The Most Important Part Wasn’t the Scale
- Winnie O'Leary
- May 8
- 4 min read

Lately I’ve been thinking back on an educator learning network I helped build, especially as it’s come up in conversations and interviews. It’s one of those periods that stays with you—not because of a single outcome, but because of what it required and what it revealed about how educators learn when they’re connected to each other in real time.
Looking back now, I don’t think of it as a single initiative so much as a learning community that kept evolving as the conditions around it changed and the work had to evolve with them.
We started with nothing that could reasonably be called a network but grew steadily over time. It took on a different shape during the COVID shutdowns. What began as a concept became something much more active once the need for connection and shared practice became immediate. It grew to thousands of educators across districts of every kind—urban, rural, multilingual settings, special education programs, AP classrooms, and everything in between. What mattered most wasn’t the scale, but what it made possible: educators who otherwise would not have had access to each other began learning in real time, from real practice.
A lot of the early thinking was shaped by a simple problem: how teaching and learning are supported inside district systems, and how easily that work can be flattened into compliance instead of being treated as professional practice that evolves over time.

In that context, the work itself was not content delivery or program rollout. It was creating the conditions for educators to learn from each other—and my role was to design and support the systems that made that possible.
That meant the work wasn’t about one grade, one piece of content, or one topic. It was creating the conditions for educators to learn from each other—and my role was to design and support the systems that made that possible.
That meant the work wasn’t just about one grade, one piece of content, or one topic. It was about designing the learning environment itself.
We used the same tools educators were using in their classrooms and applied them to the network. Data wasn’t an endpoint; it was part of a feedback loop for understanding how learning was happening across the community. Engagement patterns, usage trends, and instructional outcomes weren’t just reported—they helped us understand where learning was deepening and where connection needed to be strengthened. When something wasn’t landing, we didn’t default to resistance as the explanation.
From there, the focus was on creating space for educators to learn from each other’s practice. Professional learning wasn’t treated as isolated events; it was about ongoing adult learning through shared experience. Educators were constantly surfacing strategies, tools, and approaches that were working in their classrooms and making them visible to others in the network.
Coaching, resources, and supports weren’t separate layers so much as ways of amplifying what was already emerging from practice—what educators were trying, adapting, and finding effective in real contexts.
What mattered most was that people weren’t just consuming content. They were exchanging practice. One educator would share something they had tested in their classroom, another would adapt it for their context, and that cycle of sharing and refinement became the learning engine of the network.
What became clearer over time was that this wasn’t just about sharing resources or checking in on classroom or district initiatives. It was about adult learning in practice—educators engaging in pedagogical thinking together, sharing instructional strategies, and making sense of how teaching works across different contexts.
The network worked best when it created space for that kind of exchange: when educators could share not just what they did, but how they were thinking about their teaching. A teacher in one district could work through a challenge with a teacher in another who had already tried something similar, refined it, and adjusted it in response to their own students.
Alongside that, there was something quieter but just as important—simply having a place where educators could check in on each other, be honest about what wasn’t working, and stay connected in a period when isolation was very real.
Much of what emerged from the network reflected the principles of competency-based and practice-based learning, not as a formal framework, but through educators sharing what they were trying, refining, and learning in real classrooms. Over time, the work became less about scaling a process and more about scaling conditions for learning, sharing, and growth. That distinction changed how I think about systems work entirely.
What I take from this work is simple. Adult learning is not separate from practice—it happens through practice, in conversation with others doing the same work. Adults don’t need less structure; they need structure that respects context. And scalable instruction doesn’t come from standardization alone. It comes from systems that can hold variation without flattening what people are actually learning.
I’ve been thinking about it again because it continues to surface in conversations about systems, learning, and design—and because it’s one of the clearest examples I have of what shared learning can look like when it’s considered. That is the part of this work I keep coming back to. Not the growth itself, but what it revealed about how learning actually happens when you are intentional.

May, 2026



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