Final presentation project for Rakamin Academy Data Science Bootcamp.
- What are the factors that drive employees to attrice?
- What steps can be taken to prevent employees from attrition?
- Finding the factors behind employees to attrice from the data provided using predictive modeling.
- Provide recommendations to prevent employees from attrition.
- Data was collected from Kaggle
- Exploratory Data Analysis performed using Tableau Public.
- Data Pre-processing
- Predictive Modeling
- Result & Recommendations
- Top 3 Global features that drive Attrition are Overtime, Job Satisfaction and Environmnent Satisfaction.
- Changing the company's Overtime structure is the best way to reduce employee attrition since Overtime has a high impact on Employee Attrition.