HR Analytics Dataset

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HR Analytics Dataset

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HR Analytics Dataset

Use Case

HR Analytics Dataset

Description

Explore our comprehensive HR Analytics dataset for predicting employee attrition. Perform tasks like data cleaning, correlation mapping.

Description:

HR analytics leverages organizational data to identify trends and make informed decisions, helping HR departments optimize workforce management. One of the key challenges in corporate environments is employee attrition, where predictive machine learning models can help forecast potential turnover, allowing timely intervention to retain valuable employees.

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Tasks to Perform:

Data Cleaning:

Remove irrelevant columns
Rename columns for clarity
Eliminate duplicates
Clean specific columns
Address missing values
Apply relevant data transformations

Data Visualization Insights:

Correlation heatmap of numeric variables
Analysis of Overtime, Marital Status, Job Role, Gender, Education Field, and Department
Investigate Business Travel and its relationship to employee turnover
Explore how Overtime impacts Age
Visualize relationships between Total Working Years, Education Level, Number of Companies Worked, and Distance from Home
Perform deeper analysis on work-life balance and its impact on job satisfaction

Additional Considerations:

Incorporate advanced visualizations like box plots and time series analysis for employee tenure.
Introduce machine learning models like decision trees or logistic regression to predict attrition based on historical data.

This dataset is ideal for organizations seeking to improve employee retention and build a data-driven HR strategy.