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IASIU CIFA: Visualizing Data

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Visualizing Data

What this domain tests

This domain tests chart selection and honest presentation: choosing the form that fits the question and avoiding designs that exaggerate or hide the finding. Items ask which chart or setting is appropriate.

Core rules

  • Comparison across categories: bar chart, sorted by value.
  • Trend over time: line chart, with enough periods to show seasonality.
  • Distribution: histogram or box plot.
  • Relationship between two measures: scatter plot.
  • Composition: stacked bar; avoid pie charts beyond about four slices.
  • Cross-tabulation: heat map.
  • Networks and entity links: link chart with consistent node symbols.
  • Bar axes start at zero; line charts may be truncated only with clear labeling.
  • Small multiples share a fixed scale so panels are comparable; titles state the finding, not the field name.

Worked example

Showing claim frequency by month for six regions. Reasoning: a pie of twelve months loses the trend, and a single line with six series becomes unreadable. Use small multiples - six panels of monthly frequency with one shared y-axis - and annotate the month a new vendor began receiving referrals. Shared scaling prevents a small region's noise from looking larger than a high-volume region's real change.

Traps that cost marks

  • Truncated bar axes that make small differences look dramatic.
  • Dual axes implying a relationship that is not established.
  • Pie charts with ten categories.
  • Charting counts when the question requires rates.