Research
Education Approaches
Workforce AI literacy programs, training frameworks, and change management approaches that determine whether AI tools actually get used.
5 documents
The AI Training Budget You Already Have: How to Redirect $50K-$150K in Existing L&D Spend Without Asking for New Money
Mid-market companies spend more on training than they think — and less productively than they should.
March 2026
Corporate AI Education: Training Programs, What Works, What Fails
The major technology companies are taking different but converging approaches to internal AI skills development.
March 2026
MIT CISR at Johnson & Johnson: What a 130,000-Person Skills Enablement Program Looks Like
> ⚠️ TEMPORAL NOTE: Primary evidence in this file predates current model capabilities. The underlying MIT CISR Working Paper No.
April 2026
The Non-Technical AI Owner: A 90-Day Development Path for the Business Leader Who Must Direct an AI Program Without Becoming a Technologist
Deloitte's CTO Bill Briggs quantified the problem in December 2025: companies allocate 93% of AI budgets to technology and only 7% to the people expected to use it (Deloitte Tech Trends 2026).
March 2026
AI Workforce Upskilling Beyond Engineering: The $400 Billion Training Gap Nobody Is Closing
The most striking pattern in enterprise AI adoption is the growing gap between tool spending and people investment.
March 2026