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This study aims to explore the impact of capital structure on firm risk within China’s machinery industry, with a specific focus on the trade-off theory and equity financing preferences. Employing a quantitative methodology, the research analyzes financial data from 927 publicly listed machinery companies in China. Utilizing multiple linear regression models and statistical tests such as Pearson a
