"Most AI literacy programs start with the same approach: introduce the tools, demonstrate what they can do, teach basic prompt techniques, and encourage experimentation. This creates initial engagement, but very little changes in the work that actually matters."
"AI literacy is treated as a generic capability, but it is not. AI use in marketing is different from AI use in HR, and this one-size-fits-all approach leaves employees to translate abstract guidance into real work on their own."
AI literacy programs are increasingly prioritized by organizations, but many are built on a flawed foundation. They emphasize tools and basic techniques while neglecting the necessary conditions for competent application. The core issue is not awareness but the ability to apply AI effectively in specific roles. Effective AI literacy must be tailored to real tasks and decisions, recognizing that different roles require different approaches to AI use.
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