There are various skills and knowledge areas that data scientists are advised to be familiar with. These include sql tricks, pandas performance, statistical concepts, and command-line tools, among others. The specific areas of focus and the level of expertise required are not clearly defined, but multiple sources suggest that data scientists should have a broad range of skills.