The relationship between the daily practice of personal politics and digitally networked publics amplify a familiar shaping and reshaping of the social. This article expands on nascent critiques of nodocentrism as a contemporary representation of the social in new media research to begin to advance a digital methods multidisciplinary project. Trace publics as a qualitative critical network (QCN) approach considers how representations developed by big social data analysis are shaped by everyday practices. Using the #MeToo phenomenon as an analogous frame, I show how trace publics can be used as a theoretical and methodological device for deconstructing, co-constructing, and reconstructing representations in social media research. The goal of such a proposal is to encourage future critical network and data research to consider the ethical ramifications of nodocentric representations of the social and the methodological possibilities of trace publics.