Covariate analysis is typically performed, and results are reported, based on the purpose of the analysis and the anticipated audience. Failure to use a standard for reporting parameters has made it difficult to find common features of models and use covariate analysis in a consistent way in order to discover new knowledge. This article aims to provide a useful basis for analysts to choose the most appropriate approach for their specific sets of circumstances.