Is Data Analytics Compulsory for Data Science? Complete Roadmap 🚀

This is one of the most common questions beginners ask: “Do I need Data Analytics to become a Data Scientist?” Let’s clear this confusion once and for all.

✅ Short Answer

NO — Data Analytics is not compulsory.

But it is the foundation of Data Science.

Data Analytics → Data Science → Machine Learning → AI

🧠 Difference Between Roles

Role	What They Do
Data Analyst	Analyze past data and dashboards
Data Scientist	Predict future using ML models
ML Engineer	Build scalable ML systems

🎯 Complete Data Science Roadmap

Math basics (statistics & probability)
Python programming
Pandas, NumPy, Visualization
Data Analytics concepts
SQL (very important)
Machine Learning
Projects & GitHub

📁 Must-Have Projects

✔ Sales prediction
✔ House price prediction
✔ Customer churn
✔ Fraud detection

💰 Salary in India (Approx)

Data Analyst: ₹4–7 LPA
Data Scientist: ₹6–12 LPA
ML Engineer: ₹8–20 LPA

⚠️ Truth No One Tells You

❌ You cannot skip analytics completely
❌ You cannot skip SQL
✅ Projects matter more than certificates

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Is Data Analytics Compulsory for Data Science? Complete Roadmap (2025)