Writing
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.
