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This paper addresses the issue of underutilized software test data in current aerospace software quality management. Through analyzing the current third-party software evaluation process, the paper proposes to optimize software evaluation process and management to enhance software development quality and software test quality. The paper proposes an aerospace software quality improvement framework based on software test data analysis, which provides a reference scheme for aerospace software quality management. Overall, the paper emphasizes the importance of software test data analysis in improving aerospace software quality and provides a comprehensive solution for addressing problems identified in aerospace software quality management.