Data Visualization Skill

Degree of freedom: MIXED. Chart type and encoding [HIGH freedom]; existing-library/token probes and a11y fallback [LOW freedom — run exactly].

How to reason

1. Observe — existing chart library, tokens, data shape
2. Interpret — reuse a component vs new chart type
3. Classify — line / bar / area / donut / sparkline / table-fallback
4. Severity — inaccessible or empty-state-less chart outranks a missing gradient

Worked example

Observe: package.json has recharts; no src/components/charts; tokens define --primary. Interpret: reuse Recharts + tokens, not D3. Classify: ResponsiveContainer line chart + sr-only table; skeleton while loading. Verify: resizes; screen-reader table present; no second chart library.

Self-critique before reporting

• Existing lib — grepped package.json; did not add a second chart library
• Accessible — sr-only table or text alternative present
• States — loading + empty handled
• Right owner — event taxonomy → audit-analytics; empty/loading frames → audit-ui-states

Create beautiful, accessible, and interactive data visualizations for dashboards and reports.

Product-event coverage ("are we tracking the right events?") is audit-analytics, not this skill. Empty/loading chart frames are audit-ui-states.

Check existing first [LOW freedom — run exactly]

Before creating ANY visualization, verify:

1. Check for existing chart libraries:

cat package.json | grep -i "recharts\|chart\|d3\|visx\|nivo\|tremor"
rg "LineChart|BarChart|PieChart" --type tsx -l | head -10

2. Check for existing chart components:

ls -la src/components/charts/ src/components/dashboard/ 2>/dev/null
rg "ResponsiveContainer|Chart" --type tsx | head -10

3. Check for design tokens:

cat tailwind.config.* | grep -A10 "chart\|colors"

Why: Use existing chart library and styling conventions.

Recharts (Recommended for React) [HIGH freedom]

• Wrap every chart in ResponsiveContainer width="100%"; set a fixed height.
• Style through tokens: hsl(var(--primary)), fill-muted-foreground, stroke-muted; no hard-coded hex.
• Hide axis lines and tick lines (tickLine={false} axisLine={false}); format Y ticks ($, %).
• Custom Tooltip content uses bg-background border rounded-lg so it matches the theme.
• Chart types: line (trend over time), bar (radius={[4,4,0,0]}, highlight the latest Cell), area (gradient <defs> fill), donut (innerRadius/outerRadius + center Label for the total).

'use client'
import { LineChart, Line, XAxis, YAxis, Tooltip, ResponsiveContainer } from 'recharts'

export function RevenueChart({ data }: { data: { month: string; revenue: number }[] }) {
  return (
    <ResponsiveContainer width="100%" height={350}>
      <LineChart data={data}>
        <XAxis dataKey="month" tickLine={false} axisLine={false} className="text-xs fill-muted-foreground" />
        <YAxis tickLine={false} axisLine={false} tickFormatter={(v) => `$${v}`} />
        <Tooltip cursor={{ stroke: 'hsl(var(--muted))' }} />
        <Line type="monotone" dataKey="revenue" stroke="hsl(var(--primary))" strokeWidth={2} activeDot={{ r: 6 }} />
      </LineChart>
    </ResponsiveContainer>
  )
}

Full line chart with custom tooltip, bar, area-gradient and donut components: references/recharts.md §Line chart, §Bar chart, §Area chart, §Pie/Donut chart.

Sparklines (Mini Charts) [HIGH freedom]

• A LineChart with one Line, dot={false}, strokeWidth={1.5}, no axes, height ~40.
• Map a number[] to { index, value } inside the component so callers pass plain arrays.
• Place it in a w-20 slot beside the stat value, never as its own card.

Sparkline component and stats-card usage: references/recharts.md §Sparklines.

Stat Cards with Trends [HIGH freedom]

• rounded-xl border bg-card p-6; title in text-muted-foreground, value text-3xl font-semibold.
• Trend arrow + Math.abs(change)%; green for up, red for down; pass the same color to the sparkline.
• sparklineData is optional; render the sparkline only when present.

StatCard component: references/recharts.md §Stat cards with trends.

Real-time Data Updates [HIGH freedom]

• Append in setData(prev => [...prev, point].slice(-N)); keep a bounded window (about 20 points).
• isAnimationActive={false} and a fixed YAxis domain so the chart does not jump per tick.
• Clear the interval or socket subscription in the effect cleanup.

RealtimeChart component: references/recharts.md §Real-time data updates.

D3.js for Custom Visualizations [HIGH freedom]

• Reach for D3 only when Recharts cannot express the mark; never add it beside an existing chart library.
• Render into a ref'd <svg> from useEffect; svg.selectAll('*').remove() before redrawing on data change.
• scaleBand for categories, scaleLinear().nice() for values; size from clientWidth/clientHeight, with margins.
• Animate with .transition().duration(750) from the baseline; color with the same hsl(var(--primary)) tokens.

Full D3 bar chart component: references/d3-and-accessibility.md §D3.js custom bar chart.

Accessibility [LOW freedom — run exactly]

• Wrap the chart in <div role="img" aria-label="..."> that states what the chart shows and its range.
• Mark the SVG chart aria-hidden="true"; provide the data as an sr-only <table> with a <caption>.
• Color is never the only encoding: pair it with labels, markers, or a legend.

<div role="img" aria-label="Revenue chart showing monthly data from January to December">
  <ResponsiveContainer><LineChart data={data} aria-hidden="true">{/* ... */}</LineChart></ResponsiveContainer>
  <table className="sr-only">
    <caption>Monthly Revenue Data</caption>
    <thead><tr><th>Month</th><th>Revenue</th></tr></thead>
    <tbody>{data.map((d) => <tr key={d.month}><td>{d.month}</td><td>${d.revenue}</td></tr>)}</tbody>
  </table>
</div>

Full accessibility block: references/d3-and-accessibility.md §Accessibility.

Validation [LOW freedom — do not skip]

After creating visualizations:

1. Responsive → Charts resize properly on all screens
2. Accessible → Screen reader alternatives provided
3. Performance → Large datasets use virtualization/sampling
4. Loading states → Skeleton shown while data loads
5. Empty states → Meaningful message when no data
6. Color contrast → Meets WCAG guidelines
7. Tooltips → Provide detailed data on hover