What is an Affinity Diagram? An Affinity Diagram (or KJ Method) is a business tool used to organize large amounts of disorganized data into natural relationships. It is the bridge between divergent brainstorming and convergent decision-making, essential for UX research synthesis and PMP scope management.
In the fast-paced worlds of Project Management (PMP) and User Experience (UX) Design, ideas are currency. But what happens when you have too much currency? When a brainstorming session leaves you with hundreds of sticky notes, fragmented user feedback, and a team overwhelmed by data?
This is where the Affinity Diagram steps in—a powerful method to tame the chaos.
Whether you are a PMP-certified manager trying to collect requirements or a UX designer synthesizing user interviews, mastering affinity diagramming is essential. In this guide, we will explore what is an affinity diagram, how it differs from mind mapping, and why open-source, local-first tools are revolutionizing the way we organize thoughts.
Imagine finishing a two-hour stakeholder meeting. You have 50 pages of notes, 200 virtual sticky notes on a screen, and a headache. You need to turn this mess into a cohesive strategy. The problem isn't a lack of ideas; it’s the lack of structure.
While we defined the tool above, understanding its origin reveals why it works so well. Originally developed in the 1960s by Japanese anthropologist Jiro Kawakita (hence the "KJ Method"), this technique was designed to structure chaotic field data.
Unlike standard categorization where you start with buckets and fill them (Top-Down), Affinity Diagramming is strictly Bottom-Up. Instead of starting with categories, you start with raw data and let the categories emerge from the chaos. You start with the raw data—the user quotes, the bug reports, the random ideas—and let the categories emerge naturally. This prevents bias and ensures your strategy is built on reality, not assumptions. This method is the bridge between the "brainstorming" phase (divergent thinking) and the "solution" phase (convergent thinking).
The advantages of affinity diagrams go beyond simple organization. They democratize decision-making and reveal hidden patterns. Let's look at specific industry applications.
For project managers, particularly those following the PMP (Project Management Professional) framework, the affinity diagram is a recognized tool for the Collect Requirements process.
The Struggle: Stakeholders often throw conflicting desires at you ("We need AI!" "We need it cheap!"). Without structure, this leads to scope creep and endless meetings.
The Clarity: An affinity diagram visually forces stakeholders to group these desires. It turns a chaotic wish list into clear buckets of "Must-haves" vs. "Nice-to-haves," creating instant alignment.
In the realm of design thinking, the affinity diagram is arguably the most critical synthesis tool.
The Struggle: After 20 interviews, you are drowning in 50 pages of transcripts. It feels like finding a needle in a haystack.
The Clarity: By breaking transcripts into individual sticky notes and clustering them, hidden patterns emerge naturally. Suddenly, 50 disconnected complaints become one clear insight: "Users aren't frustrated with the design; they are frustrated with the login speed."
Visualizing Complex Problems: It turns abstract text into a visual map.
Promoting Collaboration: It forces the team to discuss why two ideas belong together, fostering alignment.
Sparking Innovation: Seeing connections between seemingly unrelated ideas often leads to breakthrough solutions.
While the market is flooded with digital whiteboards, choosing the right tool depends heavily on your team's workflow, budget, and security requirements. Here is how the top players compare.
AFFiNE is a next-generation workspace that challenges the separation between documents and diagrams. It is built for those who refuse to choose between a text editor and a whiteboard.
Pros: The standout feature is Edgeless Mode (Online Whiteboard), which allows for infinite affinity diagramming that can be instantly converted into structured documents (Page Mode). It is Open Source and Local-First, meaning you own your data—a critical requirement for PMP professionals handling sensitive project info.
Cons: As a rapidly evolving platform, its template community is growing but currently smaller than Miro’s decade-old library.
Best For: Teams who prioritize data privacy, developers, and project managers who want to brainstorm and write reports in a single, unified app.
Miro is arguably the most recognizable name in the digital whiteboarding space, widely used for remote collaboration.
Pros: Its user interface is polished and intuitive, making it easy to drag and drop sticky notes. Features like "Cluster" can automatically group notes, which is helpful for affinity diagramming.
Cons: Miro is a purely cloud-based SaaS solution. For PMP professionals working on strict NDA projects or banking software, storing sensitive brainstorming data on third-party servers can be a compliance issue. Additionally, Miro is strictly a whiteboard; you often need a separate tool (like Notion or Google Docs) to write the final report, creating a disconnected workflow.
Verdict: Great for casual collaboration, but costly for teams and less secure than AFFiNE’s local-first architecture.
Best For: Remote UX design teams and agencies who need extensive external client collaboration.
Lucidchart has long been the gold standard for formal diagrams like flowcharts and Org Charts.
Pros: It is incredibly precise. If your affinity diagram needs to eventually turn into a formal process map or UML diagram, Lucidchart is a strong ecosystem. It integrates well with Google Drive and Atlassian.
Cons: It feels "stiff" for the chaotic phase of brainstorming. Creating an affinity diagram requires rapid-fire note generation, and Lucidchart’s interface is optimized for alignment and precision rather than speed. It lacks the "infinite canvas" freedom that tools like AFFiNE or Mural provide, often feeling more like a drawing tool than a thinking space.
Best For: Engineering and IT teams who need strict diagramming standards alongside their brainstorming sessions.
Mural competes directly with Miro but differentiates itself by focusing on "Facilitation features."
Pros: It offers excellent features for meeting management, such as timers, voting sessions, and a "private mode" to hide sticky notes while typing. This is great for preventing groupthink during the initial idea generation phase of an affinity diagram.
Cons: The learning curve can be steep for non-designers. Like Miro, it locks your data into their proprietary cloud format. If you stop paying the subscription, you lose access to your editable boards, whereas AFFiNE allows you to keep your data locally forever.
Best For: Workshop facilitators and Scrum Masters running structured Design Thinking sessions.
SmartDraw markets itself as a powerful Visio alternative for the modern web. It is widely used in enterprise environments where teams need to migrate away from legacy Microsoft software without losing data.
Pros: It excels at automation. If you have data in a CSV file, SmartDraw can generate a chart instantly. It also boasts perfect import/export compatibility with Visio files, making it a safe choice for corporate IT departments.
Cons: It lacks the modern, fluid user experience of newer "thinking tools." Real-time collaboration feels clunky compared to the smooth, multiplayer experience of AFFiNE. It is better suited for creating a static "final presentation" graphic than for the messy, interactive process of sorting hundreds of sticky notes.
Best For: Enterprise users looking for a Visio alternative to generate formal charts from existing data.
To help you make the final decision, here is a breakdown of the key factors:
| Feature | AFFiNE | Miro | Mural | Lucidchart | SmartDraw |
|---|---|---|---|---|---|
| Best For | Privacy, PMP, & Doc-Whiteboard hybrid | Remote UX Teams | Workshop Facilitators | Engineering Diagrams | Enterprise Automation |
| Primary Type | Knowledge OS (Docs + Whiteboard) | Whiteboard | Whiteboard | Diagramming | Diagramming |
| Doc Integration | ✅ Bi-directional (Whiteboard <-> Doc) | ❌ (Separate app) | ❌ | ❌ | ❌ |
| Offline Mode | ✅ Full Support (Local-first) | ❌ (Limited) | ❌ | ❌ | ❌ |
| Open Source | ✅ Yes (GitHub) | ❌ | ❌ | ❌ | ❌ |
| Privacy | ✅ Self-hostable / Local | Cloud-only | Cloud-only | Cloud-only | Cloud-only |
| Cost | Free (Open Source) / Pro Cloud | Freemium / ~$8-10/user/mo | Freemium / ~$10-12/user/mo | Freemium / ~$8/user/mo | ~$10/user/mo |
Ready to create your own? Let’s walk through the process using AFFiNE to maximize efficiency.
Before you can diagram, you need data.
Open AFFiNE and switch to Edgeless Mode. Double-click anywhere to create a text block or a sticky note.
Action: Ask your team to dump every idea they have onto the board.
AFFiNE Tip: Use different colors for different team members or data sources (e.g., Yellow for User A, Blue for User B).
At this stage, your whiteboard will look like a disaster zone. This is good. Ensure all notes are visible. Do not try to organize them yet.
This is the core of affinity diagramming.
Start dragging notes. Look for two notes that seem related. Place them side-by-side.
The Rule of Silence: In strict KJ Method sessions, this is done silently to prevent dominant voices from swaying the group.
AI Assistance: If you have hundreds of notes, use AFFiNE AI. You can select a cluster of text and ask the AI to "Summarize similar points" or suggest tags.
Once you have clusters, look at the group and ask: "What is the core theme here?" Create a Header Card for each group.
Use AFFiNE’s Connectors (arrows) to draw lines between related groups. This transforms your affinity diagram sample into a system map.
A common question is: "Why not just use a mind map?" While both are visual tools, they serve opposite cognitive functions. Here is the breakdown:
| Feature | Mind Mapping | Affinity Diagramming |
|---|---|---|
| Core Logic | Top-Down (One central idea → Branches) | Bottom-Up (Scattered data → Clusters) |
| Thinking Direction | Divergent (Exploding one idea into many) | Convergent (Synthesizing many ideas into one) |
| The Process | Starts with a single concept (e.g., "New Website") and expands outwards. | Starts with chaos (e.g., 50 sticky notes) and groups them to find themes. |
| Best For | Planning known projects, memorization, task breakdown. | Analyzing user research, making sense of chaos, finding hidden patterns. |
Decision Guide:
Use a Mind Map when you know the topic and need to expand on it.
Use an Affinity Diagram when you have the data but don't know what it means yet.
Note: AFFiNE supports both. You can start with an affinity diagram to find themes, and then use those themes as the center of a new mind map.
The ability to synthesize information is a superpower in the digital age. An affinity diagram is not just a bunch of sticky notes; it is a artifact of collective intelligence. It aligns teams, clarifies user needs, and provides a solid foundation for project management.
While many tools exist, AFFiNE offers a unique proposition for the modern professional. By combining the flexibility of an affinity diagram maker with the structure of a document editor—all wrapped in a privacy-focused, open-source package—it stands out as the superior choice for PMP and Design professionals.
Stop letting your best ideas get lost in the noise.
Download AFFiNE: Get the free version for Mac, Windows, or Linux today.
Join the Community: Check out the code or contribute on GitHub and star the repo!
Start with a Template: Don't start from scratch. Visit the AFFiNE Templates Gallery to find layouts for:
Design Thinking (Perfect for Affinity sessions)
From chaotic brainstorms to structured plans, AFFiNE is your partner in clarity. Happy diagramming!
The core difference lies in the direction of thinking. A Mind Map is for divergent thinking (starting with one idea and branching out), while an Affinity Diagram is for convergent thinking (starting with many scattered ideas and grouping them to find patterns). Use mind maps to plan; use affinity diagrams to analyze.
Yes. PMP professionals often deal with sensitive stakeholder data. AFFiNE is ideal for the Collect Requirements process because it is Local-First. This means your brainstorming data resides on your device, not a public cloud, ensuring compliance with strict NDAs while allowing you to convert sticky notes directly into requirement documentation.
Yes. While tools like Miro limit free users to 3 boards, AFFiNE offers a comprehensive free version that is Open Source. It includes unlimited canvas creation, the Edgeless whiteboard mode for clustering ideas, and local storage, making it the best free affinity diagram maker for individuals and teams on a budget.