> Now, to be clear, nothing about this model is scientific, [...]<p>This one always gets me. I've been trying hard these days to give better, clearer, more actionable advice to beginners who want to learn how to program.<p>I think, at the most basic level, we understand that our estimation of how much we learn from some particular teacher/course/method is <i>wildly</i> inaccurate, and it's a poor way to assess how effective that teacher/course/method is. Someone constructing a cute pyramid diagram is not much better.<p>It's also not about maximizing retention. That's a very one-dimensional way of looking at effectiveness. All of these ways of learning have their own place.<p>We DO have decades of qualitative and quantitative research into computer science pedagogy. We CAN do better than draw up a pyramid like this. It's nice to acknowledge that the pyramid is not scientific, but why would we not then dig through the journals a little bit to find some papers on computer science pedagogy?