Welcome to the HR Attrition Analysis Project, a comprehensive data analytics project aimed at understanding and addressing employee attrition trends. This repository includes a Power BI dashboard and a detailed PowerPoint presentation that provide insights into employee retention strategies.
This project analyzes employee attrition across various factors such as department, job roles, demographics, performance metrics, and work-life balance. The goal is to identify trends and provide actionable recommendations to improve retention and satisfaction rates within an organization.
- Interactive Visualizations: Explore trends in attrition by department, job roles, tenure, travel frequency, and demographics.
- Performance Metrics: Analyze metrics like environment satisfaction, job satisfaction, relationship satisfaction, work-life balance, self-rating, and manager rating.
- Demographic Analysis: Highlight disparities in attrition by age, gender, ethnicity, and salary levels.
- Summary of Findings: Communicates insights tailored for both technical and non-technical audiences.
- Data-Driven Recommendations: Proposes actionable steps to address attrition, such as improving work-life balance, introducing flexible travel policies, and addressing salary disparities.
- Visualization Suggestions: Includes ideas for charts and visual aids to support insights.
- Dataset Coverage: Employee details including demographics, job roles, travel frequency, satisfaction metrics, and tenure.
- Sample Size: 1470 employees (1233 active, 237 inactive).
- Timeframe: 2012 – 2022.
HR Analysis.pbix: The Power BI dashboard file.HR_Attrition_Analysis_Presentation.pptx: The PowerPoint presentation summarizing findings and recommendations.
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Power BI Dashboard:
- Open the
.pbixfile using Power BI Desktop. - Explore interactive visualizations and drill down into specific data points.
- Open the
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PowerPoint Presentation:
- Use the
.pptxfile for presentations to stakeholders or team members. - Customize slides to align with your organization's needs.
- Use the
- High Attrition Departments: Sales, Human Resources, and Technology have the highest attrition rates.
- Roles at Risk: Sales Representatives and Data Scientists exhibit high turnover.
- Tenure Analysis: Most attrition occurs within the first few years of employment.
- Demographic Trends: Disparities exist across age, gender, and ethnicity groups.
- Recommendations: Focus on improving employee satisfaction, flexible work policies, and retention programs for new hires.
For questions, suggestions, or collaboration opportunities, please reach out to:
Email: Muhtadyajibola@gmail.com