人工智能创新对可持续发展的光明与黑暗面:理解价值创造与价值破坏之间的悖论张力

The bright and dark sides of AI innovation for sustainable development: Understanding the paradoxical tension between value creation and value destruction

TECHNOVATION · 2025
被引 32 · 同刊同年前 1%
人大 AABS 3

中文导读

研究了人工智能创新在可持续发展中既创造价值又破坏价值的悖论张力,分析了其前因和表现,并通过七个案例和五个理论命题加以阐释,适合关注AI可持续性影响的学者阅读。

Abstract

This paper explores the bright and dark sides of artificial intelligence (AI) innovation for sustainable development. While most research has concentrated on the positive impacts of AI innovation, this study examines the paradoxical tension that arises between sustainable value creation and sustainable value destruction when managing AI innovation to achieve sustainable development. We conceptualize a model explaining the antecedents and the nature of this tension, and we discuss seven illustrative cases that exemplify the practical applicability of the model's elements. Our findings show that conflicting sub-objectives across environmental, social, and economic domains, along with the divergent interests of stakeholders, are key antecedents of the paradoxical tension. Furthermore, our model illustrates that sustainable value can be created by: (i) reducing grand challenges through automation in defining problems' root cause, and (ii) mitigating grand challenges through augmentation of firms' capabilities. However, we argue that sustainable value can be also destroyed when failing to address grand challenges or introducing new grand challenges. According to our study, this is due to predictable or unpredictable issues that arise during the design, development, or deployment of AI innovation. Finally, the discussion of our model further explores, through five theorical propositions, the specific elements of AI innovation that enable and amplify this paradoxical tension. • Managing AI innovation entails a paradoxical tension between sustainable value creation and destruction. • Multiple objectives and interests are the antecedents of the paradoxical tension. • Sustainable value creation involves grand challenge reduction or mitigation. • Sustainable value destruction is failing to address or introducing a grand challenge. • AI automation/augmentation and problems in AI lifecycle affect the paradoxical tension.

可持续发展人工智能创新价值创造价值破坏悖论张力