Nearly all research data are important, and should be presented for review in order to move the collective effort forward. However, if the quality of the data is poor and unrecognized, progress will be impeded- sometimes for years to come. Therefore, scientists conducting (and reviewing) research must be fully equipped with the appropriate tools, training and expertise to ensure and evaluate data quality in order to confidently advance or strategically retreat in response to research outcomes.