基于CRRT的企业双元创新特征选择模型

Enterprise Ambidextrous Innovation Feature Selection Model Based on CRRT

摘要: 经济全球化环境中，企业贯彻新发展理念要坚持以创新为核心的发展战略，单方面依靠开发式创新或探索式创新均不是最优策略，结合企业现状均衡进行双元创新更有利于企业发展。企业双元创新能力影响因素众多，本文结合资源基础理论、双元理论等企业创新理论，建立企业双元创新能力影响因素模型，利用CRRT集成特征选择算法对企业双元创新能力影响因素进行重要性评估，建立重要特征集合子空间。分析得出以下结论：企业数字化转型程度成为影响探索式创新的最重要因素，进行数字化转型是新格局下企业进行探索式创新的有效途径。开发式创新影响因素中人力资源相关特征较为重要，与对探索式创新的影响相比人力资源的投入和数量优势对开发式创新影响更显著，重要性程度更高。企业规模和资产、得到的政府补助以及高管薪酬则是企业发展双元创新需着重考虑的因素特征。

Abstract: In the environment of economic globalization, enterprises should adhere to the development strat-egy with innovation as the core to implement the new development concept, unilaterally relying on development innovation or exploratory innovation is not the optimal strategy, combined with the current situation of the enterprise to carry out balanced dual innovation is more conducive to the development of enterprises. There are many influencing factors of enterprise ambidextrous inno-vation ability, this paper combines resource base theory, dual theory and other enterprise innova-tion theories to establish a model of influencing factors of enterprise ambidextrous innovation abil-ity, and uses CRRT integrated feature selection algorithm to evaluate the importance of influencing factors of enterprise ambidextrous innovation ability, and establishes an important feature set subspace. The analysis concludes that the degree of digital transformation of enterprises has be-come the most important factor affecting exploratory innovation, and digital transformation is an effective way for enterprises to carry out exploratory innovation in the new pattern. Among the in-fluencing factors of developmental innovation, the characteristics of human resources are more important, and the investment and quantitative advantages of human resources have a more sig-nificant impact on developmental innovation and have a higher degree of importance than the im-pact on exploratory innovation. The size and assets of the enterprise, the government subsidies re-ceived, and the executive compensation are the factors that need to be considered in the develop-ment of enterprise development.