科学技术融资效率促进了现代化工业系统的建设,这是双重机器学习的证据
Renquan Huang1,2, Xiao Liu3,4, Jing Tian1,2
1School of Economics and Finance, Xi'an International Studies University, Xi'an, 710128, China.
Scientific reports
|January 7, 2026
概括
更高的科技融资效率 (STFE) 显著提升中国
科学领域:
- 经济学 经济学 经济学
- 工业发展 工业发展
- 金融创新 金融创新
背景情况:
- 科学,技术,金融和工业之间的协同关系对于现代工业系统至关重要.
- 中国的工业现代化需要了解科技融资的效率.
研究的目的:
- 研究科技融资效率 (STFE) 对现代化工业体系 (CMIS) 建设的因果关系.
- 揭示STFE影响工业现代化的内部机制.
主要方法:
- 利用来自中国 (2010-2023) 的省级面板数据.
- 应用双重机器学习 (DML) 框架来确定因果关系.
- 进行了机制和异质性分析.
主要成果:
- 高级STFE通过加强结构升级和创新能力,显著促进了工业现代化.
- STFE加速技术转让,数字经济整合,并优化资源配置 (资本,人才,技术).
- 在经济强,市场化程度较高,财政约束较少的地区,STFE的影响更为显著.
结论:
- STFE是工业现代化和协调升级的关键驱动力.
- 这些发现扩展了使用DML框架的金融-技术-工业联系理论.
- 为区域政策设计提供了洞察力,以促进工业现代化.
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