Data-driven careers in Noida follow a growth path: entry-level roles (Data Analyst, BI Analyst) require SQL, Python, and Excel. Mid-level (Data Scientist, ML Engineer) need advanced analytics, AI, and cloud tools. Senior roles (Data Architect, CDO) demand leadership and strategy.