相得益彰:人智协同如何影响企业投资效率?
Synergistic Enhancement: How does Human-AI Collaboration Affect Enterprise Investment Efficiency?
DOI: 10.16538/j.cnki.fem.20260226.202
[1]袁帅,于翔.相得益彰:人智协同如何影响企业投资效率?[J/OL].外国经济与管理,2026,48(08):21-38[2026-11-11].https://doi.org/10.16538/j.cnki.fem.20260226.202.
摘要
数字经济背景下,人力资本与人工智能形成的协同互补机制成为企业优化投资决策、提升投资效率的重要支撑。基于此,本文以2018—2024年我国A股上市公司为研究样本,实证检验人智协同对企业投资效率的影响。研究发现,人智协同有助于提升企业投资效率,基于人工智能技术发展阶段差异的分析同样支持该结论。机制分析表明,人智协同主要通过提升企业信息获取与分析能力、抑制管理层非理性决策影响投资效率。基于“动机—机会—借口”视角的异质性分析表明,人智协同对企业投资效率的影响在管理层外部薪酬差距较大、机构投资者持股比例较高以及战略激进度较低的企业中更加显著;同时,基于企业资源基础的异质性分析表明,该影响在企业规模较大、融资约束较小的企业中更加显著。区分投资不足和投资过度的检验发现,人智协同能同时有效缓解投资不足、抑制投资过度。经济后果表明,人智协同对投资效率的影响最终有助于提升企业价值。本文为企业如何在数字时代构建人智协同机制来提高投资效率、实现价值创造提供了经验参考。
In the digital economy, collaboration between human capital and artificial intelligence (AI) provides a critical foundation for enterprises to optimize investment decisions and improve investment efficiency. Taking China’s A-share listed companies from 2018 to 2024 as the research sample, this paper empirically investigates the impact of human-AI collaboration on enterprise investment efficiency. The results show that human-AI collaboration enhances investment efficiency, and analysis based on the varying developmental stages of AI supports this conclusion. Mechanism testing indicates that human-AI collaboration enhances investment efficiency primarily by improving enterprise capabilities in acquiring and analyzing information and by curbing irrational managerial decisions. Heterogeneity analysis from the perspective of “motivation-opportunity-rationalization” shows that the positive effect of human-AI collaboration on investment efficiency is more pronounced in enterprises with larger managerial external pay gaps, higher institutional ownership, and lower strategic aggressiveness. Heterogeneity analysis based on enterprise resource endowments reveals that this effect is stronger among larger enterprises and those facing fewer financing constraints. The test that separates overinvestment from underinvestment shows that human-AI collaboration effectively alleviates both underinvestment and overinvestment. The economic consequences indicate that the impact of human-AI collaboration on investment efficiency ultimately contributes to an enhancement in corporate value. This paper provides practical insights for enterprises on how to build human-AI collaboration mechanisms in the digital economy to enhance investment efficiency and achieve value creation.
关键词: 人工智能,人力资本,人智协同,投资效率