The aim of this workshop is to train the next generation of African researchers in tools and practices to enhance the transparency, reproducibility, and openness of their research. The workshop will introduce participant to the data landscape of Africa, immerging issues with raw data; academic research misconducts (Publication Bias); best practices for data and code management; Data sharing and the construction of a reproducible and transparent workflow using STATA.