Project

HR Datamart V2 โ€” Enterprise Workforce Analytics

ACTIVE

A ground-up rebuild with star schema architecture, SCD Type 2 dimensions, and advanced synthetic data generation.

Overview

Version 2 represents a complete architectural redesign of the WARLAB HR Datamart. Built from a formal Workday HRDP (Human Resource Data Platform) specification, it implements a proper star schema with SCD Type 2 slowly-changing dimensions, 14-table source feed simulation, and a comprehensive QA evidence framework. The project demonstrates how AI agents can build enterprise-grade data warehouse solutions when given well-structured specifications.

Architecture

The V2 architecture introduces several improvements:

14 Workday HRDP Feeds: Simulating the full breadth of a real Workday integration including companies, cost centers, department hierarchies, grade profiles, job classifications, locations, positions, compensation, and worker data

Star Schema: Proper dimensional modeling with fact tables for headcount and movements, plus conformed dimensions

SCD Type 2: Slowly-changing dimensions tracking historical state changes with effective dating

QA Evidence Framework: Automated validation covering row counts, primary key uniqueness, foreign key integrity, SCD2 overlap detection, headcount restatement, and movement metric verification

Tools & Technologies

AWS Redshift AWS S3 AWS Glue Python SCD Type 2 Star Schema ECharts Workday HRDP

Key Artifacts

Governance Notes

All data in this project is synthetically generated using realistic but entirely fictional employee lifecycles. The Workday HRDP schema structure is based on publicly available documentation. No proprietary schemas or real employee data were used.