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IBM HR Employee Attrition Analysis

Overview

This project leverages People Analytics to understand why employees leave. By analyzing demographic trends and tenure, I provide actionable insights for HR departments to improve retention and workforce stability.

Key Insights

  • Attrition Rate: 16.12% of the workforce.
  • Average Tenure: 7.01 years, indicating a generally stable workforce.
  • High-Risk Group: Employees aged 28-35 show the highest density of attrition.
  • Departmental Focus: Research & Development holds the majority of the workforce.

Visualizations

Attrition Distribution

Screenshot 2026-02-09 164410

Attrition by Age Density

Screenshot 2026-02-09 164432

About

High employee turnover can significantly impact a company's operational costs and morale. I analyzed a dataset of 1,470 IBM employees to identify the key demographic and professional factors driving attrition

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