Data analysts should learn advanced Excel, SQL, Python, and visualization tools like Power BI or Tableau. Skills in statistics, storytelling with data, AI-assisted analytics, and domain knowledge are increasingly important. Understanding machine learning basics and data ethics also helps analysts adapt to evolving business needs.