西安石油大学学报（社会科学版）2025，Vol.34Issue(2)：55-62,79,9.
数字经济对创业的赋能效应研究
Research on the Empowering Effect of Digital Economy on Entrepreneurship
摘要
Abstract
Based on the panel data of 30 provincial administrative regions in China from 2011 to 2022,this paper empirically analyzed the empowering effect of digital economy on entrepreneurship thorugh the use of the random forest regression model of machine learning and the introduction of SHAP analysis method.The findings are as follows:(1)Digital economy has significantly improved the entrepreneurial activity and quality of all provinces in China;(2)The dimensions of digital economy,such as digital industrialization,industrial digitalization and information infrastructure,have differentiated empowering effects on entrepreneurial activity and entrepreneurial quality.Therefore,it is suggested to continue to promote the innovation momentum of the digital economy,improve the efficiency of information infrastructure,accelerate the release of digital industri-alization development potential,promote the deep integration of digital and physical industries,in order to build the development model of the whole industrial chain,and enhance the entrepreneurial activity and com-petitiveness.关键词
数字经济/创业活跃度/创业质量/机器学习/SHAP分析Key words
digital economy/entrepreneurial activity/entrepreneurial quality/machine learning/SHAP a-nalysis分类
经济学引用本文复制引用
姜诗尧,李川泉..数字经济对创业的赋能效应研究[J].西安石油大学学报（社会科学版）,2025,34(2):55-62,79,9.基金项目
甘肃省教育厅研究生"创新之星"项目"甘肃省专精特新中小企业对新质生产力的提升路径研究-Au-toML和fsQCA的结合视角"(2025CXZX-890). （2025CXZX-890）
