Artificial intelligence and entrepreneurial ecosystems: understanding the implications of algorithmic decision-making for startup communities

Philip T. Roundy
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Abstract

Purpose Entrepreneurs are increasingly relying on artificial intelligence (AI) to assist in creating and scaling new ventures. Research on entrepreneurs’ use of AI algorithms (machine learning, natural language processing, artificial neural networks) has focused on the intra-organizational implications of AI. The purpose of this paper is to explore how entrepreneurs’ adoption of AI influences their inter- and meta-organizational relationships. Design/methodology/approach To address the limited understanding of the consequences of AI for communities of entrepreneurs, this paper develops a theory to explain how AI algorithms influence the micro (entrepreneur) and macro (system) dynamics of entrepreneurial ecosystems. Findings The theory’s main insight is that substituting AI for entrepreneurial ecosystem interactions influences not only entrepreneurs’ pursuit of opportunities but also the coordination of their local entrepreneurial ecosystems. Originality/value The theory contributes by drawing attention to the inter-organizational implications of AI, explaining how the decision to substitute AI for human interactions is a micro-foundation of ecosystems, and motivating a research agenda at the intersection of AI and entrepreneurial ecosystems.
人工智能和创业生态系统:理解算法决策对创业社区的影响
企业家越来越依赖人工智能(AI)来帮助创建和扩大新企业。关于企业家使用人工智能算法(机器学习、自然语言处理、人工神经网络)的研究主要集中在人工智能对组织内部的影响上。本文的目的是探讨企业家采用人工智能如何影响他们的组织间和组织元关系。设计/方法/方法为了解决对人工智能对企业家社区的影响的有限理解,本文发展了一种理论来解释人工智能算法如何影响创业生态系统的微观(企业家)和宏观(系统)动态。该理论的主要观点是,用人工智能取代创业生态系统的相互作用,不仅会影响企业家对机会的追求,还会影响当地创业生态系统的协调。原创性/价值该理论的贡献在于引起人们对人工智能的组织间影响的关注,解释用人工智能代替人类互动的决定如何成为生态系统的微观基础,并在人工智能和创业生态系统的交叉点上推动研究议程。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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