Chart Selection
Match the chart to the question.
Decision flow
- What is the question? Comparison, trend, distribution, composition, relationship, geographic
- How many variables? 1, 2, or many
- What data type? Numeric, categorical, time, geographic
Chart types
| Name |
Use |
When |
| Bar graph |
Compare values across categories |
Discrete categories on X; values on Y |
| Bar chart (horizontal) |
Rank data |
Long category labels; many categories |
| Line graph |
Show changes over time |
Continuous time on X |
| Area chart |
Cumulative trend |
Magnitude + trend |
| Pie chart |
Part-of-whole |
≤ 4 slices, sums to 100% |
| Donut chart |
Part-of-whole |
Same as pie; better label space |
| Map (choropleth/symbol) |
Geographic distribution |
Region/country/state data |
| Histogram |
Distribution of one variable |
Bin frequency of values |
| Box plot |
Distribution + outliers |
Compare distributions across groups |
| Heatmap |
Magnitude across two dimensions |
Matrix of values |
| Scatterplot |
Relationship between two variables |
Correlation, clusters, outliers |
| Bubble chart |
Three variables (x, y, size) |
Scatter + magnitude |
| Sankey |
Flow between stages |
Funnel, energy, traffic |
| Treemap |
Hierarchical part-of-whole |
Nested categories |
| Waterfall |
Sequential additive change |
Variance breakdown |
Choose by question
| Question |
Chart |
| "How does X compare across categories?" |
Bar |
| "How has X changed over time?" |
Line |
| "What's the distribution of X?" |
Histogram, box plot |
| "How does X break down?" |
Stacked bar, treemap |
| "Is X related to Y?" |
Scatter |
| "Where is X happening?" |
Map |
| "How does X flow through stages?" |
Funnel, Sankey |
Common mistakes
- Pie charts with > 4 slices → use bar chart
- Truncated y-axis → exaggerates differences
- 3D charts → distort perception
- Too many colors → audience can't parse
- Dual y-axes → easy to mislead
Color
- Sequential — single hue, varying lightness (for ordinal/quantitative)
- Diverging — two hues from neutral (for centered scales: e.g. -100% / +100%)
- Categorical — distinct hues (for unordered categories)
- Test for color blindness (ColorBrewer)
References