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人工智能如何驱动可持续节俭创新:一个多理论视角

How Artificial Intelligence Drives Sustainable Frugal Innovation: A Multitheoretical Perspective

IEEE Transactions on Engineering Management · 2022
被引 116 · 同刊同年前 2%
ABS 3

中文导读

本文从三重底线、创新扩散和关键成功因素等理论视角,分析人工智能如何推动可持续节俭创新,通过灰色DEMATEL方法识别出“理解AI概念”和“AI投资水平”为最关键的成功因素,并以丹麦案例验证。

Abstract

Recent globalization and industrialization efforts have pushed many companies to seriously consider innovation efficiency and its effectiveness. Industries seek to integrate innovation thinking in the company, resulting in different innovation theories. However, these theories become mostly ineffective when disruptions such as pandemics, political instability, or other natural events occur. In response to such disruptions, frugal innovation has been adopted in recent years because it can maximize efficiency with fewer resources. While frugal thinking is effective from an economic perspective, not enough attention has been devoted to exploring this innovative thinking method from the perspective of other pillars of sustainability (environment and society). This article focuses on this gap to deepen the understanding of sustainable frugal innovation in a recent business environment under various theoretical perspectives (triple bottom line, diffusion of innovation, and critical success factor theories). Technology is a vehicle for innovation, so this article integrates the technological advantages of AI with sustainable frugal innovation as a driving force for its effective implementation; other existing studies are limited. Integrating AI with sustainable frugal innovation requires precise actions that can be the result of understanding AIs critical success factors from the perspectives of sustainable frugal thinking. Therefore, this article analyzes the critical success factors for AI through grey DEMATEL. A research framework has been proposed and validated with a Danish case study context. Among 24 overall common critical success factors, “understanding the concept of AI” and “level of AI investment” in sustainable frugal innovation are identified as the most influential success factors. In addition, influential connections among other overall common success factors are presented. These findings could motivate industries to explore different options for successfully integrating AI with their sustainable frugal thinking, which may increase their business competitiveness during disruptions in a more sustainable way.

人工智能可持续创新节俭创新工程管理工业组织