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From Digital Access to AI Readiness: Rethinking How We Prepare People for Work

From Digital Access to AI Readiness: Rethinking How We Prepare People for Workby: Susan Krautbauer, CITADPublished on: 11/05/2025

Access isn't the finish line—it's the foundation. As AI eliminates entry-level roles, workforce development must evolve from digital literacy to verified AI-readiness. Here's the continuum that bridges the gap.

AI & Workforce
From Digital Access to AI Readiness: Rethinking How We Prepare People for Work

Beyond Good Intentions: What AI Bias Reveals About Building Better Tech Systems

Beyond Good Intentions: What AI Bias Reveals About Building Better Tech Systemsby: Susan Krautbauer, CITADPublished on: 06/11/2025

Neutral technology doesn't exist. When algorithms are trained on inequality, they don't fix disparities, they encode them. Why tech-for-good initiatives fail without intentional system design—and what changes.

AI & Workforce
Beyond Good Intentions: What AI Bias Reveals About Building Better Tech Systems

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