Firms' Challenges and Social Responsibilities during Covid-19: a Twitter Analysis
Alessia Patuelli, Guido Caldarelli, Nicola Lattanzi, Fabio Saracco

TL;DR
This study analyzes Italian firms' Twitter discussions during COVID-19 to uncover key themes, CSR concerns, and network structures, providing insights for managers and policymakers on firms' emerging issues during the pandemic.
Contribution
It introduces a network-based Twitter analysis of large Italian firms to identify COVID-19 related themes and CSR concerns, highlighting the role of social media data in strategic decision-making.
Findings
13 communities identified, 10 with COVID-19 themes
Core communities focus on sustainability, digital innovation, safety
CSR hashtags are prevalent, especially in environmental and social dimensions
Abstract
The Covid-19 pandemic caused disruptive effects for individuals, firms, and societies. In this paper, we offer insights on the major issues and challenges firms are facing in the Covid-19 pandemic, as well as their concerns for Corporate Social Responsibility (CSR) themes. To do so, we investigate large Italian firms' discussion on Twitter in the first nine months of the pandemic. We downloaded all Twitter posts from 1st of March, 2020, to 17th of November, 2020 by the accounts of the largest Italian firms, i.e. those with 250 or more employees. We then built the bipartite network of accounts and hashtags and, using an entropy-based null model as a benchmark, we projected the information contained in the network into the accounts layers, identifying a network of accounts in which a link indicates a non trivial similarity in terms of their usage of hashtags. We find that the conversation…
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