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HR Insight Hub — Interactive Sandbox

Analyse workforce data with a privacy-first HR pipeline: dataset validation, PII stripping, grounded filters, dynamic HR dashboards, attrition-risk scoring, and intervention recommendations.

Privacy-first demo: Uploaded CSVs are analysed in-browser. PII-like fields are excluded from the analytical layer.
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Ready to analyse workforce data
Load the HR demo dataset or upload a CSV to generate KPIs, dataset-grounded filters, dashboards, risk scoring, and retention recommendations.

Privacy & Data Quality Checks

Dataset Preview

Preview the original, clean analytical layer, or filtered risk output.
Headcount by Department
Attrition Risk Distribution
Average Engagement by Department
Average Salary by Department
Performance Distribution
Absence Risk by Department

High-Priority Retention Queue

Ask the HR Insight Assistant

Local browser analysis
Ask about attrition drivers, departments needing attention, engagement patterns, absence risk, or recommended HR interventions. The answer uses the currently filtered dataset.
Assistant response will appear here after data is loaded.