Predict Employee Attrition

Hamza Khan

Completed work

Data Analyst

Data Scientist

Data Visualizer

Jupyter

Python

IT Infrastructure

🤖 Employee Attrition Analysis (Jupyter Notebook + ML + SHAP)

Here’s a quick breakdown of my Data Analysis project on predicting employee attrition and its business impact.

🔍 Key Features:

Feature Importance using SHAP Values

Visual Insights (Age, Salary, Travel Frequency)

Random Forest Classification & Model Evaluation

Confusion Matrix & Explainability

📈 Business Impact: Helped HR identify key attrition factors (Age & Salary), improve retention strategies, and address high-risk employee segments.

💡 Tools Used: Python, Jupyter, Pandas, SHAP 📊 Project Scope: HR Attrition Dataset ✅ Skills: Data analysis | Predictive Analytics | Model Explainability

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