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人工智能战略叙事对企业创新质量影响研究OACHSSCD

The Impact of Artificial Intelligence Strategic Narratives on Corporate Innovation Quality

中文摘要英文摘要

在人工智能上升为国家战略的背景下,上市公司年报中的人工智能战略叙事日益增多,但叙事表达未必与其技术发展同步.本文基于 2016~2024 年中国 A 股非金融上市公司数据,以年报管理层讨论与分析中的人工智能词频和人工智能专利分别刻画战略叙事与技术基础,通过条件叙事方程识别"AI 叙事过度"与"AI 叙事不足",检验人工智能战略叙事对企业创新质量的影响及机制.研究发现:(1)AI 叙事过度显著降低未来创新质量,AI 叙事不足的平均效应不显著,二者存在明显的方向非对称性,结论经多项稳健性检验与同群工具变量估计后成立;(2)专利数量扩张和人工智能专利-投资失配构成 AI 叙事过度影响创新质量的两条显著传导路径;(3)AI 叙事不足的创新后果受到企业规模和负面媒体环境的影响.研究为识别战略表达与真实技术能力的偏离、规范人工智能信息披露、提升创新质量提供了经验证据.

Against the backdrop of artificial intelligence being elevated to a national strategy,corporate strategic narratives concerning artificial intelligence have become increasingly prevalent,yet such narratives do not necessarily develop in step with technological progress.Using data on non-financial A-share listed firms in China from 2016 to 2024,this paper measures strategic narratives using the frequency of artificial intelligence-related terms in the Management Discussion and Analysis sections of annual reports and technological foundations using firms'artificial intelligence patents.A conditional narrative equation is employed to iden-tify"excessive AI narrative"and"insufficient AI narrative"and to examine the effects of corporate artificial intelligence strategic narratives on innovation quality and the underlying mechanisms.The findings show that:(1)excessive AI narrative significantly reduces future innovation quality,whereas insufficient AI narrative has no significant average effect,indicating a clear directional asymmetry;these findings remain robust to a range of checks and peer-group instrumental-variable estimation;(2)patent quanti-ty expansion and artificial intelligence patent-investment mismatch constitute two significant channels through which excessive AI narrative undermines innovation quality;(3)the innovation consequences of insufficient AI narrative are contingent on firm size and the negative media environment.This study provides empirical evidence for identifying deviations between strategic expression and actual technological capabilities,improving the regulation of corporate artificial intelligence disclosure,and enhancing corpo-rate innovation quality.

林珊微;周游

韩山师范学院经济与管理学院,潮州 521041韩山师范学院经济与管理学院,潮州 521041

管理科学

人工智能战略叙事技术-叙事脱钩AI叙事过度AI叙事不足创新质量专利引用资源配置

artificial intelligencestrategic narrativetechnology-narrative decouplingexcessive AI narrativeinsuffi-cient AI narrativeinnovation qualitypatent citationsresource allocation

《工业技术经济》 2026 (10)

16-26,11

广东省教育科学规划课题(高等教育专项)"生成式人工智能对广东省高校学生就业能力的影响机制研究"(项目编号:2025GXJK0445)潮州市哲学社会科学规划项目"数字经济背景下潮州非遗文旅产业财税结构性失衡治理与税基优化研究"(项目编号:2025-C-42)韩山师范学院科研项目"双碳战略下碳税与生态补偿的财政协同机制及区域均衡路径研究"(项目编号:XSDBF2025215).

10.3969/j.issn.1004-910X.2026.10.002

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