大数据分析与绿色核心竞争力:数据驱动决策文化与领导者尽责性的重要作用

Big Data Analytics and Green Core Competencies: Important Role of Data-Driven Decision-Making Culture and Leader Conscientiousness

IEEE Transactions on Engineering Management · 2026
被引 1 · 同刊同年前 3%
ABS 3

中文导读

研究基于组织信息处理理论,调查了人工智能支持的大数据分析如何直接影响组织的绿色核心竞争力,并通过绿色数据驱动决策文化间接影响,同时考察了领导者尽责性的调节作用。

Abstract

Given the growing emphasis on business sustainability and environmental management aimed at protecting the natural environment, this study, drawing insights from organizational information processing theory, investigates the direct association of artificial intelligence-supported big data analytics (AI-BDA) with organizations' green core competencies as well as the indirect association through green data-driven decision-making culture (GDDC). Additionally, the role of leader conscientiousness as an important boundary condition is examined. Data collected from 339 managers is analyzed using structural equation modeling in Mplus (8.8). Our findings indicate that AI-BDA has both direct and indirect positive relationships with green core competencies. Moreover, leader conscientiousness moderated the direct impact of AI-BDA on GDDC. Supplementary semi-structured interviews with 12 senior managers provide contextual validation and illustrate how AI-BDA, green data-driven culture, and leader conscientiousness jointly shape green core competencies in practice. Our research provides actionable insights that empower organizations to develop green core competencies, thereby enhancing their impact on initiatives aimed at preserving the natural environment. By integrating technological capabilities with leadership traits, this study highlights a pathway for organizations to align digital transformation with environmental sustainability goals, thereby advancing their corporate responses to environmental challenges.

大数据分析绿色核心竞争力数据驱动决策文化领导者尽责性环境管理