Customer Churn Analysis Dashboard (Streamlit + Machine Learning)
Empower your business with predictive insights and clear data visualization.
This complete dashboard solution helps you analyze customer behavior, detect churn risks, and take data-driven actions using Python, Streamlit, Plotly, and machine learning.
What’s Included
-
Interactive Streamlit Dashboard
Explore churn metrics with real-time filters and visualizations powered by Plotly. -
Churn Prediction Model
Comes with both Random Forest and Logistic Regression models trained on telecom churn data. -
Customer-Level Prediction
Input customer details and get churn probability and prediction instantly. -
Data Cleaning & Preprocessing
Includes a full pipeline with missing value handling, label encoding, and numeric conversion. -
Polished UI Design
Professionally styled interface with sidebar navigation and a clean layout. -
Downloadable Reports
Export filtered data and churn analysis reports directly from the dashboard.
Ideal For
- Data analysts and portfolio builders
- Business owners exploring customer retention
- Students working on machine learning projects
- Freelancers or consultants who want a ready-to-use churn solution
Tech Stack
- Python
- Streamlit
- Plotly
- scikit-learn
- Pandas and NumPy
You get a fully functional customer churn analysis tool built with clean Python code, intuitive UI, and machine learning integration. Whether you're presenting to stakeholders, showcasing a project in your portfolio, or building a real-world analytics solution, this dashboard gives you everything you need — ready to deploy, customize, or extend.
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