Reimagining entrepreneurship in the age of generative AI: the mediating role of innovation

创业 生成语法 自举(财务) 知识管理 结构方程建模 验证性因素分析 判断 路径分析(统计学) 心理学 指导 创业导向 营销 测量数据收集 常用方法方差 因果模型 创造力 创新管理 国际商用机器公司 生成模型 数据收集 社会心理学 样品(材料) 乐观 主义 人力资本
作者
Yue Yan,Wei Wu,Rudresh Pandey,Jehan Saleh Lardhi,Oumaima Haj Ammar
出处
期刊:Journal of Knowledge Management [Emerald Publishing Limited]
卷期号:: 1-22
标识
DOI:10.1108/jkm-03-2026-0569
摘要

Purpose This study aims to examine how three dimensions of generative artificial intelligence (GenAI), namely, capability, application and knowledge modelling, are associated with entrepreneurial innovation, and whether innovation mediates their associations with entrepreneurial performance and entrepreneurial success in startups and small and medium-sized enterprises (SMEs). Design/methodology/approach Survey data from 317 startup and SME owners, partners and employees were analysed using confirmatory factor analysis followed by AMOS-based structural path analysis in IBM SPSS analysis of moment structures (AMOS) 20.0 with maximum likelihood estimation. Specific indirect effects were assessed using bias-corrected bootstrapping with 5,000 resamples and 95% confidence intervals. Findings All three GenAI dimensions were positively associated with entrepreneurial innovation, with knowledge modelling showing the largest reported association. Entrepreneurial innovation was positively associated with performance and success, and all six specific indirect associations were significant. The largest reported indirect associations were observed for knowledge modelling. Research limitations/implications The cross-sectional, single-source design supports associations rather than causal claims. Practical implications Entrepreneurs should prioritise knowledge-related practices, verification of AI-generated information and human judgement rather than treating tool use alone as evidence of innovation. Policy and support programmes should develop these practices alongside access to GenAI tools. Originality/value The study distinguishes GenAI capability, application and knowledge modelling within one entrepreneurial model and examines entrepreneurial innovation as a mediating knowledge-conversion pathway linking these dimensions with performance and success.
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