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Customer Churn Analysis

Project Overview

This project focuses on analyzing customer churn data from a telecommunications company. The objective was to understand customer behavior, identify churn patterns, and create visualizations that provide meaningful business insights.

Tasks Completed

Task 1 - Data Overview and Simple Sorting

  • Explored dataset structure
  • Sorted customers by tenure
  • Filtered churned customers

Task 2 - Churn Count Visualization

  • Created column chart for churned vs non-churned customers
  • Added labels and formatting

Task 3 - Monthly Charges Distribution

  • Created histogram for monthly charges
  • Analyzed distribution patterns

Task 4 - Churn Rates by Gender

  • Built pivot tables
  • Created clustered bar chart comparing churn behavior across genders

Task 5 - Monthly Charges and Tenure Heatmap

  • Analyzed relationship between tenure, monthly charges, and churn behavior
  • Created heatmap visualization

Tools Used

  • Microsoft Excel
  • Pivot Tables
  • Data Visualization
  • Data Analysis Techniques

Key Insights

  • Customers with shorter tenure showed higher churn rates.
  • Monthly charges had a noticeable impact on customer churn.
  • Gender-based churn differences were analyzed using pivot tables and charts.
  • Visualizations helped identify important customer retention patterns.

Project Files

  • Customer Churn Dataset
  • Excel Analysis Files
  • Charts and Visualizations
  • Project Notes and Documentation

Author

Roshan Manjal

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