This post shares sample content for Fusion HCM Analytics of Oracle Fusion Data Intelligence (FDI) using Oracle AI Data Platform.
Content Description: The Employee Flight Risk Prediction Data Science Pack enables HR and business leaders to identify active employees who may be at risk of voluntary termination and understand the factors associated with that risk. It combines Fusion HCM Analytics data, an Oracle AI Data Platform (AIDP) machine-learning notebook, and an Oracle Analytics workbook.
The pack supports users in:
- Identifying active employees with elevated predicted flight risk.
- Understanding the available factors contributing to an individual employee’s positive risk prediction.
- Comparing predicted risk across departments, business units, and other workforce segments.
- Using workforce insights to guide retention planning and targeted HR interventions.
The solution uses FDI HCM data from workforce, absence, compensation, performance, learning, talent, health and safety, and time-and-labor subject areas. The notebook prepares the data, trains and evaluates supported classification models, selects the production model based on test-set Matthews Correlation Coefficient (MCC), and scores the active employee population.
The outputs include employee-level risk predictions, available row-level explanations, model-performance metrics, and model artifacts. These outputs are made available in the Oracle Analytics workbook for interactive analysis and reporting.
Intended Audience: Data scientists and ML practitioners, HR analysts
What’s included
- AIDP ML notebook for data ingestion, feature preparation, model training, scoring, and export
- Oracle Analytics workbook for reviewing prediction outputs
Pre-Requisites:
- Fusion Data Intelligence 26.R2 or later with Fusion HCM Analytics
- Limited Availability Data Sharing with AIDP enabled
- License Type: Host Employee License
- Oracle AI Data Platform Release or later. FDI and AIDP must be in the same region.
Download the pack from the FDI Content Library and review the included README for installation, configuration, and troubleshooting guidance.
For questions, please reply on this community post.
