Instructional Content is Not Teaching

Instructional content dominates YouTube, self-help books, and podcasts. Most of it is autobiography dressed up as method. It is compelling, often entertaining, occasionally inspiring — but it is not teaching, and it should not be mistaken for it. The distinction matters: teaching requires a learner. Instructional content only requires an audience. Yet people take it at face value and use it to make real changes to their lives.

The most-seen advice is systematically the least representative: survivorship bias, amplified by an algorithm. Algorithms surface radical approaches — the ones with dramatic outcomes, clear before-and-afters, a compelling story. Think of “I changed my life in 30 days using this simple trick.” This is not a university lecture designed to provoke hard thinking. It is raw material dressed up as a complete process — pure content without a strategy for delivering it.

The same logic applies to success narratives more broadly. The outcome feels instructive — but it was shaped by circumstance, timing, luck, and contingency that no framework can capture. Narrative creates false causality. People replicate the behaviour without recognising the outcome was never really in their control.

The audience wants a replicable answer. The creator has every incentive to provide one.

This is the core problem with the productisation of knowledge. Everyone tells you to package your expertise so it can scale without your involvement. Turn your method into a framework. Make it replicable. The commercial incentive is obvious: 1:1 doesn’t scale. A product can reach thousands simultaneously, and you are no longer the bottleneck.

But this shift doesn’t eliminate the hard work of applying a general framework to a specific situation — it transfers it entirely to the learner, who is usually the least equipped person to do it. The creator has already done the abstraction: they’ve distilled their experience into something clean and sellable, and they’re done. The learner must then reverse that process — taking the finished framework and reconstructing something applicable to their own circumstances, context, and starting point. That is significant cognitive work, and most people will quietly fail or give up before they complete it.

That failure is not a flaw in the product. It is, in a sense, the design. The factory produces identical units — it is not built to respond to the person on the receiving end. A good teacher produces different results in different people, because they respond to them. They notice confusion, adjust the explanation, slow down, reframe. That dynamic adaptation is precisely what gets stripped out when knowledge gets packaged. Teaching is the interaction between teacher and learner — both adapting to each other. The productised approach abandons that entirely.

There is also an ethical dimension that tends to get papered over. In health and fitness especially, where overtraining or radical lifestyle changes carry real risk, “this worked for me — consider your personal situation” is not a sufficient disclaimer. It is a liability waiver dressed as advice. The creator ships the product, collects the revenue, and bears none of the cost when it goes wrong. That cost lands entirely on the learner — the same person who was already carrying the burden of contextualisation.

This is not an argument against learning from others, or against frameworks altogether. The distinction worth making is between skill acquisition and knowledge transfer. A book is probably sufficient for learning the history of the Roman Empire. It is not sufficient for learning to play guitar, where doing it wrong has compounding consequences — a wrist position that causes injury, a habit that takes years to undo. Skill-based learning depends on feedback loops. Material alone cannot provide them. Teaching can.

Not everyone needs to master what they attempt. Acceptance — of where you are right now, at this point in time — is the precondition for sustainable learning. You can take a small part of something and improve it. You can find the portion that gives you joy and stay there. Window-sill gardening: growing herbs at home, getting the broad strokes right, with no obligation to become a gardener. Appropriate scope is not failure. A good teacher helps you find it. A product assumes you already know what it is. Finding that scope is itself an act of abstraction — and it is not something material alone can do for you.

Instruction is a process. Instructional content is just material. Teaching is what connects the two — and teaching requires a feedback loop. YouTube videos, self-help books, and podcasts deliver the material. None of them deliver the teaching. Without teaching, material is inert at best. At worst, it puts people at risk — following a method designed for someone else’s circumstances, with no one to notice when it’s going wrong. The abstraction problem — translating someone else’s framework into your own situation — is the work the content never does for you. That work is hard. It does not scale. And it cannot be packaged.