一般性非市场沟通的理论化与测量

Theorizing and Measuring General Nonmarket Communication

BUSINESS & SOCIETY · 2026
被引 0
人大 A-ABS 3

中文导读

提出一般性非市场沟通(GNC)概念,涵盖企业政治活动、社会责任和行动主义,并用大语言模型分类器测量芬兰大公司在推特上的GNC,发现其能提升受众参与度。

Abstract

Firms increasingly use nonmarket communication, including communication related to corporate political activity, social responsibility, and activism. We argue that, in a polarized social media era, these domains are strongly interlinked and may even have significant overlap in firms’ public messaging. We introduce the concept of general nonmarket communication (GNC) to describe this phenomenon and measure it on social media using a large language model classifier. Using English-translated Twitter/X messages from large Finnish firms, we were able to accurately identify GNC. Our new measure and theorizing show strong face validity, practical significance, logical temporal and firm-specific variation, and predictive validity, as GNC messages perform better on social media in terms of audience engagement. Our unified construct has many implications for academic work and practice.

企业非市场战略社交媒体政治活动企业社会责任大型语言模型