What are some real projects to practice data analysis using Python, Tableau, and MySQL?

 Here are some real-world projects to practice data analysis using Python, Tableau, and MySQL:

1. Sales and Revenue Analysis

• Dataset: Sales transactions from an e-commerce store or retail business.
• Skills Used: Data cleaning (Python, Pandas), SQL queries (MySQL), and visualization (Tableau).
• Tasks:
  • Load sales data into MySQL.
  • Analyze customer purchasing behavior.
  • Find top-selling products and seasonal trends.
  • Create a Tableau dashboard for sales insights.

2. Customer Churn Prediction

• Dataset: Customer subscription data from a telecom or SaaS company.
• Skills Used: Python (Pandas, Matplotlib, Seaborn, Scikit-learn), MySQL, Tableau.
• Tasks:
  • Perform exploratory data analysis (EDA) using SQL and Python.
  • Identify key factors leading to customer churn.
  • Build a predictive model using Python.
  • Visualize churn trends in Tableau.

3. Stock Market Data Analysis

• Dataset: Historical stock prices (Yahoo Finance API or Kaggle).
• Skills Used: Python (Pandas, Matplotlib, Seaborn), MySQL, Tableau.
• Tasks:
  • Store stock price data in MySQL.
  • Perform technical analysis (moving averages, RSI).
  • Predict trends using time series forecasting.
  • Create a Tableau dashboard for real-time stock tracking.

4. Airbnb Data Exploration

• Dataset: Airbnb listings data (available on Kaggle).
• Skills Used: SQL for data extraction, Python for analysis, Tableau for visualization.
• Tasks:
  • Analyze price variations by location, property type, and season.
  • Identify factors affecting high-rated listings.
  • Build an interactive Tableau dashboard for insights.

5. Healthcare Data Analysis

• Dataset: Hospital patient records, disease cases, or public health datasets (CDC, WHO).
• Skills Used: SQL for querying data, Python for EDA, Tableau for visualizations.
• Tasks:
  • Analyze patient demographics and disease trends.
  • Identify correlations between diseases and lifestyle factors.
  • Create an interactive Tableau dashboard for reporting.

Would you like help finding datasets or guidance on any specific project? 🚀