End-to-End Data Analyst Project | Student Learning Analytics System (ETL + SQL + Python)

Publicado el: 26 abril 2026
en el canal de: The Analyst Mind
347
16

🚀 End-to-End Data Analyst Project | Student Learning Analytics System

In this video, I’ve built a complete *real-world data analytics project* from scratch using **Python, SQL, ETL pipelines, and dashboards**.

This project simulates how student performance data flows from raw sources → processed → stored → visualized for decision-making.

👉 If you’re preparing for **Data Analyst / Business Analyst roles**, this is the kind of project that actually matters.

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🧠 What You’ll Learn

✔ How to design an *ETL pipeline (Extract → Transform → Load)*
✔ How to load data into *PostgreSQL database*
✔ How to work with *JSON + Google Sheets data sources*
✔ How to write *analytical SQL queries*
✔ How to build a *reporting layer / dashboard-ready dataset*
✔ How real-world data projects are structured

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🛠️ Tech Stack Used

Python (ETL + Data Processing)
PostgreSQL (Database)
SQL (Analytics Queries)
Google Sheets API (Data Source)
Power BI / Looker Studio (Visualization)

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📂 Project Resources

🔗 GitHub Repository:
👉 https://github.com/shubhamringole/Stu...

📁 Dataset & Files (Google Drive):
👉https://drive.google.com/drive/u/0/fo...
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⚙️ Project Architecture

Extract → JSON / Google Sheets
Transform → Python (Data Cleaning & Structuring)
Load → PostgreSQL
Analyze → SQL Queries
Visualize → Dashboard

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🎯 Who is this for?

Data Analyst Aspirants
Business Analyst Candidates
Beginners in Data Engineering
Anyone tired of only watching tutorials

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🔥 Why this project matters

Most people:
❌ Watch tutorials
❌ Copy code
❌ Build basic projects

But companies expect:
✅ End-to-end thinking
✅ Real data handling
✅ Problem-solving

This project shows exactly that.

0:00 Introduction
1:50 Project Overview & Problem Statement
5:36 Pipeline Flow Diagram
8:02 Downloading PostgreSQL
15:31 Setting up JSON Data Sources
43:34 Loading Data into PostgreSQL
57:25 Automating with Google Sheets & GCP
1:10:03 Data Transformation & Modeling
1:28:21 Building the Reporting Layer (Python)
1:43:16 Consolidating into Main Script
1:49:18 Pushing to GitHub & Conclusion




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💬 Let’s connect

Drop your questions in the comments — I reply to serious learners.

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#DataAnalytics #DataAnalyst #ETL #SQL #Python #PowerBI #Projects #Portfolio


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