Latest writing

Essays on People Analytics, HR Analytics, and AI for HR shaped by practical work.

AI for HR

The 5 Levels of AI Evolution in HR

From writing assistant to digital teammate: how AI can help HR teams work faster, smarter, and at greater scale.

AI Business

AI Business Enablement Framework

Turning AI from a "Tool" into "Business Impact"

Future HR

he Future of HR: From Support Function to Strategic Partner in the Era of Agentic AI

Over the past few years, the role of HR has evolved rapidly—shifting from administrative and personnel management tasks toward becoming a **Strategic Partner** that drives business outcomes.