Table of Contents

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The Problem Educators Face with PLCs
Professional Learning Communities are meant to help teachers improve what matters most for students: learning, how learning happens, and the conditions that make learning possible. Teachers come together because they want to make progress for students, not because they need another meeting.
But in many schools, PLCs drift.
They become places where discussion and documentation replace improvement.
Teams spend time talking through problems, aligning perspectives, and producing plans. The work feels thoughtful. Notes are taken. Documents are completed. Plans are refined.
Then those plans collide with real classrooms and students, where assumptions quickly crumble.
Schools are complex and dynamic. Time is limited. Students respond in unexpected ways.
Faculty are diverse, with varying needs and contexts.
Interruptions, pacing demands, and competing priorities shape what actually happens.
The assumptions behind the plan no longer hold, and the plan does not reliably produce results.
Teams return to the next PLC meeting with the same issue still in place. More discussion follows. Another document is created. But little changes in daily classroom practice, and students don't reliably experience anything different.
This is not a motivation problem. It is a design problem.
Most PLC structures treat plans as truth rather than as ideas to be tested. Too much time is spent documenting and discussing under ideal assumptions, and not enough time is spent trying small changes in real classrooms and learning from what actually happens. Disconnected from action and evidence, planning creates busyness instead of real progress.

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Adaptive PLC at a Glance
Professional Learning Communities are meant to help teachers improve what matters most for students: learning, how learning happens, and the conditions that make learning possible. This guide introduces Adaptive PLC, a lightweight improvement approach designed for the conditions schools actually have: constrained time, complexity, compliance, and constant surprises.
What Adaptive PLC Includes
Guiding Principles that keep improvement practical, lightweight, and learning-driven.
Intentional team formation so the right people start together with permission to learn in everyday practice.
Clear roles for improvement work and support, so collaboration stays focused and sustainable.
An Improvement Vision that gives direction without prescribing solutions.
Improvement Sprints that break a bigger vision into small cycles of action and learning using four Improvement Routines: Plan, Check-In, Review, and Retrospective.
Visible Improvement Artifacts to keep work and progress transparent, aligned, and clear throughout the improvement work.
What This Changes for People
1
For students
Improvements show up sooner in daily learning experiences, not months later on a plan.
2
For educators
Less rehashing, less paperwork drift, clearer focus, and next steps that fit real classrooms.
3
For leaders
Clearer visibility into progress and barriers, and more actionable requests from teams without turning PLC work into compliance.

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Guiding Principles
These Adaptive PLC principles describe how we think, work, and improve the practice of teaching and learning together. When our work gets better, students and educators feel the difference.
1. Direction Over Prediction
Real improvement comes from continuous movement and learning by setting a direction, taking a step, and learning from what unfolds.
2. Learn Through Action
True understanding and effective learning emerge from trying things in practice and observing outcomes, not just planning.
3. Let Evidence Lead the Way
Decisions are driven by observed evidence from classrooms, student learning, and school operations, prioritizing facts over assumptions.
4. Improve in Small Steps
Significant change comes from small, manageable steps with quick feedback loops, allowing teams to see improvements faster and adapt effectively.
5. Aligned Autonomy
Our work aligns with school system priorities while teams retain autonomy on methods, fostering genuine improvement over mere compliance.
6. Trust Teachers as Professionals
We trust teachers' professional judgment to identify issues, implement small changes, and learn from evidence, valuing their expertise as a strength.
7. Improve Together
Collaboration reveals hidden patterns, strengthens work, lightens the load, and drives collective progress through shared insight.
8. Keep It Lightweight
The process serves the work, using only essential structure and documentation, and removing anything that adds unnecessary weight.
9. Make Improvement Visible
Transparency in improvement work keeps the team aligned, highlights progress or roadblocks, and informs necessary adaptations.
10. Adopt What Helps, Adapt What Doesn't
We embrace what works and modify what doesn't, guided by insights from small experiments in real-world conditions.

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Forming Effective Adaptive PLC Teams
Adaptive PLC teams form around a shared purpose. Team formation and membership should match that purpose, not a one-size-fits-all structure.
Team formation should be intentional but lightweight, guided by professional judgment and flexible enough to evolve as learning unfolds. The goal is not perfect alignment on day one, but to bring the right people together to start improving and learn through action. PLCs exist because meaningful improvement is too complex to do alone.
When forming Adaptive PLC teams, focus on three essentials that shape how the work begins and how it unfolds: purpose, people, and permission.
Purpose, People, Permission
Purpose
Why does this team exist right now? Purpose provides direction and keeps the work anchored to what matters most.
People
Who is closest to the work? Teams begin with a small core group whose daily decisions most directly influence the improvement being pursued. As the work unfolds, the purpose sharpens and helps confirm who needs to stay involved and when additional expertise should be brought in.
Permission
Is it safe to try and learn? Permission means acknowledging that improvement involves uncertainty, small missteps, and adjustment over time. Teams are not expected to be right at the start but are expected to learn fast.
Permission is supported by a few practical conditions:
  • Clarity and autonomy Teams need clear direction and shared priorities, along with permission to learn their way forward. Adaptive PLCs keep purpose clear and control light, trusting the people closest to the work to experiment, reflect, and adjust within real constraints.
  • Shared norms Simple agreements clarify how the team collaborates and handles disagreement. These norms are not compliance tools. They keep conversations focused, respectful, and improvement-oriented.
  • Psychological safety When teams can surface real problems without fear of judgment or blame, learning accelerates. Without it, improvement becomes performative.
Autonomy does not remove responsibility. PLCs remain responsible for improving results, with flexibility in how they achieve them.
Adaptive PLC Roles
An Adaptive PLC includes roles for doing the improvement work and roles that support the conditions for that work. Roles are lightweight responsibilities, not fixed titles. They can rotate by cycle and scale based on what the work requires.
The PLC Team
Educators doing the actual improvement work.
Supporting Members
Provide expertise and resources to the core team as needed.
School Leadership
Create conditions for improvement.

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The PLC Team
The Core Team is a small group of educators with the right mix of perspectives and expertise for the improvement work itself.
Team Members
Team Members are the educators doing the improvement work. Together, they take shared responsibility for setting improvement goals, trying small changes in practice, and learning from what happens.
The Core Team is self-managing: they choose together what to try, test it in classrooms, and learn from evidence.
Three properties of an effective PLC Team
Size: 4 to 8 is ideal (10 max) for fast decisions and low overhead.
Skills: Enough mix of skills and perspectives to do the work without stalling.
Stability: Consistent membership to build trust, with flexibility to pull in expertise as needed.
Responsibilities:
  • Identify problems worth improving
  • Try small, feasible changes in practice
  • Contribute observations, evidence, and insights
  • Reflect honestly on what happened and what was learned
  • Support norms of curiosity, respect, and psychological safety
Facilitator
One Team Member serves as the Facilitator. This role facilitates the Adaptive PLC process and helps ensure collaboration stays positive and productive. Decisions and ownership remain with the team.
The facilitator does not make the decisions for the team and is not the boss.
Responsibilities
  • Keeps the team oriented on the improvement aim and the next small step
  • Helps the team move from discussion into action and learning
  • Helps the team articulate what was tried, what was observed, and what was learned
  • Helps surface and address issues that slow progress
  • Supports balanced participation and productive use of time
The Facilitator participates as a peer, even if they hold a leadership role elsewhere in the school. The role may rotate and does not require positional authority.

Supporting Members
Supporting Members help make improvement possible without taking ownership of the work itself. They provide expertise, resources, coordination, or support while leaving decisions and learning with the Core Team. They may include coaches, specialists, partners outside the school, and even students when appropriate. They are pulled in to support the team as needed.

School Leadership
School leaders support Adaptive PLCs by creating the conditions for improvement.
They keep priorities clear and remove friction, without managing the team's day-to-day learning and decisions. This separation protects team autonomy and keeps learning honest.
Responsibilities
  • Helping to set and align priorities and direction
  • Protecting collaboration time and self-management
  • Providing access to resources and data
  • Removing systemic barriers identified by teams
  • Consider data-informed recommendations from the team
  • Supporting coordination across teams or departments
When school leaders roll up their sleeves to work inside an Improvement Sprint, they participate as peers on the team, not as supervisors or evaluators.

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The Adaptive Improvement Cycle
Real improvement unfolds in complex, changing conditions, requiring both clear direction and adaptability. Students respond unexpectedly, school conditions shift, and plans often need adjustment in practice.
Adaptive PLCs address this by pairing an Improvement Vision with short Improvement Sprints. The Vision sets direction, while Sprints deliver incremental progress and learning that compound toward that Vision through real classroom practice.
Improvement Vision
Teams establish an Improvement Vision, a shared destination guiding improvement over time without detailing every step. It leaves room to learn and adjust through multiple cycles.
The Improvement Vision is shaped by three questions:
What meaningful improvement are we aiming for?
What are we seeing right now?
What causes are shaping the current condition?
An Improvement Vision typically spans at least a semester and often up to a year, focusing on outcomes rather than specific tasks or solutions.
Improvement Outcome Statement Template
Use this statement format to draft your Improvement Vision. It’s a helpful starting point, not a requirement.
We aim to see an [increase or decrease] in [outcome] for [students, educators, or the system].

Example:
We aim to see an increase in students' ability to communicate their thinking clearly and effectively across subjects and learning contexts.
✓ What the Improvement Vision Produces:
  • A shared direction for improvement that aligns the team without prescribing solutions.
  • A clear picture of current conditions and the causes shaping them.
  • A reference point for selecting Improvement Goals and judging whether short-term progress is compounding toward something meaningful.
✗ What an Improvement Vision Is Not:
  • A list of initiatives, programs, or tasks.
  • A solution to implement or a strategy to roll out.
  • A performance target or accountability commitment.
  • A detailed plan for how improvement will happen.

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Improvement Sprints
An Improvement Sprint is a short cycle (six weeks or less) that turns an Improvement Vision into small tests in real practice, creating a steady rhythm of action and learning. Like chunking a big learning goal into manageable steps, an Improvement Sprint breaks an Improvement Vision into smaller, workable chunks. Each Sprint focuses on one Improvement Goal: the next meaningful step toward the Vision.
Each Improvement Sprint is composed of four Improvement Routines:
1
Plan:
Set the Improvement Goal for the Sprint and decide what to try, what work is needed, and what to watch for.
2
Check-In:
Stay aligned during the Sprint, surface obstacles, and adjust based on what is happening.
3
Review:
Interpret what happened in relation to the Improvement Goal, capture validated insights, and decide what to continue, change, or close.
4
Retrospective:
Improve how the team works together by choosing one small change for the next Sprint.
When one Improvement Sprint ends, the next begins, creating a steady rhythm of learning and improvement.
✓ What the Improvement Sprint Produces:
  • An incremental improvement (even if small)
  • Usable insights to guide the next step
  • Progress that compounds toward the Improvement Vision
✗ What the Improvement Sprint Is Not:
  • Not a one-time initiative. Improvement Visions take multiple Sprints.
  • Not a guarantee of results. A Sprint guarantees learning, not perfection.
  • "Not an end in itself. Keep routines lightweight so we spend more time improving, less time in meetings."

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The Improvement Sprint Routines
The Adaptive Improvement Sprint comes to life through four distinct, yet interconnected, routines. These short, repeatable processes provide a framework for action, learning, and continuous progress within each Sprint, ensuring your team stays agile and effective.
Plan: Setting the Course
The Plan is the first Improvement Routine for each Sprint. Its primary aim is to establish sufficient clarity for immediate action, rather than creating a rigid, overly detailed blueprint or getting bogged down in endless discussions. The Plan is structured around four key components:
1. What are we improving? (Improvement Goal)
The Plan begins by clearly defining the Improvement Goal for the current Sprint.
This Goal uses the same outcome-focused language as the overarching Improvement Vision, but it is specifically tailored to be achievable within a single Improvement Sprint. It articulates what the team anticipates seeing next if they are moving in the right direction. An effective Improvement Goal is:
Outcome-focused: Describes an observable change in learning, practice, or conditions.
Incremental and Vision-aligned: Represents a meaningful step that advances the broader Improvement Vision within one Sprint.
Achievable: Believed to be realistic and attainable within a single Improvement Sprint.

Example Improvement Goal:
We aim to see an increase in students demonstrating active listening during discussions by the end of this Improvement Sprint.
2. How will we know we are improving? (Indicators)
Indicators are crucial for assessing progress towards the Improvement Goal. These are practical, everyday markers that inform decisions on what to continue, change, or stop as the Sprint unfolds. They help the team identify what's working and what isn't.
Indicators are often drawn from daily practice, such as:
  • Changes in student or educator behaviors.
  • Changes in participation, engagement, or interaction patterns.
  • How routines, workflows, or systems are functioning.
  • Shifts in time, effort, ease, or friction.
  • Relevant data or metrics already used in day-to-day practice.

Example Indicators (for student communication):
  • More students reference a peer's idea before sharing.
  • Participation extends beyond the same few students.
3. What will we try? (Experiments)
Once the Improvement Goal is clear, the team decides what to try next. In Adaptive PLCs, learning happens through small experiments. An experiment is a focused, real-world change made to learn how current conditions respond. Experiments are not plans or commitments; they are small, testable changes used to learn what actually helps. For each experiment, two essential parts are captured:
What To Try: The specific change or intervention you will make.
Prediction: What you expect to see if the 'try' is helping you move toward the Improvement Goal.

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Example Experiment: Add a two-minute "turn and talk" before students write during math discussions.
Example Prediction: We expect to see more students attempt an explanation without prompting.
✓ What an Experiment Is
  • Introduces a concrete change in current conditions.
  • Makes a prediction to test, not a promise of results.
  • Is small and low-risk, allowing for easy adjustment or stoppage.
  • Produces learning that informs the next step.
✗ What an Experiment Is Not
  • Planning, research, or discussion without changing practice.
  • Treats the change as guaranteed to work.
  • Work that is too large or risky to adjust.
  • Waiting for conditions to be "ready" or "perfect" before acting.
4. How will we do it? (Tasks)
Tasks are the concrete actions the team will undertake to execute experiments and derive learning from them. They serve to support experiments and learning, not as a separate plan. These may include preparation, determining when and where an experiment will take place, communication and coordination, and establishing how the team will capture observations.

Example Tasks:
  • Create a quick slide or prompt for "turn and talk"; decide when and where the experiment will happen (which class periods, which days).
✓ What the Plan Produces:
  • An Improvement Goal (what better looks like for this Sprint).
  • A small set of indicators to watch.
  • Experiments to try to move toward the goal.
  • The tasks needed to make improvements.
✗ What the Plan Is Not:
  • A detailed project plan or a long-range plan.
  • A search for the perfect solution before acting.
  • Heavy documentation. It is just enough clarity to begin.

Check-In: Staying Aligned
Check-In is a brief, focused coordination point designed to help the team support one another and make necessary course corrections during the Sprint. Typically lasting 5–10 minutes , it occurs at least once a Sprint and often more. Teams can use these four questions to guide their Check-In:
What are we seeing? Share indicators, progress, and any changes since the last check-in that affect the team's work. Focus on what is happening, not why it might be happening.
What obstacles have we encountered since the last check-in? Name obstacles briefly. Obstacles are expected and treated as information about how current conditions are responding to the experiments.
What should we do next? Decide whether to continue as planned, make a small adjustment, or stop the current experiment.
Does anyone need support right now? Surface any support needed to keep progress moving, and offerings from others to offer help.
✓ What the Check-In Produces:
  • A shared understanding of where things stand.
  • Clarity about what to do next.
  • Visibility into obstacles encountered.
  • Awareness of any support needed.
✗ What the Check-In Is Not:
  • A status meeting for its own sake. It exists to keep improvement work moving and the team aligned.
  • A full work session or a deep problem-solving meeting.
  • A replay of Plan or a substitute for Review.

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Review: Learning from Results
Review occurs at the culmination of each Improvement Sprint. Its purpose is to understand what transpired and determine subsequent actions. Review translates results into validated insights, ensuring these insights shape future decisions.
Review fosters transparency by addressing four questions, in a specific order:
Did it work? Revisit the Improvement Goal and indicators. Share observations and other relevant data, then agree on the Improvement Goal status: met, partially met, or not met.
What did we learn? Share validated insights, summarizing what worked, what didn't, and what that means for the next steps based on credible observations and evidence.
What should we change? Decide whether to continue, change, or close the Improvement Goal and each experiment based on learnings.
What might others want to know? Determine what learning and progress is useful to share with others for coordination, barrier removal, or broader learning.
✓ What the Review Produces:
  • Decisions to continue, change, or close the Improvement Goal and experiments.
  • A small set of validated insights from the results.
  • Any information and recommendations the team chooses to share with others.
✗ What the Review Is Not:
  • It is not a performance evaluation or a compliance check.
  • It is not a planning meeting. Planning and commitments happen in Plan.
  • It is not about whether all work was completed. It is about whether the intended change occurred.

Retrospective: Improving How We Work
Retrospective follows Review, completing the Improvement Sprint. Its objective is to refine how the team collaborates, making improvement processes more efficient and effective over time. By default, Retrospective is exclusive to the Core Team, fostering honest reflection and psychological safety. External perspectives may be invited when genuinely needed, but this is an intentional and optional decision.
During Retrospective, the team critically examines the methods of working that contributed to the Sprint's outcomes. This includes team dynamics, processes, tools, and the overall environment. Retrospective culminates in the selection of one small change to the team's working approach, to be implemented in the subsequent Improvement Sprint. This focus on a single change prevents overload, respects time constraints, and increases the likelihood of successful adoption. It aims to reduce friction or enhance a practice, ensuring the next Sprint runs more smoothly. The chosen change should be specific, actionable, and small enough for immediate trial.
✓ What the Retrospective Produces:
  • A shared understanding of how its way of working is serving the PLC's purpose.
  • One concrete improvement in how the team works to apply in the next Improvement Sprint.
✗ What the Retrospective Is Not:
  • It is not a replay of Review.
  • It is not an evaluation or blame of individuals.
  • It does not generate actions for people outside the team.

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Visible Improvement Artifacts
Adaptive PLCs work best when improvement work is transparent, shared, and easy to access. The goal is not more documentation. It is a shared picture of what the team is trying, what is happening, and what to do next.
These artifacts stay visible throughout the Sprint so work stays aligned and does not disappear between meetings. Visibility reduces rehashing, surfaces obstacles sooner, and supports faster decisions about what to continue, adjust, or stop.
These artifacts are lightweight documentation: just enough to keep the team aligned, transparent, and ready to adapt. They should be easy to update as the work changes.
Adaptive PLC Artifacts at a Glance
Use What Works
Teams may add additional elements to any artifact if it helps them get improvement work done.

To help you get started, we provide optional templates in the Adaptive PLC Starter Kit (download at adaptiveplc.org).

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End Notes
Glossary

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Acknowledgments and Influences
Adaptive PLC stands on the shoulders of people who have spent decades making improvement more practical, learnable, and real. We're grateful for the communities and practitioners who shaped the ideas that influenced this work. We have adapted these ideas for schools and for the daily realities educators face.
Foundational influences:
Agile thinking and short-cycle inspection and adaptation.
Scrum inspired the Sprint and the routines.
Improvement Kata as a way to learn through small steps in real conditions
Additional influences:
PLC practice in education and the focus on collaborative improvement for student learning
Learning science and formative assessment, especially evidence from daily practice
Organizational psychology and team learning, including psychological safety and norms that protect learning
Primary reference points:

About the Authors and Next Steps
John Miller
John Miller is an educator, global improvement strategist, and coach working at the intersection of education and organizational learning. He is a Certified Scrum Trainer, co-creator of the Agile in Education Compass, author of the Agile Educator Guide, and the creator of the Agile Classrooms Framework for schools. He is the founder of Agile Classrooms and co-creator of the Adaptive PLC model.
John has coached improvement work in schools as well as in large organizations, bringing proven methods for learning through action into real-world conditions. Adaptive PLC reflects that focus: a lightweight, practical approach designed to help educators make steady progress without adding complexity or compliance work. John’s work on Agile has been featured in Forbes.
Laura Williams
Laura Williams is an educational leader and practitioner-scholar focused on helping educators turn collaboration into meaningful action and build healthy, effective team cultures. She is the founder of Authentic Learning Alliance, author of The Improvement Game, co-creator of the Adaptive PLC model, and the first Agile Classrooms Guide for Certified Agile Classrooms Teacher courses.
Laura's work draws from adult learning theory, implementation science, and Agile ways of working. As a doctoral researcher in educational leadership, she studies the impact of Agile-informed professional learning on educator practice and team improvement. Her work bridges research and practice, grounding Adaptive PLC in both lived classroom experience and evidence-based design for sustainable change.

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Next Steps and Resources
Adaptive PLC is designed to be used, not just read. Understanding comes fastest when a real team applies it to a real problem and learns from what actually happens in daily practice. Choose one team and one meaningful focus. You can run the full model or start with a single routine, but ground it in real conditions. Take one step, look at what you’re seeing, and let that learning shape the next step. This keeps the work practical and prevents “rollout mode” before you have proof.
Learn To Apply the Adaptive PLC Model
The Certified Adaptive PLC Essentials course is interactive and practice-centered, built for the moment a team realizes: we’re meeting a lot… but the classroom isn’t changing.
Participants work through real examples, apply the routines in day-to-day practice, and reflect on what the evidence is actually telling them. And they’re not doing it alone. The course includes expert guidance and feedback so teams build confidence and competence fast.
Essentials doesn’t just train individuals. It aligns a team around a shared method, shared language, and a shared rhythm, so improvement compounds instead of resetting every meeting. When teams learn it together, PLC time becomes a schoolwide engine for steady, visible progress
Get Tools and Support
If you’re ready to start, don’t build everything from scratch.
The Adaptive PLC Starter Toolkit gives you the practical pieces teams usually need to get moving quickly: templates, facilitation guides, and ready-to-use resources for running a Sprint with clarity and consistency. It reduces setup time, keeps meetings focused, and helps teams stay anchored in evidence instead of discussion.
Find the course, toolkit, and resources at AdaptivePLC.org

Thank You from John and Laura
If you've made it this far, thank you. The fact that you're here tells us something important: you care deeply about improving learning for students and making schools better places to work for educators.
That intent has always been there. Educators have never lacked commitment or care. What we've tried to do with Adaptive PLC is offer a practical way to turn that intent into everyday progress, without adding more weight or complexity to your work.
You don't need to be someone new or do something heroic to begin. You can start right where you are, with the team you have, and the challenges you're already facing. Small, thoughtful steps add up when they're guided by learning and evidence.
We hope this guide gives you a method that makes your effort feel more focused, more hopeful, and more likely to lead to real change for students and teachers alike.
Thank you for the work you're doing. It matters, and it's worth supporting.
John and Laura

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