While voluntary safety reporting systems provide essential insights into operational hazards, their effectiveness depends less on the existence of reporting channels than on the workplace culture surrounding them and the complementary data sources used to validate and contextualize what gets reported. In organizations where reporting thrives, speaking up is framed as professional competence rather than personal risk, with visible leadership behavior reinforcing the standard that honest mistakes are treated as learning opportunities.