In recent decades, significant transformations in audience characteristics and the media environment have necessitated a reassessment of audience analysis. Communication scholars have increasingly recognized the value of utilizing digital traces as valuable resources to understand audience behaviors. This research presents a comprehensive review of 243 audience analyses that incorporate digital traces, covering the period from 2001 to 2022, as published in 19 prominent communication journals. Our analysis reveals a remarkable expansion in the variety of data sources and a diversification of research contexts within the field. The integration of digital traces has empowered researchers to enhance behavioral concepts and attain deeper insights into audience dynamics. By harnessing the temporal, semantic, and structural information embedded within digital traces, novel audience metrics have been developed. This review identifies noteworthy theoretical and methodological implications for future audience research, emphasizing the necessity to embrace the evolving landscape of digital media. Furthermore, it suggests avenues for further exploration and the refinement of existing methodologies. By capitalizing on the potential of digital traces, communication scholars can continue to advance our understanding of audience characteristics and behaviors in the ever-changing media ecosystem.
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