cost. The significance of growth opportunities aligns with pecking order theory for long-term debt and total debt, indicating that high growth firms will use more debt to fund growth because of the less impact of asymmetric information. Furthermore, firms facing high costs associated with uniqueness tend to reduce their debt levels to minimize liquidation costs.
References
Acaravci, S. K. (2015). The Determinants of Capital Structure: Evidence form the Turkish Manufacturing Sector. International Journal of Economics and Financial Issues, 5(1), 158–171.
Ahmed Sheikh, N., & Wang, Z. (2011). Determinants of capital structure: An empirical study of firms in manufacturing industry of Pakistan. Managerial Finance, 37(2), 117–133. https://doi.org/10.1108/03074351111103668
Alves, S., & Martins, J. (2009). The impact of intangible assets on financial and governance policies: A univariate analysis. Corporate Ownership and Control, 7(1 E CONT. 4), 416–433. https://doi.org/10.22495/cocv7i1c4p1
Ang, J. S., Chua, J. H., & Mcconnell, J. J. (1982). The Administrative Costs of Corporate Bankruptcy: A Note The authors acknowledge the helpful comments of. The Journal of Finance, 37(1), 219–227.
Barclay, M. J., Smith, C. W., & Morellec, E. (2006). On the debt capacity of growth options. Journal of Business, 79(1), 37–59. https://doi.org/10.1086/497404
Benito, A. (2003). The capital structure decisions of firms: is there a pecking order? Banco de España Working Papers. http://ideas.repec.org/p/bde/wpaper/0310.html
Bevan, A. A., & Danbolt, J. (2004). Testing for inconsistencies in the estimation of UK capital structure determinants. Applied Financial Economics, 14(1), 55–66. https://doi.org/10.1080/0960310042000164220
Bhat, D. A., Chanda, U., & Bhat, A. K. (2020). Does Firm Size Influence Leverage? Evidence from India. Global Business Review, 2002. https://doi.org/10.1177/0972150919891616
Booth, L., Aivazian, V., Demirguc-kunt, A., & Maksimovic, V. (2001). Capital Structures in Developing Countries. The Journal of Finance, LVI(1), 87–130.
Bradley, M., Jarrell, G. A., & Kim, E. H. (1984). On the Existence of an Optimal Capital Structure: Theory and Evidence. The Journal of Finance, 39(3), 857–878. https://doi.org/10.1111/j.1540-6261.1984.tb03680.x
Brigham, E. F., Houston, J. F., Jun-Ming, H., Kee, K. Y., & Bany-Ariffin, A. N. (2014). Essentials of FInancial Management (3rd ed.). Cencage Learning.
Chan, J., Phooi, M., Rahman, M., & Sannacy, S. (2017). The determinants of capital structure : Evidence from public listed companies in Malaysia , Singapore and Thailand. Cogent Economics & Finance, 6(1), 1–34. https://doi.org/10.1080/23322039.2017.1418609
Chittenden, F., Hall, G., & Hutchinson, P. (1996). Small firm growth, access to capital markets and financial structure: Review of issues and an empirical investigation. Small Business Economics, 8(1), 59–67. https://doi.org/10.1007/BF00391976
Cortez, M. A. A. (2025). Determinants of Corporate Capital Structure and the Emerging Role of Intangibles and Innovation: The Case of Japanese Corporations. DLSU Business and Economics Review, 34(2), 1–13.
Custódio, C., & Metzger, D. (2014). Financial expert CEOs: CEO’s work experience and firm’s financial policies. Journal of Financial Economics, 114(1), 125–154. https://doi.org/10.1016/j.jfineco.2014.06.002
DeAngelo, H., & Masulis W, R. (1980). Optimal Capital Structure Under Corporate and Personal Taxation. Journal of Financial Economics, 8, 3–29.
Dittmar, A., Mahrt-smith, J., & Servaes, H. (2003). International Corporate Governance and Corporate Cash Holdings. The Journal of Financial and Quantitative Analysis, 38(1), 111–133.
Downs, T. W. (1993). Corporate Leverage and Nondebt Tax Shields: Evidence on Crowding‐Out. Financial Review, 28(4), 549–583. https://doi.org/10.1111/j.1540-6288.1993.tb01362.x
Dudney, D., Harris, C., Li, Z., & Morillon, T. (2024). The Impact of Intangible Assets on Capital Structure in Asia. Journal of Accounting and Finance, 24(2). https://doi.org/10.33423/jaf.v24i2.7054
Faccio, M., & Xu, J. (2015). Taxes and Capital Structure. Journal of Financial and Quantitative Analysis, 50(3), 277–300. https://doi.org/10.1017/S0022109015000174
Frank, M. Z., & Goyal, V. K. (2003). Testing the pecking order theory of capital structure $ (Vol. 67).
Frank, M. Z., & Goyal, V. K. (2009). Capital structure decisions: Which factors are reliably important? Financial Management, 38(1), 1–37. https://doi.org/10.1111/j.1755-053X.2009.01026.x
González, V. M., & González, F. (2012). Firm size and capital structure: Evidence using dynamic panel data. Applied Economics, 44(36), 4745–4754. https://doi.org/10.1080/00036846.2011.595690
Harris, C., & Roark, S. (2019). Cash flow risk and capital structure decisions. Finance Research Letters, 29, 393–397. https://doi.org/10.1016/j.frl.2018.09.005
Harris, M., & Raviv, A. (1990). Capital Structure and the Informational Role of Debt. The Journal of Finance, 45(2), 321–349. https://doi.org/10.1111/j.1540-6261.1990.tb03693.x
Huang, G., & Song, F. M. (2006). The determinants of capital structure : Evidence from China. China Economic Review, 17, 14–36. https://doi.org/10.1016/j.chieco.2005.02.007
Jensen, M. C. (1986). Agency Cocts of Free Cash Flow, Corporate Finance, and Takeovers. Journal of Social and Personal Relationship, 15(6), 755–773.
Jensen, M., & Meckling, W. (1976). Theory of the firm: Managerial behavior, agency costs, and ownership structure. Journal of Financial Economics, V.3(4), 305–360. https://doi.org/10.1017/CBO9780511817410.023
Jong, A. De, Kabir, R., & Thu, T. (2008). Capital structure around the world : The roles of firm- and country-specific determinants. Journal of Banking & Finance, 32, 1954–1969. https://doi.org/10.1016/j.jbankfin.2007.12.034
Kayhan, A., & Titman, S. (2007). Firms’ histories and their capital structures. Journal of Financial Economics, 83(1), 1–32. https://doi.org/10.1016/j.jfineco.2005.10.007
Kraus, A., & Litzenberger, R. H. (1973). A state-preference model of optimal financial leverage. The Journal of Finance, Vol. 28(No. 4 (Sep., 1973)), 911–922.
Lee, C. F., & Kuo, N. T. (2014). Effects of ultimate ownership structure and corporate tax on capital structures: Evidence from Taiwan. International Review of Economics and Finance, 29, 409–425. https://doi.org/10.1016/j.iref.2013.07.004
Li, Y., & Singal, M. (2019). Capital structure in the hospitality industry: The role of the asset-light and fee-oriented strategy. Tourism Management, 70(August 2018), 124–133. https://doi.org/10.1016/j.tourman.2018.08.004
Lim, S. C., Macias, A. J., & Moeller, T. (2014). Intangible Assets and Capital Structure. SSRN Electronic Journal, August. https://doi.org/10.2139/ssrn.2514551
Lim, S. C., Macias, A. J., & Moeller, T. (2020). Intangible assets and capital structure. Journal of Banking and Finance, 118, 105873. https://doi.org/10.1016/j.jbankfin.2020.105873
Matemilola, B. T., Bany-Ariffin, A. N., Azman-Saini, W. N. W., & Nassir, A. M. (2018). Does top managers’ experience affect firms’ capital structure? Research in International Business and Finance, 45, 488–498. https://doi.org/10.1016/j.ribaf.2017.07.184
Matias, F., & Salsa, L. (2016). Determinants of capital structure : New evidence from Portuguese small firms. Dosalgarves, 13–28. https://doi.org/10.18089/DAMeJ.2016.28.2
Michaelas, N., Chittenden, F., & Poutziouris, P. (1999). Financial Policy and Capital Structure Choice in U.K. SMEs: Empirical Evidence from Company Panel Data. Small Business Economics, 12(2), 113–130. https://doi.org/10.1023/A:1008010724051
Myers, S. C. (1977). Determinants of corporate borrowing. Journal of Financial Economics, 5(2), 147–175. https://doi.org/10.1016/0304-405X(77)90015-0
Myers, S. C. (1984). The Capital Structure Puzzle. The Journal of Finance, 39(3), 575–592.
Ozkan, A. (2001). Determinants of capital structure and adjustment to long run target: Evidence from UK company panel data. Journal of Business Finance and Accounting, 28(1–2), 175–198. https://doi.org/10.1111/1468-5957.00370
Peng, Y.-T., Zhang, J.-Y., & Chang, J. S. (2021). Exploring the Relevance of Intangible Assets and Capital Structure. International Journal of Trade, Economics and Finance, 12(6), 144–148. https://doi.org/10.18178/ijtef.2021.12.6.709
Qu, W., Wongchoti, U., Wu, F., & Chen, Y. (2018). Does information asymmetry lead to higher debt financing? Evidence from China during the NTS Reform period. Journal of Asian Business and Economic Studies, 25(1), 109–121. https://doi.org/10.1108/jabes-04-2018-0006
Rajan, R. G., & Zingales, L. (1995). What Do We Know about Capital Structure? Some Evidence from International Data. The Journal of Finance, L(5), 1421–1460.
Ross, S. A., Westerfield, R. W., Jordan, B. D., Lim, J., & Tan, R. (2012). Fundamentals of Corporate Finance (Asia Globa). McGraw-Hill Education.
Shenoy, C., & Koch, P. D. (1996). The firm’s leverage-cash flow relationship. Journal of Empirical Finance, 2(4), 307–331. https://doi.org/10.1016/0927-5398(95)00011-9
Song, H. (2005). Capital Structure Determinants An Empirical Study of Swedish Companies (Issue 25).
Titman, S., & Wessels, R. (1988). The Determinants of Capital Structure Choice. The Journal of Finance, XLIII(1), 1–19.