
What Is Workforce Context? The Missing Layer Between AI and Your People Data
An intro to workforce context: the meaning, timing, and permissions AI needs before its answers about your people data can be trusted.
Workforce Intelligence & People Analytics
Explore themes such as analytics strategy, data governance, HR data integration, workforce insights, and measuring business impact.
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Definitions, Ownership, Trust: The Non-Negotiables of AI-Ready Workforce Data

The Workforce Productivity Survey: What 50 Executives Actually Think

Why You Absolutely Shouldn’t Use an LLM for Workforce Data
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The Employee Perspective on AI's Impact in Software Development: What's Really Changing
The headlines say AI is eliminating software jobs. Visier's analysis of 3.6 million employee records—paired with employee interviews— tells a different story: roles are despecializing and reorganizing, and the real costs (mentorship, team cohesion, skill atrophy) don't show up in headcount data at all.

What Is an HR Dashboard and How Can I Use It?
An HR dashboard is a visual reporting tool that pulls workforce data into one real-time view that makes people metrics easy to read, share, and act on.

3 Reasons Why AI in HR Tech Fails
HR tech leaders are under pressure to ship AI, not just evaluate it. But most projects stall before they reach production. The model isn't wrong, but the workforce data underneath it isn't ready. Here are the three structural problems that kill momentum: data you can't trust, complexity that slows your launch, and costs that scale faster than anyone planned for.

9 Criteria to Evaluate People Analytics and Workforce Intelligence Solutions
A practical framework for HR tech leaders evaluating people analytics vendors—covering the criteria most RFPs overlook, from data model maturity to total cost of ownership.

Workforce Analytics: What It Is, How It Works, and Why It Matters
A practical guide to how workforce analytics works, the main types, and the key applications across the employee lifecycle. Learn how to improve workforce management, planning, and business outcomes with workforce analytics.

The Workforce Data Blind Spot in Enterprise AI
For many orgs, the returns of AI investment remain elusive. The problem is that workforce data is fragmented, ungoverned, and siloed by design. This is the structural crisis behind the AI ROI gap.






