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Analysis and intelligence from AI&Scale tagged “HR”.

4 articles

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How to Measure AI Adoption Without Creating a Surveillance CultureChange & Organization · Operator Notes

How to Measure AI Adoption Without Creating a Surveillance Culture

Organizations need evidence that AI investments work. That is rational and necessary. The problem begins when adoption measurement turns into individual-level micro-monitoring. Instead of building productivity and acc…

2026-06-01·5 min read

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Work Redesign in the AI Era: What Really Changes in RolesChange & Organization · Lead Analysis

Work Redesign in the AI Era: What Really Changes in Roles

In most AI conversations, one message dominates: "tools will increase productivity." True, but incomplete. Productivity does not rise from tool access alone. It rises when organizations redesign work: roles, accountab…

2026-06-01·3 min read
A Talent Model for AI TransformationAI Leadership · Playbook

A Talent Model for AI Transformation

Many organizations begin AI transformation with one question: "who should we hire?" It is an understandable reflex, but usually a costly shortcut. AI transformation is not a matter of recruiting a few experts. It is a…

2026-06-01·9 min read