We propose a workshop that builds on prior CSCW workshops focused on building a shared technical, social, and methodological infrastructure for more transparently sharing: a) data connected to social computing papers, b) methods and software built to analyze that data, and c) a common set of ethical practices built to address issues emerging in social computing research.