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Artificial intelligence maturity model: a systematic literature review

机译:人工智能成熟度模型:系统性文献综述

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摘要

Organizations in various industries have widely developed the artificial intelligence (AI) maturity model as a systematic approach. This study aims to review state-of-the-art studies related to AI maturity models systematically. It allows a deeper understanding of the methodological issues relevant to maturity models, especially in terms of the objectives, methods employed to develop and validate the models, and the scope and characteristics of maturity model development. Our analysis reveals that most works concentrate on developing maturity models with or without their empirical validation. It shows that the most significant proportion of models were designed for specific domains and purposes. Maturity model development typically uses a bottom-up design approach, and most of the models have a descriptive characteristic. Besides that, maturity grid and continuous representation with five levels are currently trending in maturity model development. Six out of 13 studies (46%) on AI maturity pertain to assess the technology aspect, even in specific domains. It confirms that organizations still require an improvement in their AI capability and in strengthening AI maturity. This review provides an essential contribution to the evolution of organizations using AI to explain the concepts, approaches, and elements of maturity models.
机译:各行各业的组织都已广泛开发人工智能 (AI) 成熟度模型作为一种系统方法。本研究旨在系统地回顾与 AI 成熟度模型相关的最新研究。它允许更深入地理解与成熟度模型相关的方法问题,特别是在目标、用于开发和验证模型的方法以及成熟度模型开发的范围和特征方面。我们的分析表明,大多数工作都集中在开发成熟度模型,无论是否有其实证验证。它表明,最大比例的模型是为特定领域和目的而设计的。成熟度模型开发通常使用自下而上的设计方法,并且大多数模型都具有描述性特征。除此之外,成熟度网格和五个级别的连续表示是目前成熟度模型开发的趋势。在 13 项关于 AI 成熟度的研究中,有 6 项 (46%) 与评估技术方面有关,即使在特定领域也是如此。它证实,组织仍然需要提高其 AI 能力和加强 AI 成熟度。这篇综述为使用 AI 解释成熟度模型的概念、方法和要素的组织的发展做出了重要贡献。

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