Projects

Research & Resources

Exploring workforce analytics with AI tools, public data, and open methods.

Active Projects

A collection of research initiatives exploring workforce analytics, data engineering, and HR technology applications.

Active

Big 5 Canadian Bank Hiring Landscape

Point-in-time analysis of public hiring data across Canada's Big 5 banks, visualizing ~5,289 estimated open roles through interactive dashboards and a filterable data explorer built on publicly accessible job listing data.

Chart.js JavaScript Indeed API LinkedIn GitHub Pages Python
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Complete

HR Datamart V1

The original WARLAB People Analytics dashboard — a full ETL pipeline from simulated Workday data through AWS (S3 → Glue → Redshift) to an interactive ECharts dashboard. Includes data generation, schema design, load scripts, QA validation, and a Lambda-powered dashboard extractor.

AWS Redshift Glue Python ECharts Lambda
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Active

HR Datamart V2

A ground-up rebuild of the HR Datamart using a proper star schema architecture. Features 14-table Workday HRDP feed simulation, SCD Type 2 dimensions, advanced synthetic data generation with realistic employee lifecycles, and a modernized analytics dashboard.

AWS Redshift Star Schema Python SCD2 ECharts
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HR Workday Data Pipeline

Simulated Workday-style HR data generator and AWS deployment pipeline for a 10,000-employee financial services organization. Generates 40,000+ transactions across core HR, job movements, compensation changes, and worker movements with full CloudFormation infrastructure-as-code.

AWS CloudFormation S3 Glue Python Workday
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Financial Services Task Inventory

A comprehensive inventory of 4,075 tasks across 15 financial services functions with a 3-tier AI exposure assessment framework. Layers peer-reviewed classification (Eloundou E0/E1/E2), empirical success rates (Anthropic Economic Index), and forward-looking agentic potential indicators — each with transparent source attribution.

Python O*NET Chart.js GitHub Pages Bloom's Hay Method
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Active

M365 Copilot vs. Copilot Cowork vs. Copilot Studio

An HR-focused assessment for regulated financial institutions examining Microsoft's three AI capability tiers — when each one fits, where the governance boundaries are, and why Copilot Cowork may represent the practical sweet spot between standard Copilot and the full custom-agent development of Copilot Studio.

M365 Copilot Copilot Cowork Copilot Studio HR Technology Governance Financial Services
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Copilot Enablement Toolkit

An interactive prompt library and enablement platform for Microsoft 365 Copilot, featuring 157 curated prompts across HR, Corporate Real Estate, Marketing, Procurement, and a Universal Toolkit — with filtering, personalization, workflow assembly, and adoption tracking tools.

M365 Copilot JavaScript PapaParse GitHub Pages Single-File App
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Published Resources

All WARLAB resources are published under the project's open educational framework. Templates, reference architectures, and methodology documentation are available in the GitHub repository.

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