Lessons from Visualization Research

How visualization is designed can significantly impact an end-user’s interpretation

Visualizations are tools used to communicate a story, are largely the output of a designer’s decision process—a series of choices to either add or omit information.

The study looks at how visualizations communicate; how the designer (intentionally or unintentionally) exerts control over the data and visualization; and how those decisions influence an end-user’s interpretation of the visualization.

The study highlights several areas to consider when designing and interpretation visualizations. Below are some key areas and a few examples:

  • Data: including or omitting variables; removing outlier data; scaling or aggregating values.
  • Visual representation: choosing what type of display to use (chart, graph, timeline, etc.) and how (color, typographic choices, etc.).
  • Annotations: including or omitting data points in text format; including or omitting secondary contextual information; displaying source information; using irony or rhetorical questions.
  • Interactivity: setting a default or initial view; allowing the user control to filter or navigate the information as they choose.


Source: Visualization Rhetoric: Framing Effects in Narrative Visualization, Jessica Hullman and Nicholas Diakopoulos. December 2011.



Organizational Chart of the Democratʼs Health Plan

Chart released on Speaker of the House John Boehnerʼs website (top); chart in response to same sourceʼs ʻOrganizational Chart of the Democratʼs Health Planʼ by graphic designer Robert Palmer (bottom).