● Analysis· HR·2023Archived
Employee Attrition Analysis
Strategic Employee Attrition Analysis and Retention Solutions Visualization using Tableau
Overview
This project analyzes employee attrition patterns to help organizations develop effective retention strategies. Using Tableau for visualization, the analysis identifies key factors contributing to employee turnover and provides actionable insights.
Key Objectives
- Attrition Analysis: Identify patterns and trends in employee turnover
- Risk Factors: Determine the key factors that contribute to employee attrition
- Visualization: Create interactive dashboards for stakeholder communication
- Recommendations: Develop data-driven retention strategies
Dashboard Features
- Interactive Filters: Explore data by department, tenure, and demographics
- Trend Analysis: Visualize attrition trends over time
- Risk Scoring: Identify high-risk employee segments
- Comparative Analysis: Compare attrition across different organizational units
Technologies Used
- Tableau: Primary visualization and dashboard tool
- Python: Data preprocessing and analysis
- Statistical Analysis: Correlation and regression analysis for factor identification
Key Findings
The analysis revealed that factors such as work-life balance, career growth opportunities, and compensation significantly impact employee retention. The interactive dashboard enables HR teams to monitor and address attrition risks proactively.