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telecom-customer-churn-analysis's Introduction

Telecom-Customer-Churn-Analysis

Telecom Customer Churn Analysis using Python, NumPy, pandas, seaborn, matplotlib, scikit-learn

Overview

As the Data Scientist at "Neo," a telecom company, I conducted an analysis to understand and prevent customer churn. The goal was to derive insights from the data and develop strategies to retain customers who were switching to competitors.

Tools and Libraries Used

  • Python
  • NumPy
  • pandas
  • seaborn
  • matplotlib
  • scikit-learn

Data

The dataset used for analysis is stored in customer_churn.csv. It contains information about customers, including demographics, services subscribed, and churn status.

Steps

Data Exploration

Data Manipulation

Data Visualization

Machine Learning

  • Linear Regression
  • Logistic Regression
  • Decision Tree
  • Random Forest

Results and Conclusion

  • The logistic regression model achieved an accuracy of 73.6%.
  • The decision tree model achieved an accuracy of 74.7%.
  • The random forest model achieved an accuracy of 73.2%.

These models can be further fine-tuned and used to develop strategies to retain customers and reduce churn.

telecom-customer-churn-analysis's People

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