数字领导力对绩效的影响:考察大数据分析能力、绿色创新和人工智能变革准备度在意大利中小企业中的作用

The Impact of Digital Leadership on Performance: Examining the Roles of Big Data Analytical Capabilities, Green Innovation, and AI Change Readiness in Italian SMEs

BUSINESS STRATEGY AND THE ENVIRONMENT · 2025
被引 28 · 同刊同年前 2%
人大 A-ABS 3

中文导读

研究了数字领导力如何通过大数据分析能力和绿色创新影响意大利中小企业的经济与环境绩效,并发现人工智能变革准备度能增强数字领导力与大数据分析能力的关系。

Abstract

ABSTRACT In today's rapidly transforming world, a leader's digital capabilities have become crucial for firms to achieve better performance. This study examines the influence of digital leadership (DL) capabilities on performance (both economic and environmental) with the inclusion of multiple mediators and a moderator. Specifically, three interesting but complex relationships are examined: (1) the mediation of big data analytical capabilities (BDAC) between DL capabilities and green innovation (GI), (2) the indirect effect of GI between BDAC and performance, and (3) the moderating effect of artificial intelligence (AI) change readiness on the relationship between DL capabilities and BDAC. These relationships are tested with time‐lagged data from 221 small‐ and medium‐sized enterprises (SMEs). Structural equation modeling results demonstrate that BDAC significantly mediates the relationship between DL capabilities and GI. Additionally, GI significantly mediates BDAC's effect on both economic and environmental performance. Finally, AI change readiness significantly strengthens the ties between DL capabilities and BDAC. The findings extend the leadership, AI, big data, and GI literature and highlight how their interplay can be beneficial for achieving better environmental and economic performance in the digital era.

数字领导力大数据分析能力绿色创新人工智能变革准备度中小企业绩效