PART-1 | Revenue Down But Orders Same ❌ | Real Business SQL & Pandas Analysis | Hindi LIVE

In this LIVE session, we solve a REAL-WORLD business problem faced by data analysts:

❓ “Orders are stable, but revenue is continuously declining – WHY?”

DataSets Link : https://drive.google.com/file/d/1Y30HW8e8DT-Dxzrv5Ml4csY1Ufq2R_Sg/view?usp=sharing

This is not a tutorial dataset.
This is a real analyst task using messy business data.

📌 In this session, you will learn:
✔ How analysts think when revenue goes down
✔ How to check whether the problem is volume or value
✔ How discounts silently kill revenue
✔ How fake growth happens due to returns
✔ How to calculate revenue correctly using Pandas
✔ How to answer this question in interviews

🧠 Skills Covered:
• Business Thinking for Data Analysts
• Pandas for Real-World Analysis
• Revenue, AOV, Discount & Returns Analysis
• Root Cause Analysis (Industry Style)

📊 Dataset Used:
customers, products, orders, order_items, returns

⏱ Duration: 60 Minutes (LIVE)
🎯 Level: Beginner to Intermediate Data Analysts

📌 Perfect for:
• Data Analyst Job Preparation
• Interview Case Studies
• Real Project Understanding
• SQL & Pandas Learners

👉 Type “YES” in chat if you want Lecture 2:
“Customers are same but repeat orders are dropping (Churn without churn table)”

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Видео PART-1 | Revenue Down But Orders Same ❌ | Real Business SQL & Pandas Analysis | Hindi LIVE канала The Maddy Coder