In a left skewed graph, the mean is typically less than the median due to the longer left tail

https://claude.ai/public/artifacts/cb782574-7599-4764-a597-d2bfd08f3df8

In a left skewed graph, the mean is typically less than the median due to the longer left tail. This can suggest that a few lower values are pulling the average down while most data points remain high