FORUM EKONOMI: Jurnal Ekonomi, Manajemen dan Akuntansi
Vol. 27 No. Special Issue (2025): Desember

Debt Ratio Optimization as an Alternative Approach to Capital Structure Determination Using the Lagrange Method

Ario, Muhammad (Unknown)
Tanlianto, Alphero (Unknown)
Fathanah, Muhammad Halim (Unknown)
Jovan Lo, Jesen (Unknown)
Defung, Felisitas (Unknown)



Article Info

Publish Date
31 Dec 2025

Abstract

This study develops a mathematical optimization model for determining the optimal debt ratio in a firm’s capital structure using the Lagrange method. By expressing equity value as a function of leverage, the model identifies a structural asymptote that divides the feasible region into positive and negative equity outcomes, thereby eliminating the possibility of an interior maximum and mathematically refuting the central prediction of the Trade-Off Theory. The first-order condition produces two critical points, but only one lies within the positive region and is shown through second-order analysis to be a local minimum rather than an optimum. Numerical simulation and empirical validation further demonstrate that optimal equity value arises under two extreme leverage conditions: zero leverage for conservative strategies and high leverage approaching the asymptote for aggressive strategies. These results establish a new analytical foundation for capital structure theory, provide a basis for developing more complex econometric models, and offer practical guidance for firms in prioritizing leverage decisions according to their risk preferences and strategic objectives

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Journal Info

Abbrev

FORUMEKONOMI

Publisher

Subject

Economics, Econometrics & Finance

Description

FORUM EKONOMI: Jurnal Ekonomi, Manajemen dan Akuntansi is a scientific journal that focuses on research and studies in the fields of economics, management, and accounting. This journal is published periodically four times a year, namely in January, April, July, and October. This journal is managed ...