Baselight

Data Telco Customer Churn

How is it possible for the predictions made to look at customer usage patterns?

@kaggle.reyhanarighy_data_telco_customer_churn

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About this Dataset

Data Telco Customer Churn

Overview

This dataset provides information about customers of a telecommunications company and whether they churned (i.e., discontinued their services) or not. Churn is a critical business metric for telecom companies, as retaining customers is generally more cost-effective than acquiring new ones. This dataset can be used to analyze factors that contribute to customer churn and to build predictive models for customer retention.

Dataset Description

  1. Dependents: Does the customer have dependents or not.
  2. tenure: How long the customer has subscribed to the company's services.
  3. OnlineSecurity: Does the customer use the Online Security service or not.
  4. OnlineBackup: Does the customer use the Online Backup service or not.
  5. InternetService: Does the customer subscribe to Internet Service or not.
    1 .DeviceProtection: Does the customer use the Device Protection service or not.
  6. TechSupport: Does the customer use Tech Support services or not.
  7. contracts: The duration of the contract used.
  8. PaperlessBilling: Is the bill sent on a paperless basis or not.
  9. MonthlyCharges: Number of bills charged each month.
  10. Churn: Has the customer unsubscribed or not.

Potential Uses

  1. Customer Churn Analysis: Explore the factors that influence customer churn and identify patterns.
  2. Predictive Modeling: Build predictive models to forecast customer churn.
  3. Customer Segmentation: Segment customers based on their behavior and characteristics.
  4. Feature Engineering: Create new features based on existing data to improve model performance.
  5. Business Strategy: Inform business decisions related to customer retention and satisfaction.

Tables

Data Telco Customer Churn

@kaggle.reyhanarighy_data_telco_customer_churn.data_telco_customer_churn
  • 34.01 KB
  • 4930 rows
  • 11 columns
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CREATE TABLE data_telco_customer_churn (
  "dependents" VARCHAR,
  "tenure" BIGINT,
  "onlinesecurity" VARCHAR,
  "onlinebackup" VARCHAR,
  "internetservice" VARCHAR,
  "deviceprotection" VARCHAR,
  "techsupport" VARCHAR,
  "contract" VARCHAR,
  "paperlessbilling" VARCHAR,
  "monthlycharges" DOUBLE,
  "churn" VARCHAR
);

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