In recent years, domestic enterprises have shown a strong development trend with rapid growth and wide coverage. The construction and operation of enterprise management models are crucial to the development of enterprises, and a good enterprise management model helps enterprises stand firm in market competition and achieve long-term development. Under the background of the new economic normal, the market environment has seen tremendous changes, which have far-reaching effects on the operation and development of enterprises. In order to cope with the impact of the changing economic situation on enterprises, enterprises need to reasonably improve their management models and promote their sustainable and stable development. Through qualitative and quantitative research, scholars have expressed their views on this issue. Combining the existing studies and analyses by scholars at home and abroad, this paper discusses the necessity of the need for innovation in enterprise management in the context of the big data era, discusses the current situation of enterprise management, reveals the problems from both microaspects and macroaspects of enterprises, uses artificial neural networks to establish an enterprise performance assessment model and related policy recommendations, improves the efficiency of enterprises, and puts forward some constructive suggestions for the innovation of enterprise management models.

中文翻译：

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基于人工神经网络的经营业绩综合评价模型

近年来，国内企业呈现出快速增长、覆盖面广的强劲发展态势。企业管理模式的构建和运作对企业的发展至关重要，良好的企业管理模式有助于企业在市场竞争中站稳脚跟，实现长远发展。在经济新常态的背景下，市场环境发生了翻天覆地的变化，对企业的经营发展影响深远。为应对经济形势变化对企业的影响，企业需要合理改进管理模式，促进企业持续稳定发展。通过定性和定量研究，学者们对这个问题发表了自己的看法。