When it comes to inventory turnover visualizations, businesses often need to work on complicating the visuals excessively, paying attention to the quality of underlying data, and overlooking the specific needs of their audience. A crucial mistake is the lack of contextual understanding in inventory turnover visualizations, which can lead to misinterpretations—such as mistaking correlation for causation. These errors not only skew the interpretation but can also misguide business decisions.