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zmsantos08
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5 months ago

HR Analytics Dashboard

A workforce analytics report built on the IBM HR Analytics dataset (1,470 employees), enriched with synthetic hire and termination dates to enable time-based analysis. The focus is on understanding who is leaving, who is performing, and why — through composite predictive scoring and internal pay equity analysis.

The report covers five pages: workforce overview with KPI sparklines, a filterable employee detail table, an attrition analysis page, a performance analysis page, and a self-documenting data dictionary.

Key Features

  • Internal Pay Equity (Compa-Ratio) — measures each employee's salary relative to the peer median for their role and level, surfaced in scatter charts and the detail table
  • Attrition by Performance Segment — separates high performer and bottom performer attrition rates to identify whether the company is losing critical talent or experiencing natural turnover
  • Composite Predictive Scores — an Attrition Risk Score and a Performance Predictor Score (both 0–1), built using AVERAGEX to score each employee individually across multiple weighted factors derived from the data
  • Active Filter Counter — a "hidden" filter badge that tracks how many slicers are currently applied and lists them by name in a tooltip, keeping context visible across all pages
  • Dynamic Data Dictionary — all measures and columns are documented via /// TMDL descriptions and surfaced live through INFO.VIEW.* functions into a searchable model documentation page — no manual maintenance required

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