Attrition Risk Tier Distribution
Calibrated ProbabilitiesBehavioral Persona Segments
KMeans ArchetypesDepartmental Turnover Financial Exposure ($)
Replacement Cost ModelEnterprise Retention Roster
Real-time inference queue with risk attribution and prescription playbooks
| Employee ID | Department & Role | Monthly Salary | Risk Score | Risk Tier | Trust Score | Persona Archetype | Expected Loss | Actions |
|---|---|---|---|---|---|---|---|---|
| Loading employee data... | ||||||||
Workforce Datasets Explorer
Access 20 real-world datasets downloaded directly from open-source online repositories + 20 specialized industry domain benchmarks.
Individual Employee Risk & Retention Inspector
Input employee profile details to generate instant probability, SHAP-style driver explanations, anomaly score, and tailored retention playbooks.
Employee Profile Parameters
Enterprise Batch CSV Scoring & Risk Auditing
Upload large workforce CSV datasets to score hundreds of employees in parallel, identify out-of-distribution profiles, and export audited retention reports.
Drop employee CSV file here or click to browse
Supports IBM HR format, custom HRIS exports, or any of our 20 industry datasets
MLOps Governance, Drift & Model Benchmark Board
Evaluate competitive multi-model performances across Supervised, Unsupervised, Deep Learning, and NLP algorithms, with two-sample Kolmogorov-Smirnov drift testing.
Multi-Model Supervised Leaderboard
Validation Metrics (Holdout 20%)| Model Algorithm | ROC-AUC | F1 Score | Accuracy | Precision | Recall | Brier Score |
|---|---|---|---|---|---|---|
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Real-Time Data Drift Status
Two-Sample Kolmogorov-Smirnov (KS) & TVD vs. Baseline
| Feature | Type | Drift Metric | Statistic | P-Value | Status |
|---|---|---|---|---|---|
| Awaiting production traffic for drift evaluation. | |||||