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Evaluation Guide to Semantic Layer for HR AI
AI without context is just noise. Build HR AI that delivers real workforce intelligence.
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Visier Thought Leaders
Contact Dr. DerlerDr. Andrea Derler
Dr. Andrea Derler is the Principal, Research and Customer Value at Visier, an organizational researcher, and previously, a human capital analyst. She has a background in management research, human science, and human capital consulting. At Visier, Andrea leads research efforts and helps produce data-based, practice-oriented, and actionable insights for business and HR leaders.
Latest from Dr. Andrea Derler
The Workforce Transformation Gap: Where Does Your Organization Stand?
The Workforce Transformation Gap is a widening gap between the speed at which workforce strategy needs to move and the operating models most organizations are still relying on to run it. This is how to close it.
Published
How Data-Driven Organization Design Drives AI-Driven Workforce Transformation: New Visier Insights Research
Our most recent research revealed that 77% of companies redesigned their team structures in the past five years, causing ripple effects on the ways people collaborate, communicate, and make decisions.
Published
Layoff Boomerangs: Pay Attention To This $19M Mistake
Visier’s analysis of 2.4 million employees across 142 enterprise organizations shows that hiring layoff boomerangs -rehiring the same people previously let go—cost the finance industry alone an estimated $19 million in 2024. Discover which employees are most likely to get rehired, why high performers and managers keep getting cut, and how to build strategies that avoid this costly cycle.
Published
Contact Paul RubensteinPaul Rubenstein
Paul Rubenstein is Chief Evangelist & Talent Strategist at Visier, where he partners with CHROs and senior executives to connect talent strategy to business outcomes. With 20+ years across consulting and executive roles — including CPO and CCO at Visier — his mission is simple: unlock the untapped potential of HR and make work better.
Latest from Paul Rubenstein
Design, Plan, Operate: The New Model for Better People Decisions
AI is reshaping the world of work faster than traditional workforce planning cycles can absorb. Here, Paul Rubenstein, Visier’s Chief Evangelist, outlines a new HR operating model centered on: Design, Plan, and Operate. He makes the case for workforce intelligence to turn discrete HR processes into a coherent, real-time people strategy.
Published
The CHRO's AI Framework: 3 Curves Every HR Leader Must Track
A framework for CHROs to measure AI-driven workforce transformation through three strategic curves: the efficient frontier of human-agent mix, the ROI on investment, and the humanity index.
Published
Beyond the HR Dashboard: What People Analytics Looks Like When It Works
Why the traditional dashboard model creates an impact gap between business leaders and people analytics teams—and what successful organizations do differently.
Published
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Resignation Report
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