Trends in Social Media: Persistence and Decay

TLDR

Social media generates vast real‑time content, yet only a few topics rise to become temporal trends, and the factors driving trend formation and persistence remain unclear. The study investigates the formation, persistence, and decay of Twitter trends. The authors develop a theoretical framework to explain how trends emerge, persist, and fade. Empirical analysis shows that user activity and follower count have limited influence on trend creation, while content resonance with users is a key driver.

Abstract

Social media generates a prodigious wealth of real-time content at an incessant rate. From all the content that people create and share, only a few topics manage to attract enough attention to rise to the top and become temporal trends which are displayed to users. The question of what factors cause the formation and persistence of trends is an important one that has not been answered yet. In this paper, we conduct an intensive study of trending topics on Twitter and provide a theoretical basis for the formation, persistence and decay of trends. We also demonstrate empirically how factors such as user activity and number of followers do not contribute strongly to trend creation and its propagation. In fact, we find that the resonance of the content with the users of the social network plays a major role in causing trends.