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AI Needs Better Humans. We're Building Fewer of Them.

AI Needs Better Humans. We're Building Fewer of Them.by: Susan Krautbauer, CITADPublished on: 03/25/2026

AI is accelerating faster than workforce readiness. This article explores the growing skills gap, what automation is really changing, and why human capability is now the limiting factor.

AI workforcefuture of workworkforce transformationAI adoption trendsdigital skills gapAI and employmentautomation impact on jobsreskilling workforce
AI Needs Better Humans. We're Building Fewer of Them.

10,000 AI Courses. Zero Standards.

10,000 AI Courses. Zero Standards.by: Susan Krautbauer, CITADPublished on: 01/28/2026

The IT industry just automated itself—and employers can't tell who actually knows AI. When everyone has a certificate, nobody has credibility. Here's why credentialing frameworks that test competency are the answer.

AI certificationAI certification professional credentialsAI training standardsCompTIAcredentialing frameworksAI competencyIT certificationcareer pathwaysAI literacyAI Certs
10,000 AI Courses. Zero Standards.

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 readinessupskilling pathwaysdigital literacyworkforce developmentfuture-ready skillsdigital equitycredentialingAI trainingcareer mobilitydigital divide
From Digital Access to AI Readiness: Rethinking How We Prepare People for Work

When Everything Has AI Nothing Does

When Everything Has AI Nothing Doesby: Susan Krautbauer, CITADPublished on: 06/25/2025

78% of companies adopted AI. 80% report zero ROI. Most "AI-powered" tools are just automation with better PR. Here's what real transformation looks like.

intelligent systemsAI transformationagentic AIAI agentsgenerative AIbusiness automationAI strategyAI implementationautonomous systemsAI ROI
When Everything Has AI Nothing Does

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