Principles of Analytic Graphics

Roger D. Peng, Associate Professor of Biostatistics
Johns Hopkins Bloomberg School of Public Health

Principles of Analytic Graphics

  • Principle 1: Show comparisons

    • Evidence for a hypothesis is always relative to another competing hypothesis.
    • Always ask "Compared to What?"

Show Comparisons

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Reference: Butz AM, et al., JAMA Pediatrics, 2011.

Show Comparisons

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Reference: Butz AM, et al., JAMA Pediatrics, 2011.

Principles of Analytic Graphics

  • Principle 1: Show comparisons

    • Evidence for a hypothesis is always relative to another competing hypothesis.
    • Always ask "Compared to What?"
  • Principle 2: Show causality, mechanism, explanation, systematic structure

    • What is your causal framework for thinking about a question?

Show causality, mechanism

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Reference: Butz AM, et al., JAMA Pediatrics, 2011.

Show causality, mechanism

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Reference: Butz AM, et al., JAMA Pediatrics, 2011.

Principles of Analytic Graphics

  • Principle 1: Show comparisons

    • Evidence for a hypothesis is always relative to another competing hypothesis.
    • Always ask "Compared to What?"
  • Principle 2: Show causality, mechanism, explanation, systematic structure

    • What is your causal framework for thinking about a question?
  • Principle 3: Show multivariate data

    • Multivariate = more than 2 variables
    • The real world is multivariate
    • Need to "escape flatland"

Show Multivariate Data

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Show Multivariate Data

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Principles of Analytic Graphics

  • Principle 4: Integration of evidence

    • Completely integrate words, numbers, images, diagrams
    • Data graphics should make use of many modes of data presentation
    • Don't let the tool drive the analysis

Integrate Different Modes of Evidence

Principles of Analytic Graphics

  • Principle 4: Integration of evidence

    • Completely integrate words, numbers, images, diagrams
    • Data graphics should make use of many modes of data presentation
    • Don't let the tool drive the analysis
  • Principle 5: Describe and document the evidence with appropriate labels, scales, sources, etc.

    • A data graphic should tell a complete story that is credible

Principles of Analytic Graphics

  • Principle 4: Integration of evidence

    • Completely integrate words, numbers, images, diagrams
    • Data graphics should make use of many modes of data presentation
    • Don't let the tool drive the analysis
  • Principle 5: Describe and document the evidence with appropriate labels, scales, sources, etc.

    • A data graphic should tell a complete story that is credible
  • Principle 6: Content is king

    • Analytical presentations ultimately stand or fall depending on the quality, relevance, and integrity of their content

Summary

  • Principle 1: Show comparisons
  • Principle 2: Show causality, mechanism, explanation
  • Principle 3: Show multivariate data
  • Principle 4: Integrate multiple modes of evidence
  • Principle 5: Describe and document the evidence
  • Principle 6: Content is king

References