Against the backdrop of the new generation of information technology and the development trend of manufacturing servitization, this paper constructs comprehensive evaluation indicators for the level of digital development and the development level of productive service industries in the Beijing-Tianjin-Hebei region based on the entropy weight method. It also conducts a descriptive analysis of the digital development level in the Beijing-Tianjin-Hebei region. Further, by constructing a moderating effect model, this paper explores the influence mechanism of the digitalization level of the manufacturing industry on improving the efficiency of the manufacturing industry under the service-oriented manufacturing model in the Beijing-Tianjin-Hebei region. The research results show that service-oriented manufacturing can improve manufacturing efficiency, while the regional digitalization level plays a positive moderating role in this process.
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Zhou et al. (2024) studied this question.
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