Tweet Sentiments: Understanding X (Twitter) Users' Perceptions of the Russia–Ukrainian Crisis on Consumer Behavior and the Economy

ABSTRACT The invasion of Ukraine by Russia has caused harm, leading to loss of life and homes being destroyed. These tragic consequences have impacted all levels of society and sparked economic outrage. When evaluating the aftermath of the conflict, it is crucial to recognize the role played by media platforms like Twitter in amplifying the effects on individuals and communities. The widespread influence of Twitter directly influences consumers and their behaviors. Researchers have employed sentiment analysis to study the messages shared on Twitter within market contexts and the global economy. This analysis is valuable for understanding people's viewpoints on subjects or incidents. In a study, researchers examined a dataset comprising 27,926 tweets gathered between 20 February 2022, and 19 February 2023. The study aimed to highlight how the invasion impacted sectors and regions regarding conditions alongside related sanctions. The conclusions drawn from this research hold implications for business sectors, markets, and their functioning. Furthermore, it offers insights into how the public perceives the ongoing war, which has academic and industrial ramifications of its own. The manuscript explores computational methods used to analyze sentiment on Twitter, uncovering the complex interplay between consumer actions and social media within the Russian–Ukraine conflict.