Cooperative Learning Strategies: Group Work That Works
You split students into groups. You give clear instructions. You walk around the room. And still, one student does all the work, two scroll through notes pretending to contribute, and the fourth checks out entirely.
Sound familiar? You are not alone. Cooperative learning strategies are among the most research-backed approaches in education. OECD research consistently links collaborative problem-solving with stronger student outcomes. But the gap between what cooperative learning can do and what group work actually does in most classrooms is enormous.
The problem is rarely the concept. It is the design.
Most group work fails not because students cannot collaborate but because the task lacks built-in accountability. When any student can hide behind the group's output, some will. That is not a character flaw. It is a design flaw.
This guide is built around one principle: cooperative learning only works when every student has a visible, individual role in the group's success. Every structure, strategy, and assessment method in this article includes accountability mechanisms that prevent the common pitfalls of group work. No more freeloading. No more one-student-carries-the-team. Just learning.
Drawing from insights gathered across 550,000+ educators trained across 50+ countries, here is what actually works.
What Is Cooperative Learning?
Cooperative learning is a structured instructional strategy where students work together in small groups toward a shared learning goal, with each member individually accountable for their contribution.
That last part matters. It is what separates cooperative learning from casual group work.
In a typical group activity, students sit together and produce something. Maybe a poster. Maybe a presentation. The output belongs to the group, and individual learning is assumed but never verified.
Cooperative learning is different. It is built on five elements first identified by researchers David and Roger Johnson at the University of Minnesota:
- Positive interdependence: The task is designed so that students genuinely need each other. One person cannot complete it alone.
- Individual accountability: Every student must demonstrate their own learning. The group succeeds only when each member succeeds.
- Face-to-face interaction: Students explain, discuss, and teach each other directly.
- Social skills: Communication, conflict resolution, and leadership are taught explicitly, not assumed.
- Group processing: Students regularly reflect on how well the group is functioning and what can improve.
When all five elements are present, cooperative learning produces outcomes that solo work and unstructured groups simply cannot match. Research published in Cambridge University Press shows that cooperative learning improves not only academic achievement but also retention, critical thinking, and interpersonal skills.
When even one element is missing, cooperative learning collapses into group work. And group work without structure is where frustration lives.
Cooperative Learning vs. Group Work: A Quick Comparison
| Feature | Unstructured Group Work | Cooperative Learning |
|---|---|---|
| Task design | One task, divided informally | Interdependent roles, structured tasks |
| Accountability | Group grade only | Individual + group assessment |
| Social skills | Assumed | Explicitly taught and practiced |
| Reflection | Rare | Built into every cycle |
| Student engagement | Uneven | Consistently high across all members |
Understanding this distinction is the first step. The rest of this article will show you how to apply it.
Why Group Work Often Fails (And What Accountability Has to Do With It)
Before we get to what works, let us be honest about what does not. Because if you have tried group work and felt disappointed, the reasons are predictable. They are also fixable.
1. The Free-Rider Problem
This is the most common complaint. One or two students do the heavy lifting while others contribute little. The group still gets a decent grade. The free-riders learn nothing. The hard workers resent everything.
This happens when accountability is collective but never individual. If a student's personal learning is never assessed separately from the group's output, there is no structural reason for them to engage.
2. The Divide-and-Conquer Trap
Students split the task into isolated parts. Each person works alone on their section. They staple the pieces together at the end. No discussion. No synthesis. No actual cooperation.
This is not cooperative learning. It is parallel independent work disguised as collaboration. The task design allowed it because it did not require interdependence.
3. Undefined Social Expectations
Teachers often assume students know how to collaborate. They do not. Or rather, they know how to be polite in groups but not how to disagree productively, give feedback, divide intellectual labor, or manage time collectively.
Without explicit instruction in these skills, groups default to the path of least conflict. Usually that means one dominant voice and three silent ones.
4. Vague Task Design
"Discuss this topic and present your findings." This kind of prompt gives groups no structure for how to think together. It rewards presentation skills, not learning. And it makes accountability impossible because there is nothing specific to hold individuals accountable for.
5. No Reflection Loop
When groups finish a task and move on with no debrief, they repeat the same dysfunctional patterns next time. Without a built-in moment to evaluate how the group worked together, social skills never improve.
Every one of these failures traces back to a missing accountability mechanism. The structures in the next section are designed to prevent each one.
Proven Cooperative Learning Structures (With Built-In Accountability)
The best cooperative learning strategies are not loose frameworks. They are tightly structured activities where every student has a defined role, a specific responsibility, and a visible contribution. Here are the structures that consistently work, along with the accountability mechanism built into each one.
1. Think-Pair-Share (With Written Accountability)
How it works: Students think individually about a question, write their response, pair with a partner to discuss, then share with the class.
Accountability mechanism: The written individual response comes before the pair discussion. You can collect these. You can cold-call students to share their partner's idea, not their own. This forces active listening during the pair stage.
When to use it: Quick comprehension checks, opinion-forming, activating prior knowledge before a lesson.
Upgrade tip: Add a "square" step. After pairs discuss, two pairs join to form a group of four and synthesize their ideas into a shared statement. This adds interdependence without losing individual accountability.
2. Jigsaw
How it works: Each student in a group is assigned a different piece of content to learn. They join an "expert group" of students with the same piece, study it deeply, then return to their original group to teach it.
Accountability mechanism: This is powerful. Every student is the only person in their home group who knows their piece. If they do not learn it, no one in the group can. The structure makes individual effort essential, not optional.
When to use it: When content can be divided into distinct, roughly equal segments. Works well for historical events, scientific systems, literary analysis, or geographic regions.
Upgrade tip: After the jigsaw teaching round, give every student a short individual quiz covering all sections, not just their own. This verifies that the teaching phase actually produced learning.
3. Numbered Heads Together
How it works: Each group member is assigned a number (1 through 4). The teacher poses a question. Groups discuss. Then the teacher calls a number. The student with that number must answer for the group.
Accountability mechanism: No one knows who will be called. Everyone must be prepared. This eliminates the option of sitting back and letting the strongest student answer.
When to use it: Review sessions, checking understanding mid-lesson, or processing a reading or video.
Upgrade tip: Use random number generators projected on screen to increase perceived fairness and reduce the sense that you are targeting specific students.
4. Reciprocal Teaching
How it works: Students take turns playing four roles while reading a text: Summarizer, Questioner, Clarifier, and Predictor. After each section of text, roles rotate.
Accountability mechanism: Each role requires a visible, specific output. The Summarizer must produce a summary. The Questioner must generate questions. You can hear, see, and assess each student's contribution in real time.
When to use it: Any subject that involves reading. Science articles, historical primary sources, math word problems, literary passages.
Upgrade tip: Give students a role card with sentence starters. This scaffolds participation for quieter students without lowering the cognitive demand.
5. Gallery Walk With Individual Contribution Tags
How it works: Groups create a visual output (poster, chart, concept map). These are displayed around the room. Groups rotate to view and annotate each other's work.
Accountability mechanism: Require each student to sign or initial the section they contributed. During the gallery walk phase, give each student sticky notes in a unique color. Their feedback is identifiable. Both creation and critique become individually visible.
When to use it: Synthesis activities, end-of-unit reviews, comparing perspectives.
6. Structured Academic Controversy (SAC)
How it works: Pairs within a group are assigned opposing sides of an issue. They research, present their case, listen to the opposing case, then switch sides and argue the opposite position. Finally, the group must reach a consensus.
Accountability mechanism: The side-switch is the key. Students cannot coast on their initial opinion. They must understand the opposing argument well enough to argue it persuasively. The consensus requirement forces genuine engagement with both perspectives.
When to use it: Ethical debates, policy discussions, scientific controversies, literary interpretation. This is especially useful for building social-emotional learning skills such as perspective-taking and respectful disagreement.
7. Round Robin With Written Record
How it works: Students take turns contributing ideas orally, going around the group in order. Each idea is recorded by a designated scribe. Everyone contributes at least one idea per round.
Accountability mechanism: The turn-taking structure prevents dominance. The written record means contributions are documented. You can require a minimum number of rounds to ensure depth.
When to use it: Brainstorming, generating examples, listing prior knowledge, or generating questions before a unit.
Each of these structures works because it answers the question every student silently asks: "What exactly am I supposed to do?" Clear roles, visible contributions, and individual assessment remove the ambiguity that lets students disengage.
For more on designing lessons that build toward these kinds of structured activities, see our guide on backward design lesson planning.
How to Form Effective Groups
The structure of the task matters. So does who is in the group.
Random grouping is easy. It is also risky. Strategic grouping is harder to set up but pays off in engagement, equity, and learning quality.
Group Size
Smaller is almost always better for accountability.
- Pairs: Best for think-pair-share, peer review, and quick discussions. Maximum accountability because there is nowhere to hide.
- Groups of 3: Work well for most tasks. One person can be the odd voice out, which creates productive tension.
- Groups of 4: Ideal for jigsaw and structured controversy. Easy to split into pairs within the group.
- Groups of 5+: Almost always too large. Free-riding increases. Coordination costs go up. Avoid unless the task genuinely requires it.
Heterogeneous vs. Homogeneous Grouping
| Grouping Type | Best For | Watch Out For |
|---|---|---|
| Mixed ability (heterogeneous) | Most cooperative learning tasks. Peer teaching benefits both the explainer and the listener. | High-ability students doing all the work. Prevent this with individual accountability structures. |
| Similar ability (homogeneous) | Differentiated tasks where each group works at a different level of complexity. | Lower-ability groups getting stuck without support. Plan scaffolding in advance. |
| Interest-based | Project-based learning, inquiry tasks, choice-driven units. | Friend groups forming that prioritize social comfort over productive challenge. |
| Random | Low-stakes tasks, ice-breakers, early-year community building. | Unbalanced groups that require teacher intervention mid-task. |
Practical Grouping Tips
- Rotate groups regularly. Students learn to work with different people, and cliques do not solidify. Every 2 to 3 weeks is a good rhythm.
- Use data to group. Recent formative assessment data gives you a better basis for grouping than intuition alone.
- Assign roles within groups. Roles like Facilitator, Recorder, Timekeeper, and Presenter distribute responsibility. Rotate roles across tasks so every student practices each skill.
- Name the groups. This seems small, but it builds identity. Let groups choose a name. It increases ownership.
- Avoid grouping based solely on behavior. Do not put all the quiet students together or separate all the talkative ones. Group for learning, not for classroom management convenience.
If you are looking for ways to tailor cooperative tasks to different learner needs within groups, our guide on differentiated instruction strategies is a strong complement.
Assessment Strategies for Cooperative Learning
Here is where most cooperative learning efforts fall apart. The task is well-designed. The groups are thoughtfully formed. And then the teacher assigns a single group grade.
A single group grade is the fastest way to destroy accountability in cooperative learning. It rewards free-riders. It punishes hard workers. And it tells students that their individual effort does not matter.
Effective assessment in cooperative learning requires two layers: individual assessment and group assessment. Both are necessary. Neither is sufficient alone.
Layer 1: Individual Assessment
This verifies that each student actually learned, not just that the group produced a product.
- Post-activity individual quiz: After a jigsaw or group discussion, give a short quiz that each student completes alone. The quiz should cover content from all group members' contributions, not just the student's own section.
- Individual reflection: Ask each student to write a brief reflection: What did you learn? What did you contribute? What would you do differently? These can be formative or graded.
- Exit tickets: A single question at the end of class that each student answers individually. This takes 2 minutes and gives you immediate data on who understood what.
- Portfolio entries: Students add their individual work from group tasks to a learning portfolio. Over time, this creates a visible record of their personal growth.
Layer 2: Group Assessment
This evaluates the quality of collaboration and the collective output.
- Group product rubric: Assess the final product (poster, presentation, report) with clear criteria. Share the rubric before the task so students know what quality looks like.
- Process rubric: Assess how the group worked together, not just what they produced. Criteria might include equitable participation, respectful disagreement, and effective use of time.
- Peer assessment: Students rate each group member's contribution. Use structured forms with specific criteria (e.g., "This person came prepared," "This person listened to others' ideas"). Anonymous peer feedback reduces social pressure.
Combining Both Layers: A Scoring Model
One effective approach is a weighted scoring model.
| Component | Weight | What It Measures |
|---|---|---|
| Individual quiz or reflection | 40% | Personal understanding of content |
| Group product | 30% | Quality of collective output |
| Peer assessment | 15% | Contribution and collaboration |
| Self-assessment or reflection | 15% | Metacognitive awareness |
You can adjust these weights based on the task and your objectives. The key is that individual learning always carries significant weight.
For a deeper look at how to balance formative and summative approaches in any instructional context, see our comparison of assessment for learning vs. assessment of learning.
Managing Classroom Dynamics During Cooperative Learning
Even with the best structure and assessment, group work creates classroom dynamics that require active management. Noise levels rise. Movement increases. Some groups finish early while others stall. Conflict surfaces.
None of this is a reason to avoid cooperative learning. It is a reason to prepare for it.
Setting Up Routines
Cooperative learning runs smoothly when students know the routine before the task begins.
- Teach transitions explicitly. Practice how to move into groups, how to rearrange desks, and how to return to whole-class formation. Time it. Make it a game early in the year. Once the routine is automatic, you save minutes every class.
- Establish noise norms. Use a visual or auditory signal system. A "voice-o-meter" on the board works well: Level 0 (silent), Level 1 (whisper), Level 2 (table talk), Level 3 (presentation voice). Set the expected level before each phase of the activity.
- Post time limits visibly. A projected timer creates shared urgency. It also prevents groups from drifting. Give a 2-minute warning before transitions.
Monitoring Groups in Real Time
Your role during cooperative learning is not passive. You are not just "walking around." You are strategically monitoring, intervening, and coaching.
- Carry a clipboard. Note which groups are on task, which students are contributing, and which groups need support. This data informs your grouping decisions next time.
- Use targeted questions. When you approach a group, do not ask, "How's it going?" That invites "Fine." Ask specific questions: "What have you decided about X?" or "Can you explain your reasoning for this part?"
- Intervene on process, not just content. If a group is struggling, diagnose whether the problem is conceptual (they do not understand the material) or procedural (they do not know how to work together). Offer different support for each.
- Resist rescuing. When a group is stuck, your instinct may be to give them the answer. Instead, ask a scaffolding question or redirect them to a resource. Productive struggle is part of the learning.
Handling Common Challenges
| Challenge | What to Do |
|---|---|
| One student dominates | Assign a Facilitator role whose job is to ensure everyone speaks before anyone speaks twice. Use talking chips: each student gets 2 to 3 chips and must "spend" one each time they talk. |
| A student refuses to participate | Have a private conversation. Identify the root cause (social anxiety, discomfort with the topic, conflict with a group member). Offer a modified role if needed. Do not force participation through public pressure. |
| Groups finish at different times | Prepare extension tasks. An "If you finish early" menu posted in the room gives fast groups something meaningful to do without requiring your attention. |
| Interpersonal conflict | Teach conflict resolution explicitly before it is needed. Model phrases like "I disagree because..." and "Can you say more about that?" When conflict arises, mediate briefly and return to the norms. |
| Off-task behavior | Check whether the task is too easy, too hard, or too vague. Off-task behavior is often a symptom of poor task design, not poor student behavior. |
Strong classroom management strategies are the foundation that makes cooperative learning possible. Without them, even the best-designed group task will struggle.
Cooperative Learning Strategies Across Different Subjects
One of the most common objections to cooperative learning is: "That works in humanities, but not in my subject." This is a myth. Cooperative learning in the classroom works across every discipline when the structure matches the content. The key is choosing the right collaborative learning technique for the type of thinking your subject demands.
Mathematics
Best structures: Numbered Heads Together, Think-Pair-Share, Round Robin
How it works: Give groups a problem set where each student solves a different problem, then teaches their solution method to the group. Or use Numbered Heads Together for problem-solving: groups discuss strategy, then a random member must explain the group's approach on the board.
Accountability tip: After group problem-solving, give an individual quiz with similar problems. Students apply the strategies they learned from peers. This verifies transfer, not just exposure.
Science
Best structures: Jigsaw, Reciprocal Teaching, Structured Academic Controversy
How it works: In a biology unit on body systems, use jigsaw. Each student becomes an expert on one system and teaches it to the group. For controversial science topics (climate policy, genetic modification, AI ethics in research), use Structured Academic Controversy.
Accountability tip: Require each student to produce a labeled diagram or written explanation of the systems they were taught by peers, not the one they personally researched. This tests whether the teaching phase actually worked.
Science teachers looking to layer cooperative learning into inquiry-based units will find useful scaffolding ideas in our inquiry-based learning guide.
English Language Arts
Best structures: Reciprocal Teaching, Gallery Walk, Structured Academic Controversy
How it works: Reciprocal Teaching is a natural fit for close reading. Students rotate through roles (Summarizer, Questioner, Clarifier, Predictor) while working through a text. For essay preparation, use Gallery Walk: groups create thesis statements and evidence maps, then rotate to critique and strengthen each other's arguments.
Accountability tip: After collaborative analysis of a text, assign an individual analytical paragraph. The group discussion should improve each student's individual writing, and the individual assignment proves it.
Social Studies and History
Best structures: Jigsaw, Structured Academic Controversy, Gallery Walk
How it works: Historical events with multiple perspectives are perfect for jigsaw. Each student studies a different primary source or stakeholder viewpoint and brings it back to the group. For policy-oriented topics, SAC works beautifully: "Should this historical decision be considered justified?"
Accountability tip: Use a "perspective synthesis" individual writing task after group discussion. Students must reference at least two viewpoints they learned from group members, not just their own assigned perspective.
World Languages
Best structures: Think-Pair-Share, Round Robin, Information Gap
How it works: Information Gap is particularly effective. Partner A has information that Partner B needs, and vice versa. They must communicate in the target language to complete the task. This creates genuine communicative need, not just practice drills.
Accountability tip: After paired speaking activities, give an individual writing task that requires using the vocabulary and structures practiced in the cooperative activity.
Visual and Performing Arts
Best structures: Gallery Walk, Peer Critique Protocols, Ensemble Work
How it works: In visual arts, use structured peer critique protocols where students provide feedback using specific frameworks (e.g., "I notice... I wonder... What if..."). In performing arts, ensemble rehearsals are inherently cooperative. Build accountability by requiring individual performance reflections and self-assessments alongside group performances.
Accountability tip: Record group performances. Have each student watch the recording and submit an individual reflection identifying their specific contribution and one area for personal improvement.
Across all subjects, the pattern is the same: design the task so that individual effort is visible. Verify individual learning separately from group output. Teach collaborative skills explicitly rather than hoping they emerge.
Building Your Cooperative Learning Practice: A Growth Trajectory
You do not need to overhaul your entire teaching practice tomorrow. Cooperative learning works best when you build it gradually, adding complexity as your students (and you) develop the skills.
Stage 1: Start Small (Weeks 1 to 4)
- Use Think-Pair-Share 2 to 3 times per class.
- Teach and practice transition routines.
- Establish noise norms and time management expectations.
- Debrief briefly after each cooperative task: "What worked? What did not?"
Stage 2: Add Structure (Weeks 5 to 8)
- Introduce Numbered Heads Together and Round Robin.
- Assign roles within groups. Rotate them weekly.
- Begin using individual quizzes or exit tickets after group activities.
- Start collecting data on group functioning for future grouping decisions.
Stage 3: Go Deeper (Weeks 9 to 16)
- Implement Jigsaw for a full unit.
- Use Reciprocal Teaching for complex texts.
- Introduce peer assessment with structured rubrics.
- Run a Structured Academic Controversy on a topic with genuine complexity.
Stage 4: Integrate Fully (Ongoing)
- Cooperative learning becomes a regular part of your instructional repertoire, not a special event.
- Students can self-manage groups with minimal teacher intervention.
- Assessment consistently blends individual and group components.
- You use group processing data to refine your practice continuously.
This is the trajectory that competency-based education encourages: mastering skills in a progressive sequence rather than trying everything at once.
What the Research Actually Says
Cooperative learning is not a trend. It is one of the most extensively researched instructional strategies in education.
John Hattie's meta-analyses place cooperative learning at an effect size of 0.40, which meets the threshold for meaningful impact on student achievement. But specific cooperative structures, particularly jigsaw and reciprocal teaching, have shown effect sizes significantly higher when implemented with fidelity.
The UNESCO Global Education Monitoring Report has repeatedly emphasized that student collaboration skills are central to education for sustainable development. Cooperative learning is not just an academic strategy. It is preparation for the collaborative demands of 21st-century work and citizenship.
Research also shows that cooperative learning disproportionately benefits students who are typically underserved by traditional instruction. Students with learning differences, English language learners, and students from marginalized communities show greater gains in cooperative settings than in individual or competitive ones. This is because cooperative learning, when designed well, creates multiple access points and social support structures that traditional instruction often lacks.
But here is the critical caveat: these benefits only appear when cooperative learning is implemented with the five essential elements described earlier. Positive interdependence. Individual accountability. Face-to-face interaction. Explicit social skills instruction. Group processing. Remove any one of these, and the research advantages disappear.
How Professional Development Strengthens Your Cooperative Learning Practice
Reading about cooperative learning strategies is a strong start. But the difference between knowing these structures and implementing them well in a live classroom with 30 students, competing demands, and unpredictable dynamics is significant.
This is where structured professional development makes a measurable difference.
Suraasa's Professional Graduate Certificate in Teaching and Learning (PgCTL) is a UK-accredited qualification (ATHE Level 6, regulated by Ofqual) designed specifically for teachers who want to deepen their pedagogical practice. It does not just teach you about cooperative learning. It builds the instructional design skills you need to implement it with precision. Task design, assessment alignment, differentiation within groups, classroom management during collaborative work: these are all embedded in the curriculum.
The PgCTL is 100% online and takes 10 to 12 months to complete. It is built for working teachers. And the credential opens doors: 8 out of 10 school principals invite PgCTL graduates for interviews, and alumni have reported salary increases of up to 200% after completing the program.
Across 50+ countries, Suraasa has trained over 550,000 educators. The success stories from these teachers are not about theory. They are about what happens when teachers have the skills and credentials to bring strategies like cooperative learning to life consistently and confidently.
If cooperative learning in the classroom is something you want to master, not just try, professional development gives you the framework to get there.
Frequently Asked Questions About Cooperative Learning Strategies
What is the difference between cooperative learning and collaborative learning?
The terms are often used interchangeably, but they are not identical. Cooperative learning is more structured: the teacher designs specific roles, assigns interdependent tasks, and assesses individual accountability. Collaborative learning is broader and often gives students more autonomy in how they organize their work. Both have value, but cooperative learning is more effective when you need to ensure that every student is actively engaged and individually accountable.
How do I prevent one student from doing all the work in a group?
Build individual accountability into every task. Use structures like Jigsaw, where each student is the only expert on their section. Assign rotating roles. Include individual assessments (quizzes, exit tickets, reflections) after every group activity. When individual learning is assessed separately from the group product, free-riding becomes structurally difficult.
What is the ideal group size for cooperative learning?
For most tasks, groups of 3 to 4 work best. Pairs are ideal for quick discussions and maximum accountability. Groups larger than 4 tend to see increased free-riding and coordination problems. Only use groups of 5 or more when the task genuinely requires that many contributors.
How often should I change group compositions?
Every 2 to 3 weeks is a good rhythm for most classrooms. This gives students enough time to develop working relationships but prevents groups from becoming stale or cliquish. For long-term projects, you may keep groups stable for 4 to 6 weeks, but build in mid-project check-ins and individual assessments.
Can cooperative learning work in large classes?
Yes. In fact, cooperative learning is often more effective in large classes than traditional lecture because it multiplies the opportunities for active participation. In a 40-student lecture, maybe 3 to 4 students speak. In a cooperative learning setup with groups of 4, every student is speaking, listening, and contributing simultaneously. The key is clear routines, well-practiced transitions, and structures that do not require constant teacher oversight once groups are working.
How do I grade cooperative learning fairly?
Use a blended model. Weight individual assessments (quizzes, reflections, exit tickets) at 40 to 50% of the total grade. Weight the group product at 30%. Include peer assessment and self-assessment for the remaining 20 to 30%. This ensures that students who contribute more are recognized and students who disengage cannot hide behind the group's grade.
Start Designing Group Work That Works
Cooperative learning strategies are not about putting students into groups and hoping for the best. They are about designing tasks where collaboration is necessary, roles are clear, individual learning is visible, and every student matters.
The structures in this article are not aspirational. They are practical. You can start with Think-Pair-Share tomorrow morning and build toward Jigsaw and Structured Academic Controversy over the coming weeks. The key is to start with accountability at the center of every design decision.
If you want structured support in building these skills, alongside a globally recognized credential that signals your pedagogical depth to any school in the world, talk to us.
Book a free mentor call to explore how the PgCTL and Suraasa's teacher development programs can help you build the classroom practice your students deserve. You can also reach us at +91-8065427740.
Suraasa. For the Love of Teaching.
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