The Ways of Working Assessment query (WOWA) may often be favored over the Standard Person Query (SPQ) as a query of choice to run due to its smaller size and fewer core metrics. However, the WOWA query does not share exactly the same column names as SPQ, most notably - Collaboration_hrs (WOWA) versus Collaboration_hours (SPQ).

Currently, the user needs to manually run standardize_pq() on the data to rename these column names. A more helpful approach to the user would be to review all the functions that use SPQ-specific variables, and then either provide an informative warning message (e.g. "Variables associated with the Ways of Working Assessment query detected. Please run standardize_pq() prior to this function to make variable names consistent"), or accept either versions.