What Good Teaching Really Transfers Is Not Content, But Judgment
Hatched by Wai-Ling Fong
May 01, 2026
10 min read
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The hidden problem with every teachable skill
A strange thing happens whenever people try to improve performance: they often become obsessed with what can be said clearly, when the thing that matters most is usually what cannot be fully said at all.
That is the core tension running through any serious conversation about learning. We want instructions, frameworks, rubrics, and best practices because they feel portable and fair. Yet the most durable improvement often comes from something less neat: tacit knowledge, the kind of knowing that lives in judgment, timing, recognition, and feel. It is the difference between knowing the rules of a game and sensing the moment when the game has shifted.
This tension becomes especially sharp in teaching and faculty development. Institutions ask a sensible question: What works? They want evidence that a workshop, a course redesign, or an online development program actually changes practice. But the more interesting question is not simply whether a practice was adopted. It is whether the practice became part of a person's internal repertoire, whether it changed how they perceive students, interpret confusion, and decide what to do next.
That is where the real puzzle begins. The things that transform teaching most deeply are often not the things that can be cleanly named. They are absorbed indirectly, through experience, reflection, repetition, and social contact. If that is true, then the purpose of professional development is not to transmit a checklist. It is to help people acquire a new way of seeing.
Why some knowledge travels and some knowledge only rubs off
Think about learning to ride a bicycle, conduct a seminar, diagnose a difficult student, or lead a discussion when the room has gone flat. In each case, there are rules you can state, but the rules do not do the work by themselves. Balance, timing, reading the room, and adjusting in real time are not things you master by memorizing sentences. They emerge through embodied practice.
This is why some training feels persuasive in the moment but leaves little residue. People leave with concepts they can repeat, yet their behavior barely shifts when they return to the classroom. The information was understood, but not internalized. It remained explicit knowledge, detached from the situations where it would matter.
Tacit knowledge is different. It is the ability to notice what matters before you can explain why it matters. A skilled teacher senses when a discussion is stuck not just because students are quiet, but because the silence has a particular texture. An experienced facilitator knows when to pause, when to push, and when to let discomfort do its work. These are not random intuitions. They are compressed forms of lived experience.
The deepest learning often changes perception before it changes behavior.
That point matters because it changes how we evaluate educational interventions. If we only ask whether participants can name a strategy, we miss the more consequential question: did they begin to recognize new patterns and respond differently inside real situations? A person may not be able to articulate exactly what they learned, yet a year later they are still using a revised way of framing questions, pacing feedback, or structuring participation. That lingering change is evidence of something stronger than compliance. It signals a shift in judgment.
The real output of faculty development is not a technique, but a refined sense of practice
Faculty development is often treated as a delivery problem. Design a session, offer a tool, distribute a template, measure uptake. This model assumes that teaching improvement is like installing software. But teaching is not software. It is closer to musicianship, coaching, or medicine: fields where explicit guidance matters, but expertise comes from the gradual integration of knowledge into action.
The enduring effect of a development program is therefore unlikely to be a single technique. A workshop may introduce a new discussion protocol, but the more meaningful result is that participants begin to notice new things: who is dominating a conversation, which students are withdrawing, how to interpret awkward pauses, how to tell the difference between productive struggle and confusion that has gone too far. These are not simply behaviors. They are attention skills.
This is why qualitative follow up matters so much. A survey asking, “Did you use the strategy?” captures only the surface. A later reflection asking, “What changed in how you think about teaching?” gets closer to the actual mechanism of transformation. Over time, people may not remember the workshop itself, but they remember a new stance toward uncertainty. They no longer ask only, “Did I deliver the material?” They ask, “Did students have room to think?”
A useful distinction here is between adopted practices and acquired sensibilities.
- Adopted practices are visible, teachable, and easy to report.
- Acquired sensibilities are harder to observe, slower to develop, and more likely to endure.
The second is what makes the first sustainable. A faculty member may begin with a structured discussion technique, but if nothing changes in how they read the room, the technique will soon feel mechanical. If, however, the technique becomes part of a new sensibility about student engagement, then the practice can adapt, survive, and evolve.
In that sense, the most valuable development does not merely add tools. It changes the instrument.
Why impact is invisible at first, and that is not a flaw
Educational institutions like visible proof. This is understandable. Budgets are limited, time is scarce, and accountability matters. But visibility can mislead us. The most important changes in human performance often begin as invisible reorganizations: new thresholds of attention, new instincts about timing, new habits of interpretation.
Consider a faculty member who attends an online development program during a crisis period. At first, they may use one or two tactics immediately, such as breaking lectures into shorter segments or adding more polls. A year later, the effect might be more interesting. They might still be using the tactics, but more importantly, they may have changed how they design a lesson from the start. They now plan for cognitive load, build in pauses, or anticipate where students will become lost. The intervention has moved from the level of isolated moves to the level of design intuition.
That kind of change is hard to quantify in the short term because it does not appear as a single metric spike. Yet it is often the difference between temporary compliance and lasting expertise. The irony is that if institutions only reward what is immediately measurable, they may undervalue the very changes that produce the strongest long term effects.
This creates a deeper challenge for evaluating teaching and learning. We need evidence, but we also need humility about what evidence can capture. Not every meaningful shift announces itself in the same way. Some changes show up in student outcomes months later. Others show up in the subtle consistency of a teacher who now anticipates misunderstandings before they harden into failure. The impact is real precisely because it becomes part of how the person sees.
If learning has not changed perception, it may not yet have changed practice in any durable way.
This does not mean anything goes. It means the evaluation of teaching should be broad enough to include stories, reflections, longitudinal observations, and descriptions of changed judgment, not just immediate performance indicators. In serious learning environments, the question is not only whether an intervention worked, but what kind of person it helped the learner become in relation to their work.
A better model: teaching as cultivation of judgment
A more useful way to combine these ideas is to see teaching not as the transfer of information, but as the cultivation of judgment under uncertainty.
That phrase matters. Judgment is not a vague substitute for rigor. It is the capacity to act well when rules are incomplete, context is messy, and the stakes are real. Every classroom presents such conditions. Students differ in preparation, confidence, language, and motivation. No script can fully anticipate the living complexity of the room.
If judgment is the real goal, then tacit knowledge becomes central rather than secondary. A rubric can help, but it cannot tell a teacher when a question is genuinely probing versus merely decorative. A method can support engagement, but it cannot replace the experienced sense of when silence is reflective and when it is dead air. A template can guide course design, but it cannot tell you how much friction a group can tolerate before it shuts down.
This is why the best development experiences often combine three elements:
- Conceptual framing, so people understand why a practice matters.
- Repeated application, so they encounter the practice in varied contexts.
- Reflective interpretation, so they notice what their own experience is teaching them.
Taken together, these elements create the conditions for tacit knowledge to form. They move learning from “I know what this is” to “I can sense when this is needed.” That shift is subtle, but it is the difference between a borrowed tactic and an internalized capacity.
An analogy may help. Think of a chef learning to season food. A recipe can specify measurements, but a seasoned cook eventually learns to taste, adjust, and anticipate how flavors will change with heat and time. The recipe is not useless. It is simply incomplete. The cook’s judgment grows through repeated encounters with real ingredients, real constraints, and real feedback. Teaching works the same way. The manual matters, but the hand matters more.
How to design learning that actually lasts
If tacit knowledge is so important, then the design problem changes. The goal is not merely to present information. It is to create environments where participants can absorb patterns, test judgment, and reflect on what they notice.
That leads to a few practical principles.
First, make experience central. People learn tacitly when they work on real problems, not just hypothetical ones. Workshops should include cases, simulations, peer observation, and opportunities to adapt ideas to one’s own context. The more the learner has to decide, the more the learning gets embodied.
Second, build in time for delayed reflection. Immediate reactions are useful, but they are not enough. A month or a year later, people often see what they could not notice in the moment. That is why follow up conversations and reflective prompts matter. They surface the residue of learning, not just the excitement of the event.
Third, treat variation as data. If the same practice looks different across disciplines, student populations, or institutional settings, that does not mean it failed. It may mean the practice is being intelligently translated. Tacit knowledge is always contextual. The skill is not blind replication, but wise adaptation.
Fourth, measure what changes in attention. Ask not only what someone did, but what they began to notice. Did they become more alert to student confusion? More sensitive to pacing? More willing to revise assumptions about participation? These are the clues that a practice is becoming part of a person’s way of working.
Fifth, honor beginners without confusing them for experts. Emerging scholars and new teachers often need explicit guidance, but they also need space to develop judgment. The first stage of learning is not mastery. It is better pattern recognition. Good development programs create a bridge from explanation to intuition.
Key Takeaways
- Do not confuse verbal clarity with true learning. The most valuable knowledge in teaching is often tacit, relational, and context dependent.
- Ask what changed in perception, not just what changed in behavior. Durable learning often begins with a new way of noticing.
- Treat faculty development as cultivation of judgment. The goal is not only to transfer techniques, but to build the capacity to act well in messy situations.
- Use delayed reflection to reveal hidden impact. Follow up months later to see what participants are still using, adapting, and thinking differently about.
- Design for experience, variation, and adaptation. Tacit knowledge develops through repeated contact with real problems, not through instruction alone.
The deepest question is not whether a practice works, but what kind of knowing it creates
In education, we often talk as if the central task were to distribute effective methods. That is only half true. Methods matter, but methods are not the end. The deeper aim is to create people who can discern, adjust, and respond wisely when the method no longer fits neatly.
That is why the most lasting professional learning is often hard to name. It does not arrive as a slogan or a checklist. It arrives as a quiet change in how someone inhabits their work. They begin to notice more, force less, and judge better. They become less dependent on script and more capable of response.
So the next time someone asks, “What works?”, a better answer may be: the things that help people see differently, because once they see differently, they act differently without needing to be told each time. That is the real inheritance of good teaching. Not content alone, but a more refined form of judgment that keeps working long after the lesson is over.
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