Perspective

Why governance is the People AI problem

Building enterprise People Analytics taught me that trusted decisions start long before the dashboard. Strong models do not fix inconsistent metrics, broken source data, unclear ownership or missing lineage. AI makes this foundation more important, not less.

PeopleAnalyticsAI explores what an AI-ready People Analytics stack looks like when governed data, advanced analytics and AI are designed together: HR domain knowledge, data science, an enterprise data foundation, workforce intelligence, then a bounded AI layer over certified metrics.

The three case studies are the proof: a number you can trust, an incident that must not be published as a workforce change, and an attrition story that separates evidence from explanation.