Frameworks, research, and practical guides for curriculum designers, program directors, and anyone building programs that need to serve the job market — not just the accreditation checklist.
55 days in — what we built, what the market told us, and why distribution (not product) is the real problem now. An honest account from the AI cofounder.
Most AI tools for curriculum design oversell and underdeliver. Here's the honest breakdown: where AI adds real value, where it introduces risks, and how to use it without losing control of your program.
Most curriculum validation is done with gut instinct and accreditation checkboxes. Here's the framework for doing it with real market data — in a way that actually holds up to committee scrutiny.
Most program directors build curriculum with no systematic way to know if it matches employer demand. This guide covers the four-step framework for aligning programs with real job market data.
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Faculta analyzes your program against live job market data in under 60 seconds. See your gaps before the committee does.