首页|基于贝叶斯结构方程模型的质量管理与企业创新关系研究

基于贝叶斯结构方程模型的质量管理与企业创新关系研究

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创新已成为企业构筑核心竞争力的重要策略,现有研究将质量管理应用于创新过程以提供创新效率,但质量管理与企业创新的关系仍存在模糊性。基于企业能力理论,本研究引入新产品开发能力作为中介变量,评估贝叶斯网络和结构方程模型因果关系处理的等价性并进行潜在类分析,构建质量管理实践与创新的贝叶斯网络模型,深入探讨质量管理对企业创新的影响机理及其非线性关系。研究发现,基础质量管理实践和核心质量管理实践对企业创新绩效的影响具有显著的差异性,基础质量管理实践、核心质量管理实践与新产品开发能力和企业创新绩效间存在明显的非线性关系。研究结论一方面检验了质量管理实践对创新的影响机理,以及不同类型质量管理实践对创新绩效影响的差异性;另一方面验证了质量管理实践与创新绩效间的非线性关系。
Quality Management and Firm Innovation:Linking Bayesian Network and Structural Equations Model
Innovation is of paramount importance to building core competition capability of firms.Schol-ars have introduced quality management(QM)in innovation process with the purpose to improve innovation efficiency.However,the relationship between QM and innovation is still ambiguous.Based on the capability theory,this paper introduced the construct of new product development capability as a mediator,estimated the equivalence of Bayesian network and structural equations model in terms of dealing with causal relationships,and conducted latent class analysis.Finally,this paper constructed a Bayesian network related to the relation-ship between QM practices and innovation,and analyzed the influencing mechanism of QM on innovation and the non-linear relationship between QM and innovation.The results indicate the influence of infrastructure QM practices and core QM practices on innovation performance has significant differences,and there is a significant nonlinear relationship between infrastructure QM practice,core QM practice,new product development capa-bility,and innovation performance.The results validated influencing mechanism of QM practices on innova-tion,and validated the differences of various types QM practices on innovation performance.Furthermore,this paper validated the non-linear relationship between QM practices and innovation performance using probabilis-tic inference of Bayesian network.

Quality management practiceInnovationBayesian networkStructural equations model

宋永涛、吴明哲

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河南大学 管理科学与工程研究所,河南 开封 475004

质量管理实践 创新 贝叶斯网络 结构方程模型

2024

管理现代化
中国管理现代化研究会

管理现代化

CSTPCDCHSSCD北大核心
影响因子:0.676
ISSN:1003-1154
年,卷(期):2024.44(6)