storytelling-with-data
Storytelling with Data (SWD) Skill
Apply the 6-lesson framework from Cole Nussbaumer Knaflic's Storytelling with Data methodology when creating, reviewing, or improving any data communication: charts, dashboards, infographics, slide decks, static sites, or written reports.
When to Use This Skill
- Creating: Building new visualisations, dashboards, infographics, presentations, or data-driven pages
- Reviewing: Critiquing existing data communications for clarity and impact
- Improving: Performing "makeovers" on charts, dashboards, or layouts to make them more effective
- Advising: Helping the user choose the right chart type, structure a narrative, or declutter
Format-agnostic by design: This skill covers what to communicate and how to design it. Pair it with format-specific skills or tools that handle the output mechanics (e.g. a pptx skill for slide decks, a web framework for interactive dashboards, an SVG/image tool for infographics).
The SWD 6-Lesson Framework
Every data communication task should be evaluated against these 6 lessons, applied in order:
Lesson 1: Understand the Context
Before touching any tool, answer three questions:
- WHO is your audience? What do they care about? What's their relationship to you? What will motivate them?
- WHAT do you need them to know or do? Define the single action or takeaway.
- HOW will you communicate? Live presentation? Email? Dashboard? This changes everything about design.
Key techniques:
- The 3-Minute Story: Can you explain your entire message in 3 minutes? If not, you haven't distilled it enough.
- The Big Idea: One sentence that articulates your unique point of view, what's at stake, and what you want the audience to do. Format: [situation] + [complication] → [recommended action].
- Storyboard first: Sketch your flow on sticky notes or paper before opening any tool. Rearrange freely.
- Exploratory ≠ Explanatory: The audience sees only the explanatory output - the curated insight, not the full analysis journey. Never dump exploratory analysis on your audience.
When reviewing existing work, ask:
- Is there a clear "so what?" on every chart, panel, or section?
- Could the audience state the key message after a 3-second glance?
- Is there a specific call to action?
Lesson 2: Choose an Appropriate Visual Display
Match the visual to the message. You can handle the vast majority of business communications with just a few chart types.
Read references/chart-selection.md for the detailed chart selection guide.
Quick decision framework:
- Comparison across categories → Horizontal bar chart (default workhorse)
- Trend over time → Line chart (continuous) or vertical bar chart (discrete periods)
- Part-to-whole → Stacked bar or waterfall (NOT pie charts)
- Two data points comparison → Slopegraph
- Single important number → Simple text (the number itself, large, with context)
- Detailed lookup → Table or heatmap
Charts to AVOID:
- Pie and doughnut charts (hard to compare areas/angles accurately)
- 3D anything (adds clutter, distorts data, makes reading values harder)
- Dual y-axes (confuse the audience about scale relationships)
- Spaghetti graphs (too many overlapping lines - filter or use small multiples instead)
Lesson 3: Eliminate Clutter
Clutter is any visual element that takes up space without adding understanding. Every element increases cognitive load - the mental effort to process information.
Identify and remove:
- Chart borders and unnecessary outlines
- Gridlines (reduce to light or remove entirely)
- Data markers on every point (only mark what matters)
- Redundant labels (if the axis says it, the data label doesn't need to)
- Bold/italic/colour on everything (when everything is emphasised, nothing is)
- Legends (can you label directly instead?)
- Rotated text (hard to read - restructure the chart instead)
- Decorative elements that don't encode data
Apply Gestalt Principles to structure what remains:
- Proximity: Group related items close together; separate unrelated ones
- Similarity: Use consistent colours/shapes for items in the same category
- Enclosure: Subtle backgrounds can group related content
- Closure: Remove unnecessary borders - the eye fills in gaps
- Continuity: Align elements so the eye flows naturally
- Connection: Lines connecting points imply sequence or relationship
Decluttering process (step by step):
- Remove chart borders
- Remove or lighten gridlines
- Remove data markers (unless specific points need emphasis)
- Clean up axis labels (round numbers, remove unnecessary precision)
- Label data directly (eliminate legends where possible)
- Use consistent, strategic colour
Lesson 4: Focus Your Audience's Attention
Use preattentive attributes - visual properties the brain processes before conscious thought - to guide the eye to what matters:
- Colour: The most powerful tool. Use a single accent colour to highlight the key data; push everything else to grey. Never use colour decoratively.
- Size: Larger elements draw attention first. Make the key number or data point bigger.
- Position: Items at the top-left get seen first (in left-to-right reading cultures). Place the most important information there.
- Bold/weight: Use sparingly on text to create hierarchy. Bold the key phrase, not the whole paragraph.
The Grey + One Colour rule: Default everything to grey, then use ONE strategic accent colour to highlight the story. This is the single most impactful SWD technique.
Memory matters:
- Iconic memory (~0.5 seconds): Preattentive attributes are processed here - that's why colour and size pop instantly
- Short-term memory (~4 items): Don't overload a single view with too many competing elements
- Long-term memory: Connect to what the audience already knows - use familiar chart types and conventions
Lesson 5: Think Like a Designer
Design serves the message. Apply these principles:
- Form follows function: Every element earns its place by serving comprehension
- Affordances: Make interactive elements look clickable; make important text look important
- Accessibility: Would this work in greyscale? For colour-blind audiences? Without a narrator explaining it?
- Aesthetics build trust: Clean, well-aligned visuals signal competence and credibility
Practical design rules:
- Use consistent alignment (create an invisible grid)
- Left-align text (easier to read than centred for body content)
- Use white space generously - it's not wasted space, it's breathing room
- Limit fonts to 1-2 families; use size and weight for hierarchy
- Action titles > descriptive titles: "Revenue grew 23% in Q3" beats "Q3 Revenue"
- Every chart, section, or panel should have a clear, declarative title that states the "so what"
- Add context with text annotations directly on the visualisation
Lesson 6: Tell a Story
Structure your communication as a narrative arc:
- Beginning (Setup/Plot): Establish the situation - what does the audience need to know as background? Build common ground.
- Middle (Conflict/Tension): This is the complication - the problem, the change, the unexpected finding. This is where data creates tension between "what we expected" and "what is actually happening."
- End (Resolution/Call to Action): The recommendation. What should the audience DO with this information?
Storytelling techniques:
- Repetition: Repeat your key message at least 3 times in different ways
- Sequential logic: Read just the section or chart titles in order - they should tell a complete story on their own. In a slide deck this is "horizontal logic" (reading slide titles across). In a dashboard or infographic, it's the reading order of panels or sections top-to-bottom.
- Self-contained units: Each individual section, panel, or slide should make sense on its own with its title + content ("vertical logic" in presentation terms).
- Match the medium: If presenting live, visuals should be sparse (you are the narrator). If the output will be consumed without a presenter (dashboards, emailed reports, embedded infographics), it needs more text, annotation, and self-explanatory context.
- Build/reveal progressively: Don't show everything at once. In presentations, build up the visual piece by piece. In interactive formats (dashboards, web pages), use progressive disclosure - overview first, detail on demand.
Applying SWD: Task-Specific Workflows
Creating New Data Communications
This workflow applies regardless of output format (slide deck, dashboard, infographic, static site, report).
- Context interview - Ask the user: Who's the audience? What's the one thing they should take away? What format/medium will this be consumed in?
- Storyboard - Draught section or panel titles as a narrative arc (beginning, tension, resolution). For presentations, these become slide titles. For dashboards, these become panel headings. For infographics, these become section headers.
- Chart selection - For each data point, pick the simplest effective chart (see
references/chart-selection.md) - Build - Apply Lessons 3-5 while creating each section or view
- Review - Check sequential logic (titles in order tell the story) and that each unit is self-contained
Format-Specific Considerations
| Format | Key adaptations |
|---|---|
| Slide deck | Sparse visuals (presenter narrates), one idea per slide, progressive build/reveal |
| Dashboard | Self-explanatory (no presenter), overview panels first with drill-down detail, interactive filters to reduce clutter |
| Infographic | Single linear flow top-to-bottom, strong visual hierarchy to guide the eye, must stand alone without explanation |
| Static site / playground | Progressive disclosure (summary up top, detail below or on click), responsive layout considerations, can use animation/interaction for reveal |
| Written report | More annotation and explanation than visual formats, charts support the narrative text rather than replace it |
Reviewing / Critiquing Existing Work
Run through the SWD Review Checklist in references/review-checklist.md. For each chart, panel, section, or slide, evaluate against all 6 lessons and provide specific, actionable feedback.
Chart / Visualisation Makeover
- Identify the core message (what should the audience think/do?)
- Choose a better chart type if needed (Lesson 2)
- Strip all clutter (Lesson 3)
- Apply grey + accent colour strategy (Lesson 4)
- Add a declarative action title (Lesson 5)
- Add text annotations to guide interpretation (Lesson 5)
- Show before/after to demonstrate the improvement
Reference Files
| File | When to read |
|---|---|
references/chart-selection.md |
When choosing a chart type or advising on visual selection |
references/review-checklist.md |
When reviewing or critiquing existing data communications |
references/colour-and-emphasis.md |
When making colour choices or applying emphasis strategies |