Francis David
Learning Design Architect
Why Most AI & ML Learning Programs Fail Before They Begin
AI and ML learning programs don’t usually fail because the content is weak.
They fail because the structure is wrong.
Curriculum, Framework, or Roadmap? Why Naming Matters in Learning Design
Category: Learning Design Strategy Clients often ask for a framework.What they usually need is a curriculum. The distinction matters more than it seems. The Problem with “Frameworks” Frameworks are abstract by design. They explain relationships and concepts, but they rarely answer: What should be learned first? What comes next? How do we know someone is…
From Dashboards to Decisions: Teaching Power BI the Enterprise Way
Category: Enterprise BI Learning Most Power BI training stops at dashboards.Enterprises don’t. In real organizations, Power BI sits inside a complex ecosystem—data platforms, governance layers, security models, and distribution strategies. Teaching Power BI as a standalone tool creates skilled users who still struggle to operate at scale. Tools Don’t Exist in Isolation Enterprise analytics requires…