A post-hoc analysis of the 5th Spanish National Survey highlights challenges researchers face when attempting to demonstrate cause-and-effect relationships between work-related risk factors, tasks and injuries. The study found statistically significant relationships between duration of exposure to certain tasks and MSDs, but did it further our understanding, and therefore our ability to intervene?