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This is a Catalyst Project accepted to be funded by the Berkeley Initiative for Transparency in the Social Sciences (BITSS), managed by the Center for Effective Global Action (CEGA). It intends to develop a graduate course module to raise awareness in language researchers, who are underserved compared to other disciplines, to become more mindful consumers of scientific output and introduce a toolbox to facilitate reproducible, transparent and rigorous scientific practice.