Most of the time, we learn tools in data science… Python, SQL, Power BI, ML models… But I kept thinking — 𝐡𝐨𝐰 𝐝𝐨𝐞𝐬 𝐞𝐯𝐞𝐫𝐲𝐭𝐡𝐢𝐧𝐠 𝐚𝐜𝐭𝐮𝐚𝐥𝐥𝐲 𝐜𝐨𝐧𝐧𝐞𝐜𝐭 𝐢𝐧 𝐚 𝐫𝐞𝐚𝐥 𝐬𝐲𝐬𝐭𝐞𝐦? So I tried to map it out. I designed this “Data Analytics Engine” to understand the full flow: From 𝐜𝐨𝐥𝐥𝐞𝐜𝐭𝐢𝐧𝐠 𝐫𝐚𝐰 𝐝𝐚𝐭𝐚 → 𝐜𝐥𝐞𝐚𝐧𝐢𝐧𝐠 → 𝐚𝐧𝐚𝐥𝐲𝐬𝐢𝐬 → 𝐦𝐨𝐝𝐞𝐥𝐢𝐧𝐠 → 𝐯𝐢𝐬𝐮𝐚𝐥𝐢𝐳𝐚𝐭𝐢𝐨𝐧 → 𝐫𝐞𝐚𝐥 𝐛𝐮𝐬𝐢𝐧𝐞𝐬𝐬 𝐝𝐞𝐜𝐢𝐬𝐢𝐨𝐧𝐬. . What I found interesting is — it’s not just a one-way process. There’s always a feedback loop, where past data and outcomes improve future decisions. This shifted my mindset from just “building dashboards” to actually thinking in terms of systems. Still learning and improving this… . Would love to hear your thoughts — what would you change or add? #DataAnalytics #DataScience #MachineLearning #Python #SQL #PowerBI #LearningJourney

If the diagram feels a bit complex, here’s the simple idea: Data → Processing → ML → Visualization → Decisions + A feedback loop to improve over time 🔁

Like
Reply

To view or add a comment, sign in

Explore content categories