Great points. Staying relevant in the data science field requires constant learning — it’s part of what makes the job enjoyable. I would say 4. — relating business problems to data — can be tough to do on your own. Reading articles from companies solving problems with data science, such as Airbnb or Lyft, can help. You can definitely learn any data science topic by yourself, but at some point, there is no substitute for experience!